[Senate Hearing 117-782]
[From the U.S. Government Publishing Office]



                                                        S. Hrg. 117-782

                   ALGORITHMS AND AMPLIFICATION: HOW
                 SOCIAL MEDIA PLATFORMS' DESIGN CHOICES
                   SHAPE OUR DISCOURSE AND OUR MINDS

=======================================================================



                                HEARING

                               before the

                        SUBCOMMITTEE ON PRIVACY, 
                        TECHNOLOGY, AND THE LAW

                                 OF THE

                       COMMITTEE ON THE JUDICIARY
                          UNITED STATES SENATE

                    ONE HUNDRED SEVENTEENTH CONGRESS

                             FIRST SESSION

                               __________

                             APRIL 27, 2021

                               __________

                          Serial No. J-117-14

                               __________

         Printed for the use of the Committee on the Judiciary
         
         
         
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                        www.judiciary.senate.gov
                            www.govinfo.gov                          
                              ______
                                 
                 U.S. GOVERNMENT PUBLISHING OFFICE

54-197                    WASHINGTON : 2026







                            
                       COMMITTEE ON THE JUDICIARY

                   RICHARD J. DURBIN, Illinois, Chair
PATRICK J. LEAHY, Vermont            CHARLES E. GRASSLEY, Iowa, Ranking 
DIANNE FEINSTEIN, California             Member
SHELDON WHITEHOUSE, Rhode Island     LINDSEY O. GRAHAM, South Carolina
AMY KLOBUCHAR, Minnesota             JOHN CORNYN, Texas
CHRISTOPHER A. COONS, Delaware       MICHAEL S. LEE, Utah
RICHARD BLUMENTHAL, Connecticut      TED CRUZ, Texas
MAZIE K. HIRONO, Hawaii              BEN SASSE, Nebraska
CORY A. BOOKER, New Jersey           JOSH HAWLEY, Missouri
ALEX PADILLA, California             TOM COTTON, Arkansas
JON OSSOFF, Georgia                  JOHN KENNEDY, Louisiana
                                     THOM TILLIS, North Carolina
                                     MARSHA BLACKBURN, Tennessee
                                     
             Joseph Zogby, Chief Counsel and Staff Director
      Kolan L. Davis, Republican Chief Counsel and Staff Director



            SUBCOMMITTEE ON PRIVACY, TECHNOLOGY, AND THE LAW

                 CHRISTOPHER A. COONS, Delaware, Chair
SHELDON WHITEHOUSE, Rhode Island     BEN SASSE, Nebraska, Ranking 
AMY KLOBUCHAR, Minnesota                 Member
MAZIE K. HIRONO, Hawaii              LINDSEY O. GRAHAM, South Carolina
JON OSSOFF, Georgia                  JOSH HAWLEY, Missouri
                                     JOHN KENNEDY, Louisiana
                                     MARSHA BLACKBURN, Tennessee

                 Sophie Brill, Democratic Staff Counsel
                William Payne, Republican Staff Counsel
                
                
                
                
                
                
                
                
                            C O N T E N T S

                              ----------                              

                           OPENING STATEMENTS

                                                                   Page

Coons, Hon. Christopher A........................................     1
Sasse, Hon. Ben..................................................     2
Durbin, Hon. Richard J...........................................     3

                               WITNESSES

Bickert, Monika..................................................     6
    Prepared statement...........................................    43
    Questions submitted with no response returned                    75

Culbertson, Lauren...............................................     9
    Prepared statement...........................................    48
    Questions submitted with no response returned                    84

Donovan, Joan....................................................    13
    Prepared statement...........................................    52
    Questions submitted with no response returned                    89

Harris, Tristan..................................................    11
    Prepared statement...........................................    59
    Questions submitted with no response returned                    91

Veitch, Alexandra................................................     8
    Prepared statement...........................................    61
    Responses to written questions...............................    93
    
    
    
    
    
    
    

 
                   ALGORITHMS AND AMPLIFICATION: HOW
                 SOCIAL MEDIA PLATFORMS' DESIGN CHOICES
                   SHAPE OUR DISCOURSE AND OUR MINDS

                              ----------                              


                        TUESDAY, APRILl 27, 2021

                              United States Senate,
          Subcommittee on Privacy, Technology, and the Law,
                                Committee on the Judiciary,
                                                    Washington, DC.
    The Subcommittee met, pursuant to notice, at 10:03 a.m., in 
Room 226, Dirksen Senate Office Building, Hon. Christopher A. 
Coons, Chair of the Subcommittee, presiding.
    Present: Senators Coons [presiding], Klobuchar, Hirono, 
Ossoff, Sasse, Hawley, Kennedy, and Blackburn.
    Also present: Senators Durbin, Grassley, and Blumenthal.

        OPENING STATEMENT OF HON. CHRISTOPHER A. COONS,

           A U.S. SENATOR FROM THE STATE OF DELAWARE

    Chair Coons. This hearing will come to order.
    Thank you to all of our witnesses for participating today, 
and a particular thank you to Mr. Harris, who I understand is 
joining us from Hawaii where it is 4 o'clock in the morning. I 
would also like to thank Ranking Member Senator Ben Sasse for 
working with me to put this hearing together. I am truly 
grateful we have been able to work together on this important 
topic. It is too important to let it fall victim to the trap of 
the typical partisan gridlock here in Washington. Thank you as 
well to Chairman Durbin for attending today.
    Generally, when people hear the term ``algorithm,'' you 
might think of some very complicated mathematical formula or 
piece of computer code. As many of us have become increasingly 
aware, algorithms impact what literally billions of people read 
and watch, and impact what they think every day. Facebook, 
Twitter, YouTube, the three major tech companies represented in 
today's hearing, use algorithms to determine what appears on 
your screen when you open and engage with their applications, 
and there is nothing inherently wrong about that.
    With billions or even trillions of pieces of content to 
choose from on each platform, it makes sense that they should 
have a way to help us sift through what they think their users 
are looking for and what we are actually seeking. Advances in 
machine learning that made this technology possible have led to 
enormous good in other contexts. Machine learning has driven 
innovation across many industries from medical science to 
public transportation, and has allowed companies to deliver 
better services. Many have also recently argued this advanced 
technology is harnessed into algorithms designed to attract our 
time and attention on social media, and the results can be 
harmful to our kids' attention spans, to the quality of our 
public discourse, to our public health, and even to our 
democracy itself.
    What happens when algorithms become so good at 
amplification, at showing you content that a computer thinks 
you will like, that you or your kids or your family members end 
up spending hours each day engaged, staring at the screen? What 
happens algorithms become so hyper tailored to you and your 
habits and interests that you stop being exposed to ideas you 
might find disagreeable, or even so different from you--yours 
as to be offensive? What happens when they amplify content that 
might be very popular, but is also hateful or just plain false?
    As I noted, Ranking Member Sasse and I worked on this 
hearing, and one of the main reasons for that is because we 
truly do not see these as partisan questions and do not come to 
this hearing with a specific regulatory or legislative agenda, 
but this is an area that requires urgent attention. As Mark 
Zuckerberg himself recently put it, and I quote, ``When left 
unchecked, people will engage disproportionately with 
sensationalist and provocative content, which can undermine the 
quality of public discourse and lead to civic polarization.'' 
If we are so polarized and angry and we can no longer hear each 
other's points of view, then our democracy itself suffers.
    As quaint as some might think it, Ranking Member Sasse and 
I plan to use this hearing as an opportunity to learn about how 
these companies' algorithms work, what steps may have been 
taken to reduce algorithmic amplification that is harmful, and 
what can be done better so we can build on that knowledge in 
considering a potential path forward, whether voluntary, 
regulatory, or legislatively.
    I look forward to hearing from the representatives of 
Facebook, Twitter, and YouTube, who have agreed to testify. 
Each of these platforms has taken a number of measures in 
recent years to curb some of the harms that algorithmic 
amplification can cause. It is also my hope that these 
platforms can build upon good practices, learn from each other, 
and make a significant difference. We will also hear from two 
outside experts, who can help us ask some bigger-picture 
questions and to narrow in on some of the strategies and 
tactics we could or should follow moving forward, including 
whether and how legislation might improve the practices that 
these and many other platforms use.
    Thank you, and I am now going to turn to my Ranking Member, 
Senator Sasse, for his opening remarks.

              OPENING STATEMENT OF HON. BEN SASSE,

           A U.S. SENATOR FROM THE STATE OF NEBRASKA

    Senator Sasse. Thank you, Chairman Coons. Congratulations 
on having a gavel for the first time in 6 years. Hopefully you 
do not get to keep it long, but I have enjoyed the preparation 
for this hearing with you and with your team. They have been 
thoughtful to deal with, and I appreciate your opening 
statement. I guess I should acknowledge the witnesses, too. 
Thank you to all four of you. Mr. Harris, it is actually 85 
degrees this afternoon in DC, so you did not have to avoid us 
in Hawaii and have to testify at 4 a.m., but thank you for 
participating in the pre-dawn hours there, nonetheless.
    Chris, I want to applaud your opening statement. It is too 
easy in DC for us to take any complicated issue and reduce it 
immediately to heroes and villains, and whatever the regulatory 
or legislative predetermined tool was, to then slam it down on 
the newly to-be-defined problem. I think--I think you 
underscored a number of really important points. The simplest 
one is that algorithms, like almost all technologies that are 
new, have costs and benefits. Algorithms can make the world a 
better place. Algorithms can make the world a worse place.
    One of the most fundamental questions before us as a people 
is not, first and foremost, governmental, or legislative, or 
regulatory, though those issues do exist. The first one is, in 
the new digital economy or the attention economy, the old adage 
holds that if a product is free, you are probably the product. 
The American people need to understand, we, parents and 
neighbors need to understand that we are being given access to 
these unbelievably powerful tools that can be used for lots and 
lots of good. In most cases, because it is free, there is 
somebody who would really like to capture our attention, 
shorten our attention spans, and drive us into often poisonous 
echo chambers. Algorithms have great potential for good. They 
can also be misused, and we, the American people, need to be 
reflective and thoughtful about that first and foremost.
    To the tech companies who showed up today and to those of 
you who are also adjacent to the Silicon Valley conversation, 
thank you for your interest and attention to this conversation. 
I think it is very important for us to push back on the idea 
that really complicated, qualitative problems have easy, 
quantitative solutions. In some hearings that are not narrowly 
on this topic, but other technology-related Big Tech hearings 
that we have had over the course of the last 2 or 3 years in 
this Committee, sometimes really hard, nettlesome problems we 
have wrestled with, we have been told that as soon as the 
supercomputers were better, they would solve these problems. 
The truth is we need to distinguish between qualitative and 
quantitative problems.
    I appreciate the Chairman's perspective on the way we are 
beginning this hearing, which is this is not a rush to pretend 
politicians know a lot more about these problems than we really 
do. It is an acknowledgement that there are some big problems 
and challenges in this area, and prudence, and humility, and 
transparency are the best way to begin. I am grateful for the 
Chairman's leadership of this Committee and this particular 
hearing.
    Chair Coons. Thank you, Senator Sasse. I will now turn to 
Chairman Durbin for his opening remarks.

          OPENING STATEMENT OF HON. RICHARD J. DURBIN,

           A U.S. SENATOR FROM THE STATE OF ILLINOIS

    Chair Durbin. Thanks. I will be brief, and I appreciate the 
opportunity to join you and Senator Sasse and make a statement. 
Congratulations, Senator Coons, for taking the reins as Chair 
of the Privacy, Technology, and Law Subcommittee, which I was 
pleased to reconstitute in this Congress. You have already 
demonstrated significant leadership. I look forward to your 
work and the cooperative efforts of Senator Sasse in bringing, 
I hope, some policy and legislation before the Full Committee.
    This country stands at a crossroads as we grapple with the 
role of technology and social media in our lives and culture. I 
think Senator Sasse summarize it: it is plus and it is minus. 
We are trying to look to the minus side, but should never 
overlook the plus side. For example, the right to privacy, 
especially for children, is one of the persistent concerns I 
share with many Members of this Committee. Every day, internet 
companies collect reams of personal data on Americans, 
including kids, but we cannot expect children to fully 
understand the consequences of their internet use and this 
collection process.
    Kids deserve, I believe, a chance to request a clean slate 
once they are old enough to appreciate the nature of internet 
data collection. That is why later this week, I will be 
reintroducing the Clean Slate for Kids Online Act, which would 
give every American an enforceable legal right to demand that 
website companies delete all personal information collected 
from or about the person when he or she was a child under the 
age of 13.
    The right to privacy and access to one's data could keep 
this Subcommittee completely occupied. There is a lot more to 
explore, including the subject of today's hearing, which will 
examine how social media platforms use highly targeted 
algorithms to captivate and persuade us in our every aspect of 
our life. Algorithms influence what we read, watch, buy, and 
how we engage, and they do not just affect our personal lives. 
They infect--they affect us on a global basis.
    For example, an independent civil rights audit last year 
found that Facebook is not sufficiently attuned to how its 
algorithms ``fuel extreme and polarizing content,'' and can 
drive people toward self-reinforcing echo chambers of 
extremism. Following the recent release of that audit, Chairman 
Coons wrote a letter to Facebook, which I was proud to join, 
that called on the company to do more to mitigate the spread of 
anti-Muslim extremism and bigotry on their platform. Last 
November, when Facebook CEO, Mark Zuckerberg, testified in this 
Committee, I asked him about recent incidents where hate and 
conspiracy groups use Facebook to plan and recruit, including 
the organizer of the conspiracy to kidnap Michigan's Governor, 
Gretchen Whitmer, and the so-called Kenosha Guard Militia, 
which posted a ``call to arms'' on Facebook in the aftermath of 
the shooting of Jacob Blake in Kenosha, Wisconsin.
    That call to arms spread widely and was read by a 17-year-
old vigilante named Kyle Rittenhouse, who traveled from 
Illinois to Wisconsin, where he allegedly shot and killed two 
people on the streets of Kenosha on August 25th, 2020. That 
militia page was reportedly flagged at least 455 times to 
Facebook. However, Facebook found the page did not violate 
standards, so it was left up. The response from Mr. Zuckerberg 
at the hearing was, and I quote, ``It was a mistake. It was 
certainly an issue, and we are debriefing and figuring out how 
we can do better.''
    Unfortunately, it is clear that they did not figure out how 
to do better quickly enough. Not even two months later, a mob 
of domestic terrorists and violent extremists stormed this 
Capitol Building in the January 6th coup attempt, fueled by 
widespread lies and conspiracy theories that claimed the 
election had been stolen from the former President. While the 
efforts to overturn a free and fair election were ultimately 
unsuccessful, the trauma of that harrowing day lingers on.
    After January 6th, the consequences of rampant hate and 
misinformation on social media platforms has never been 
clearer. We need social media companies to finally take real 
action to address the abuse and misuse of their platforms and 
the role that algorithms play in amplifying it. I look forward 
to hearing from the witnesses, and I am hopeful that this 
Subcommittee can accomplish under Chairman Coon's leadership 
what we are expecting as an opportunity for this country to 
move in the right direction.
    Chair Coons. Thank you, Mr. Chairman. I will now briefly 
introduce our witnesses for today and then swear them in.
    Up first is Monika Bickert, Facebook's vice president of 
content policy. She originally joined Facebook in 2012 as lead 
security counsel, advising the company on child safety and law 
enforcement. Prior to joining Facebook, Ms. Bickert served as 
resident legal advisor at the U.S. Embassy in Bangkok where she 
specialized in Southeast Asia rule of law, development, and 
response to child exploitation and human trafficking. She also 
served as a prosecutor with the Department of Justice for 11 
years in Washington.
    Lauren Culbertson is Twitter's head of U.S. Public Policy 
based in Washington, DC, leads the company's Federal and State 
public policy teams and initiatives. Serves as Twitter's global 
lead for intermediary liability policy, and spearheads the 
company's efforts to help combat the opioid crisis. Previously, 
Ms. Culbertson worked in the U.S. Senate for my friend, Senator 
Johnny Isakson of Georgia. She also founded a business, 
Millennial Bridge, to promote public policy.
    Alexandra Veitch leads YouTube's government affairs and 
public policy for the Americas where she advises the company in 
public policy issues around online and user-generated content. 
She previously served as special assistant to President Obama 
and as Deputy Assistant Secretary for the Department of 
Homeland Security. Before that, she served as a member of 
Speaker Pelosi's senior staff and began her career working for 
Senator Barbara Mikulski of Maryland. Ms. Veitch's private 
sector experience also includes leading North American 
government affairs for Tesla and CSRA.
    Tristan Harris has spent his career studying today's major 
technology platforms and how they have increasingly become the 
social fabric by which we live, and think, and communicate. Mr. 
Harris is the cofounder and president of the Center for Humane 
Technology, which aims to catalyze a shift toward humane 
technology that operates for the common good. Mr. Harris was 
the primary subject of the Netflix documentary, ``The Social 
Dilemma.'' Mr. Harris also led the Time Well Spent movement, 
which sparked product changes at Facebook, Apple, and Google.
    Dr. Joan Donovan is a leading public scholar and 
disinformation researcher specializing in media manipulation, 
critical internet studies, and online extremism. She is the 
research director at the Harvard Kennedy School Shorenstein 
Center, and director of the Technology and Social Change 
Project. Dr Donovan is a cofounder of Harvard Kennedy School's 
Misinformation Review. Her research can also be found in peer-
reviewed academic journals, such as Social Media Plus Society, 
the Journal of Contemporary Ethnography, Information, 
Communication and Society, and Social Studies of Science. She 
is a columnist at MIT Technology Review.
    You are all virtual, which makes this next step just a 
little different or novel for me. Would our four witnesses 
please stand to be sworn and raise your right hand? Since I 
cannot see you, I cannot affirm that you are doing that.
    [Witnesses are sworn in.]
    Chair Coons. Thank you. We will now proceed with witness 
statements. Each of you has 5 minutes to make an opening 
statement to this Subcommittee. Ms. Bickert, please proceed 
with your testimony.

          STATEMENT OF MONIKA BICKERT, VICE PRESIDENT

                 FOR CONTENT POLICY, FACEBOOK,

                     MENLO PARK, CALIFORNIA

    Ms. Bickert. Thank you. Chairman Coons, Ranking Member 
Sasse, and distinguished Members of the Subcommittee, thanks 
for the opportunity to be here with you today. I am Monika 
Bickert, and I lead content policy for Facebook.
    Facebook uses algorithms for many of our product features, 
including enforcing our policies. However, when people refer to 
Facebook's algorithm, often they are referring to our content 
ranking algorithm that helps us order content for people's News 
Feed, so I will just dive into that one briefly.
    Chairman Coons, as you pointed out, the algorithm ranks 
content because we have--when people come to Facebook, they 
have so much potential content they could see. The average 
Facebook user has thousands of eligible posts every day that 
she could see in her News Feed, and they are all there, but 
what we do is we try to save them the time of sorting through 
all of that to find what is most meaningful to them, by instead 
using a ranking algorithm that ranks each post and tries to put 
at the top the content the person will find the most 
meaningful. The algorithm looks at many signals, including 
things like how often the user typically comments on or likes 
content from this particular source, how recently that content 
was posted, and whether the content is in a format, such as a 
photo or a video, that that user tends to engage with. The 
process results in a News Feed that is unique to each person.
    Naturally our users do not see the underlying computer code 
that makes up the algorithms, but we do publish information 
about how the ranking process works, and that includes 
describing the inputs that go into that ranking process. Also, 
we have a blog post that we put out whenever we have 
significant changes to how we are ranking content in the 
algorithm. Additionally, people can actually click on any post 
in their News Feed and then go to--toggle the menu and go down 
where it says ``why am I seeing this post,'' and they will see 
the factors and explanation for why the algorithm put that 
piece of content where it did in their News Feed. This helps 
people understand what the algorithms are doing and why they 
are doing it.
    I do want to underscore that people can opt out of this 
ranking algorithm. They can toggle over to a most recent News 
Feed, which basically means that all of that eligible content 
that you could see is simply ordered in reverse chronological 
order. They can also choose from a--an option that we call 
favorite speed, which basically allows you to select pages or 
accounts that are favorites of yours, and then those will be 
the only things that will be ranked in your News Feed. We 
recently released a feature that allows people to toggle among 
those different options.
    As we work to bring more transparency to the algorithm and 
also give people more control over how it works for them, we 
also are working to improve the way that the ranking system 
itself works. We announced last week that part of that includes 
expanding our surveys to understand what is meaningful to 
people and what is most worth their time, and also making it 
easier for them to give us feedback on individual posts. That 
is feedback that we will take from them, and we will build into 
the ranking algorithms in a hope that, as we make this process 
better and better, people will leave Facebook feeling more 
inspired.
    News Feed ranking is not the only thing that determines 
what people might see when they come to Facebook. We also have 
a set of community standards that says this is--there are 
certain categories of content that simply are not allowed on 
our service, and those are public standards that we have had 
for years, and we publish a quarterly report on how we are 
doing at finding that content and removing it. As the report 
shows, we have gotten better and better, made significant 
strides over the past years. If content is removed for 
violating those standards, then it does not appear in our News 
Feed at all. There are other types of clickbait--there are 
other types of content that do not violate the standards, but 
nevertheless people do not want to see them, like clickbait or 
borderline content, that the algorithms down rank.
    The reality is, it is not in our interest financially or 
reputationally to push people toward increasingly extreme 
content. If we--if we do something like that to keep somebody 
on the site for a few extra minutes, but it makes them have a 
worse experience and be less likely to use our products, then 
that is self-defeating. Our long-term interest is to make sure 
that people want to value our products for years down the road. 
The algorithms are a key part of how we help people connect and 
share and how we fight harmful content and misinformation on 
our site, and we will continue to do more to help people 
understand how the systems work and how they can control their 
experience.
    Thanks. I look forward to your questions.
    [The prepared statement of Ms. Bickert appears as a 
submission for the record.]
    Chair Coons. Thank you very much, Ms. Bickert. Ms. Veitch, 
would you please proceed with your testimony?

           STATEMENT OF ALEXANDRA VEITCH, DIRECTOR OF

          GOVERNMENT AFFAIRS AND PUBLIC POLICY FOR THE

            AMERICAS AND EMERGING MARKETS, YOUTUBE,

                     SAN BRUNO, CALIFORNIA

    Ms. Veitch. Chairman Coons, Ranking Member Sasse, and 
distinguished Senators of the Subcommittee, thank you for 
inviting me to appear before you today. My name is Alexandra 
Veitch, and I am the director of government affairs and public 
policy for the Americas and emerging markets at YouTube. I 
appreciate the opportunity to explain how algorithms and 
machine learning support YouTube's mission to give everyone a 
voice and show them the world.
    Through the adversity and uncertainty of the last year, 
YouTube has helped bring people together as we have stayed 
apart. More viewers than ever have come to YouTube to learn new 
skills, to understand the world more deeply, and to be 
delighted by stories that cannot be found elsewhere. YouTube's 
business relies on the trust of our users, our creators, and 
our advertisers. That is why responsibility is our number one 
priority.
    Our approach is based on what we call the four R's. We 
remove content that violates our community guidelines, we raise 
authoritative voices, we reduce the spread of borderline 
content, and we reward trusted creators. Our written submission 
explains each pillar in detail, but I want to focus my comments 
today on how machine learning supports this responsibility work 
when it comes to recommendations.
    Recommendations on YouTube help users discover content that 
they will enjoy and on key subjects. We want to recommend 
content to our users that is authoritative. Recommendations are 
based on a number of signals, including, if enabled, a user's 
watch and search history. We also consider factors like country 
and time of day, which help our system show relevant news 
consistent with our efforts to raise authoritative voices. We 
also give our users significant control over how their 
recommendations are personalized. Users can view, pause, edit, 
or clear their watch or search history at any time. We also 
give users the opportunity to provide direct feedback about 
recommendations so they can tell us if they are not useful.
    We also believe we have a responsibility to limit 
recommendations of content that is not useful or may even be 
harmful. That is why in January 2019, we launched more than 30 
changes to our recommendation systems to limit the spread of 
harmful misinformation and borderline content, which is content 
that comes close to, but does not cross the line of violating 
our community guidelines. As a result we saw a 70-percent drop 
in watch time of such content from non-subscribed 
recommendations in the U.S. that year. This borderline content 
is a fraction of one percent of what is watched on YouTube in 
the U.S., but we know that it is too much, and we are committed 
to reducing this number.
    We know there is interest in the quality of the content we 
recommend to our users. Researchers around the world have found 
that YouTube's recommendation systems move users in the 
direction of popular and authoritative content. Our efforts to 
raise up content from authoritative sources and reduce 
recommendations--excuse me--of borderline content and harmful 
misinformation outweigh other recommendation signals, even if 
the net result is decreased engagement. We are proud of our 
record here, but we also work continuously to improve.
    Because responsibility and transparency go hand-in-hand, I 
would like to close with three recent transparency efforts we 
have undertaken to facilitate a better understanding of our 
platform. First, in May 2020, we collaborated with Google to 
launch the first threat analysis group bulletin. It regularly 
discloses actions that we have taken to combat coordinated 
influence operations from around the world. Second, in June 
2020, we launched a website called How YouTube Works to answer 
frequently asked questions. It explains our products and 
policies in detail and provides information on critical topics, 
such as child safety, harmful content, misinformation, and 
copyright. Third, earlier this month, we added a new progress 
metric to our quarterly Community Guidelines Enforcement 
Report. Our violative view rate estimates the percentage of 
views on content that violates our policies. Last quarter, this 
number was .16 to .18 percent, meaning that out of every 10,000 
views on YouTube, only 16 to 18 come from violative content. 
This is down by over 70 percent compared to the same quarter of 
2017, thanks in large part to our investments in machine 
learning.
    As we work to balance the open nature of our platform with 
our important work to be responsible, we appreciate the 
feedback we receive from policymakers. We will continue to do 
more. Thank you again for the opportunity to appear before you 
today. I look forward to your questions.
    [The prepared statement of Ms. Veitch appears as a 
submission for the record.]
    Chair Coons. Thank you, Ms. Veitch. Ms. Culbertson from 
Twitter, if you would now present your opening statement, your 
testimony, that would be wonderful. Thank you.

          STATEMENT OF LAUREN CULBERTSON, HEAD OF U.S.

       PUBLIC POLICY, TWITTER, SAN FRANCISCO, CALIFORNIA

    Ms. Culbertson. Thank you, Chairman Coons, Ranking Member 
Sasse, and Members of the Subcommittee for the opportunity to 
testify on behalf of Twitter today on the role of algorithms 
and amplification of content.
    Twitter's purpose is to serve the public conversation. In 
the early days, we were where you could go to share 140 
character status updates. Our service has become the go-to 
place to see what is happening in the world and to have 
conversations about a wide range of topics, including current 
events, sports, entertainment, and politics. While much has 
changed since the company was founded 15 years ago, we believe 
our mission is more important than ever. While many of the 
challenges we grapple with today are not new, the creation and 
evolution of the online world have affected the scale and scope 
of these issues. Moreover, we must confront these issues amidst 
increasing global threats to free expression.
    We believe that addressing the global challenges that 
internet services, like ours face requires a free and open 
internet. We are guided by the following principles as we seek 
to build trust with the people we serve. This includes 
increasing transparency, providing more consumer control and 
choice, and improving procedural fairness. Let me expand on the 
principle of consumer control and choice, as it is particularly 
relevant to today's discussion on algorithmic choice.
    In 2018, we introduced a feature to give people on Twitter 
control over the algorithms that determine your home timeline. 
Through the sparkle icon you see on the top right corner of 
your screen, you can choose to see your tweets ranked or toggle 
to view tweets in reverse chronological order. When we 
implemented this, some suggested it would be bad for our 
business. We thought it was the right thing to do for our 
users, and it has been a core feature ever since.
    Further in line with our commitment to choice and control, 
Twitter is funding BlueSky, an independent team of open-source 
architects, engineers, and designers, to develop an open and--
open and decentralized standards for social media. It is our 
hope that BlueSky will eventually allow Twitter and other 
companies to contribute to and access open recommendation 
algorithms that promote healthy conversation and ultimately 
provide individuals greater choice. These standards could 
support innovation, making it easier for startups to address 
issues like abuse and harmful content at a lower cost. We 
recognize that this effort is complex, unprecedented, and will 
take time, but we are currently planning to provide the 
necessary exploratory resources to push this project forward. 
As we make investments to provide more transparency and choice, 
we have also launched our Responsible Machine Learning 
Initiative to conduct an in-depth analysis and studies to 
assess the existence of potential harms in the algorithms we 
use. We plan to implement our findings and share them through 
an open process to solicit feedback.
    Finally, as policymakers and Members of Congress here 
debate internet regulation, I urge you to consider the ways 
algorithmic choice and machine learning make Twitter and other 
services a safer place for the public conversation. Technology 
is essential for rooting out harmful content, like terrorism 
and child sexual exploitation content. We also rely heavily on 
machine learning tools to surface potentially abusive or 
harmful content for human moderators to review. Simply put, we 
must ensure that regulations enable companies to tap technology 
to help solve some of the problems that technology itself 
poses.
    In summary, we believe that moving toward more open systems 
will increase transparency, provide more consumer control and 
choice, and increase competition in our industry. This will 
ultimately lead to more innovation to solve today's and 
tomorrow's challenges. We appreciate the enormous privilege we 
have to host some of the most important conversations in the 
world. We are committed to working with a broad group of 
stakeholders to get this right for the future of the internet 
and for the future of our society.
    Again, thank you for the opportunity to be here with you 
today.
    [The prepared statement of Ms. Culbertson appears as a 
submission for the record.]
    Chair Coons. Thank you, Ms. Culbertson. Mr. Tristan Harris 
of the Center for Humane Technology, if you would now please 
give your opening statement.

                  STATEMENT OF TRISTAN HARRIS,

              COFOUNDER AND PRESIDENT, CENTER FOR

          HUMANE TECHNOLOGY, SAN FRANCISCO, CALIFORNIA

    Mr. Harris. Thank you, Senator Coons, Senate Sasse, and 
Chairman Durbin. It is an honor to be here with you today.
    My background is I used to be a design ethicist at Google. 
That was before recently featuring in the film, ``The Social 
Dilemma,'' which many of you might have seen, which really had 
the insiders who understood how these technologies were built 
in the first place and have affected society. My friends in 
college were some of the people who ended up working at these 
companies in the very early days, including my friends Mike and 
Kevin, who actually started Instagram.
    What we really are missing in this conversation is a focus 
on the business model and the intrinsic nature of what these 
platforms are about, not because they are evil, and none of the 
people who are here with us today are, you know, intentionally 
causing any harm. Neither do I believe that the tech companies 
who created these systems have intentionally wanted any of 
these harms to happen. We are now in a situation where if we do 
not diagnose the problem correctly, we are going to be in a bit 
of trouble.
    While you are hearing, you know, from the folks here today 
about the dramatic reductions in harmful content, borderline 
content, hiring tens of thousands more content moderators, et 
cetera, it can sound very convincing. At the end of the day, a 
business model that preys on human attention means that we are 
worth more as human beings and as citizens of this country when 
we are addicted, outraged, polarized, narcissistic, and 
disinformed, because that means that the business model was 
successful at steering our attention, using automation. We are 
now sitting through the results of 10 years of this 
psychological deranging process that has warped our national 
communications and fragmented the Overton Window and the shared 
reality that we need as a Nation to coordinate to deal with our 
real problems, which are existential threats, like climate 
change, the rise of China, pandemic, education, and 
infrastructure.
    Long as these companies profit by turning the American 
conversation into a cacophony, into a kind of Hobbesian war of 
all against all, because that is the business model, again, of 
not the advertising, but the model of everyone getting a chance 
to speak and have it go viral to millions of people. As long as 
that is the promise with personalization, we are each going to 
be steered into a different rabbit hole of reality, which Joan 
will do such a good job of talking about. If you care about or 
believe that masks work, you will see infinite evidence that 
masks work. If you click on a couple articles that say masks do 
not work and here is the, you know, stats in Florida showing 
that the data was different, you will see infinite evidence 
that masks do not work. Then we are pitted against each other 
with this sort of infinite virality where anything that 
somebody said can go viral.
    Fundamentally, this is breaking many different aspects of 
the Nation's fundamental life organs. For children, increased 
cyber bullying leads to an increase in suicide. It takes 
momentary drama and it turns it into drama snowballs that drown 
out the effects of teachers and classrooms, who have to spend 2 
hours on Monday morning clearing up all the drama that occurred 
on social media over the weekend. It can reverse huge progress 
that we have made in civil rights and not perpetuating racial 
stereotypes by increasing online harassment and rewarding the 
presentation of minorities in ways that are demeaning. It can 
increase--it can inhibit our progress on climate change because 
climate disinformation has gone viral on these platforms.
    It can--it can--it can pose a threat to national security 
in the sense that if Russia or China try to fly a plane in 
United States, they would be shot down by our Department of 
Defense, but if they try to fly an information bomb in the 
United States, they are met by a white-gloved algorithm from 
one of these companies that says exactly which zip code would 
you like to target. It is the opposite of national security. 
What a cannon was to a castle, social media is to the nation 
state because it removes the power asymmetries of the millions 
and billions of dollars that we have spent on F-35s, on 
passport controls, and the Department of Homeland Security.
    Once your society becomes virtual, all those protections go 
away. Most importantly, if we are not coordinated as a society, 
if we cannot even recognize each other as Americans, we are 
toast. That is the only thing that matters. If we do not have a 
truth that we can agree on, then we cannot actually change 
any--do anything on our existential threats. We are really 
sitting at a moment in history where we are transitioning into 
becoming a digital society, and we kind of already have a 
neural link brain implant for our society.
    Right now we have two options. We have the Chinese brain 
implant, which leads to kind of an Orwellian control of 
thought, mass behavior modification, and surveillance, or we 
have the Western brain implant that is built on this business 
model that turns us into a performative culture. You know, 
there is the Orwellian dystopia or the Aldous Huxley and 
``Brave New World'' dystopia in which we fall into a kind of 
development of amusing ourselves to death, constantly immersed 
in distractions and unable to focus on our real problems.
    What I really encourage us to think about is someone is 
going to be controlling the 21st century. Will it be open 
societies or closed societies? Either we beat China at becoming 
China in a digital way, which we do not want to do, or we 
figure out how to be a digital open society that does not 
actually lose to that. That is our task. Either we figure it 
out, or the American experiment may be in question.
    [The prepared statement of Mr. Harris appears as a 
submission for the record.]
    Chair Coons. Thank you very much, Mr. Harris. Dr. Donovan, 
if you would now give your opening statement, please.

               STATEMENT OF JOAN DONOVAN, PH.D.,

             RESEARCH DIRECTOR, SHORENSTEIN CENTER

           ON MEDIA, POLITICS, AND PUBLIC POLICY, AND

          LECTURER IN PUBLIC POLICY AT JOHN F. KENNEDY

          SCHOOL OF GOVERNMENT AT HARVARD UNIVERSITY,

                    CAMBRIDGE, MASSACHUSETTS

    Dr. Donovan. Great. Thank you to the esteemed Members of 
the Subcommittee, Chairman Coons and Ranking Member, Senator 
Sasse, for inviting me, and thank you to your staff as well. I 
appreciate the opportunity to talk about how algorithms and 
amplification shape public discourse. I am Joan Donovan, the 
research director of the Shorenstein Center at Harvard Kennedy 
School, and I study the internet.
    I want to remind everyone that the internet is a truly 
global technology requiring massive amounts of international 
labor. Whatever policy ends up coming from the U.S. will 
undoubtedly become the default settings for the rest of the 
world. I also want to begin by saying that I believe a public 
interest internet is possible, and I have to believe that in 
order to do the heinous job of researching hate, incitement, 
harassment, and disinformation on these social media products.
    What a public interest internet means practically is 
crafting policy that draws together the best insights across 
many different professional sectors, matched with rigorous, 
independent research into how automation and amplification 
shape the quality of public life. We should begin by creating 
public interest obligations for social media timelines and news 
feeds, requiring companies to curate timely, local, relevant, 
and accurate information, as well as providing robust content 
moderation services and options.
    Today, let us try to name the problem of misinformation at 
scale and its impacts. In the U.S., when we talk about 
politics, we are really talking about media about politics, and 
when those news and information flows get laced with strategic 
misinformation, then a simple search for something like 
``coronavirus origin'' or ``mail-in ballots,'' can lead people 
down the rabbit hole of medical misinformation or political 
disinformation. In October 2020, I testified about 
misinformation at scale having similar harmful societal impacts 
as secondhand smoke, and it took a whole-of-society approach to 
address the burden of disease caused by secondhand smoke, and 
which led us to clear the air in workplaces, schools, and 
airports.
    When I say ``misinformation at scale,'' I am not 
complaining that someone is wrong on the internet. What I am 
pointing to is the way that social media products amplify novel 
and outrageous statements to millions of people faster than 
timely, local, relevant, and accurate information can reach 
them. Post-2020, our society must assess the true cost of 
misinformation at scale and its deadly consequences. 
Disinformers, scammers, and grifters use social media to sell 
bogus products, amplify wedge issues, impersonate social 
movements, and push conspiracies. What I have learned over the 
last decade of studying the internet is that everything open 
will be exploited. Moreover, misinformation at scale is a 
feature of social media, not a bug.
    What do I mean when I say that? For example, because of 
what I study, I often joke nervously that my computer thinks I 
am a white supremacist. For researchers, going down the rabbit 
hole means getting pulled into an online subculture where key 
words, slang, values, and norms are unfamiliar, but, 
nevertheless, the content is plentiful. There are four aspects 
of the design of social media algorithms that can lead someone 
into the rabbit hole. Coincidentally, they are also four R's.
    Repetition relates to seeing the same thing over and over 
on a single product, which, you know, likes, shares, retweets 
do that. Redundancy is seeing the same thing across different 
products; that is, you see the same thing on YouTube that you 
see on Twitter. It tends to produce a feeling that something is 
more true. Responsiveness is how social media and search 
engines always provide some answer, even if it is wrong, unlike 
other forms of media. Then last, reinforcement refers to the 
ways that algorithms work to connect people and content so that 
once you have searched for a slogan or a keyword, algorithms 
will reinforce these interests time and time again.
    Nowhere, of course, is this more prevalent than on YouTube 
where any search for conspiracy or white supremacist content, 
using the preferred keywords of the ingroup, will surface 
numerous recommendations, and even offer up--offer up direct 
engagement with these communities and influencers. If you have 
recently searched for contentious content, like 
``Rittenhouse,'' ``QAnon,'' ``Proud Boys,'' or ``Antifa,'' you 
are likely to enter a rabbit hole or extracting yourself from 
reinforcement algorithms ranging from the difficult to the 
impossible. The rabbit hole is best understood as an 
algorithmic economy were algorithms pattern the distribution of 
content in order to maximize growth, engagement, and revenue.
    I have a few things that companies could implement if we 
want to talk about that later, but I think tackling a problem 
this big will require Federal oversight for the long-term. We 
did not build airports overnight, but tech companies are flying 
the plane with nowhere to land at this point. Of course, the 
cost of doing nothing is nothing short of democracy's end. 
Thank you.
    [The prepared statement of Dr. Donovan appears as a 
submission for the record.]
    Chair Coons. Thank you very much for your thoughtful 
testimony, to all of our witnesses. Given the limited number of 
Members, we may get several rounds of questioning, which is 
exciting to me.
    I just want to say to Ms. Bickert, Ms. Culbertson, Ms. 
Veitch, your efforts to down rank borderline content to improve 
transparency and empower users are all positive steps, and we 
need to continue to find ways to preserve the positive benefits 
of algorithms in showing content to people that is meaningful 
to them, while addressing the very clear threats and 
challenges, the very real potential for the harmful impacts of 
algorithmic amplification. The questions I have today are meant 
to get a better understanding of how one might further build on 
your efforts and strike the right balance.
    Some have proposed that social media platforms create 
virality circuit breakers--we are all familiar with the phrase 
``blowing up on the internet''--to detect content that is 
rapidly gaining widespread viewership so that humans can review 
whether it actually complies with platform policies before it 
racks up tens or hundreds of millions of views. Professor 
Donovan, could you just briefly, concisely explain why this 
kind of mechanism might be particularly valuable?
    Dr. Donovan. Yes, I think one of the things that we know 
now from decades of tracking flagging, especially in 
communities--conspiracist communities, hate communities, they 
only tend to flag things as a result of trying to get 
retribution on one another. They do not--they search for this 
content and they enjoy it, and so systems that are built in do 
not tend to work when it comes to particular kinds of strategic 
misinformation, especially hate or harassing content as well.
    As a result, what you need to do as a corporation is really 
look for it. I know that there have been a couple of different 
instances recently where corporations have found and rooted out 
some really heinous stuff, but it obviously has to be part of 
the business process and the process of content moderation to 
seek out content that is, essentially, out of skew with signals 
from the past.
    Chair Coons. Thank you.
    Dr. Donovan. That is one of the ways that they could 
incorporate this.
    Chair Coons. Thank you, Professor. Ms. Bickert, Facebook 
said last fall it was piloting this very concept. What did you 
find through this experience, and do you expect to further roll 
this out more broadly? Please explain briefly, if you might.
    Ms. Bickert. Senator, thank you for the question. We do 
look at virality of content as a signal in when we should 
assess proactively, as Dr. Donovan is suggesting, whether or 
not something in it violates our policies or should be referred 
to our fact checkers. The fact checkers, as you may know, are 
more than 80 independent fact-checking organizations that we 
work with. They can proactively rate content or we can send it 
to them. Either way, or--and that could be based on user 
reports, too. Either way, if they rate something ``false,'' 
then that is when we will put on that label saying this content 
is false, directing people to the fact check, and we will also 
reduce the distribution of that content in our News Feed.
    Yes, we are seeing that those efforts are paying off. In 
fact, we see that when we put one of those informational labels 
on top of a piece of content, people are far less likely to 
actually click through and see the content than they would if 
we did not have that label.
    Chair Coons. Ms. Bickert, I appreciated several steps 
Facebook announced it was taking just in advance of the Derek 
Chauvin verdict. One of these steps was limiting the spread of 
content. This is a quote from Facebook, ``that systems predict 
is likely to violate our community standards in the areas of 
hate speech, graphic violence, and violence and incitement.'' 
Facebook's statement also noted the company had done this in 
other emergency situations in the past. My question for you is 
why Facebook would not always limit the rapid spread of content 
likely to violate these standards? Could you help us understand 
that?
    Ms. Bickert. Senator, yes. What we are doing, and I put 
that blog post out. What I meant by that was we use systems to 
proactively identify when content is likely to violate or is 
maybe borderline. Often what that can help us do is send that 
to our reviewers and have them assess whether or not it 
violates. In extreme situations, because, of course, not all of 
that content will violate, you know. There will be some false 
positives in that.
    There is a cost to, you know, for instance, taking action 
on that content with about half of it being real people who 
look at it. What we do is, generally, we use those measures to 
find content that we can send to reviewers. In situations where 
we know that there is extreme and finite, in terms of date, 
risk, such as an election in a country that is going through 
civil unrest or the situation in Minneapolis with the Chauvin 
trial, we will put in place a temporary measure where we will 
deemphasize content that the technology--that the algorithms 
say it is likely to violate.
    Chair Coons. Let me ask a last question of the three social 
media representatives before I turn this to my Ranking Member. 
Ms. Bickert, Facebook has said, and I think you said in your 
opening statement, it is not in your long-term interest to 
pursue maximum engagement if it comes at the cost of spreading 
polarizing and sensationalized content, that it is not really, 
long term, in the financial interest of the company, let alone 
its reputational interest, to have algorithms that amplify 
harmful or divisive content. I agree with this. I am concerned 
about what the underlying incentives are at all three of your 
platforms for those who have to make decisions day in and day 
out about exactly how your companies operate.
    The MIT Technology Review reported last month that pay 
incentives at Facebook for employees broadly are still tied to 
growth metrics and engagement metrics. If I am a Facebook 
employee who works on its News Feed, are the metrics the 
company has set up to measure my performance directly related 
simply to engagement and growth metrics, or is there some way 
that these broader, more positive social objectives are 
incorporated? If you could, all three, just answer briefly. Ms. 
Bickert, for Facebook, Ms. Veitch and Ms. Culbertson, do you 
provide pay incentives in terms of algorithms teams, directly 
or indirectly, based on engagement- and growth-related metrics? 
Thank you.
    Ms. Bickert. Senator, the engineers are not specifically 
goaled or given pay incentives simply to increase time on the 
site. The focus is really on making sure that the products are 
services that people find useful and will want to use for years 
to come.
    Ms. Culbertson. Senator, for Twitter, a top priority for 
our company across our teams is to serve a healthy public 
conversation, and I would love to share with you our transcript 
from our latest analyst day, which is what we share with our 
investors and our advertisers. All of the concerns and 
priorities that we have talked about thus far today, you will 
see that what we are telling you is exactly what we tell our 
investors and our advertisers because they have the same 
concerns. We have no incentive to have a toxic or unhealthy 
conversation on the service.
    Chair Coons. Thank you, ma'am.
    Ms. Veitch. Similarly, Senator. Responsibility is our 
number one priority, and when we set goals, we set those goals 
around what we define as responsible growth. We may set a goal 
to encourage adoption of a feature, but also we want to take 
into account how that feature may be used or misused, and how 
we can ensure it is adopted responsibly.
    Chair Coons. Mr. Harris, if you could just provide a brief 
comment on your understanding of the incentives of employees 
and how it aligns with responsible growth versus growth at all 
cost.
    Mr. Harris. Yes. My understanding is, even to this day, I 
think there was a brief experimentation at Facebook with non-
engagement-based performance incentives for social impact, but 
that those have largely gone away, and it is actually still a 
measure of engagement. This is things like not time onsite, but 
sessions, 7-day active users, growth, and that is still the 
focus. Everything else we are going to be talking about today, 
it is almost like having the heads of Exxon, BP, and Shell 
asking about what are you doing to responsibly stop climate 
change.
    Again, their business model is to create a society that is 
addicted, outraged, polarized, performative, and disinformed. 
That is just the fundamentals of how it works. While they can 
try to skim the major harm off the top and do what they can--
and we want to celebrate that, we really do--it is just 
fundamentally if they are trapped in something that they cannot 
change.
    Chair Coons. Thank you all. Let me turn to my Ranking 
Member, Senator Sasse.
    Senator Sasse. Thanks, Chris. My first question is actually 
building--based on exactly--pardon me--on where the Chairman 
just finished, and I really do think that constructive 
engagement in these Committees is better than people trolling 
for sound bites. I am not trying to get you all to fight, but 
the truth of the matter is this hearing would work a lot better 
if we were in the same room so we did not have to try to bring 
you all into dialogue. The last three answers from the social 
media companies and Mr. Harris' answers are just ultimately not 
reconcilable, I do not think.
    I want to go back to--I will start with Ms. Bickert as 
well. Saying that you aspire to healthy engagement as opposed 
to just more quantity, I agree with Mr. Harris' line that you 
definitely aspire to skim the most destructive habits and 
practices off the top of digital addiction, but the business 
model is addiction, right? I mean, money is directly correlated 
to the amount of time that people spend on the site. I guess 
what would be useful for me is to hear each of the three of you 
say what you think is wrong with Mr. Harris' argument, because 
right now I think we are talking past each other.
    I know that there is bad content and there is 
disinformation content that you all, well intentioned as your 
companies surely are, want to curtail. His argument is really 
more broadly about the business model, and the business model 
is addiction, is it not? Ms. Bickert, can we start with you? 
What is--what is Mr. Harris missing?
    Ms. Bickert. Senator, thanks for the question. You know, I 
will say--I will say two things that I hope will be helpful. 
One is, for us, the focus is always on the long term, and I 
will give one concrete example of that. In January 2018, we put 
out a post announcing that we were going to be prioritizing 
content from family and friends over, say, news content. It was 
called ``meaningful social interactions.'' We suspected that it 
would lead to less time spent on the service and it did. It led 
to people spending tens of millions of fewer hours on Facebook 
every day. That was something that we did because we thought 
that, longer term, it was more important for people to see that 
sort of content because they would find it meaningful, and they 
would want to continue to use this site. It is not--it is a 
long-term picture.
    The other thing I would say is, the teams that I work with, 
who include the engineers who are focused on safety issues, 
removing content, say, bullying content or hate speech, and the 
engineers who are focused on the way that we reduce, for 
instance, misinformation that has been labeled on the site, a 
key statistic for those engineers is prevalence. Violating 
content, that is their goal, and we put out public reports on 
their prevalence. You know, that is an example of how we are 
focused on the long term and making sure that we are stopping 
abuse and maintaining a healthy environment.
    Senator Sasse. I want to be clear that I am not--I am not 
targeting the three of you because I--my opening statement is 
very sincere. I think that there is a danger in politics, in 
governance, where if you agree that there is a problem, then 
there must be a definitive regulatory solution that can come 
real fast and easy. On the other hand, if you are not persuaded 
there is a regulatory fix right away, then you have to deny 
there is a problem. I am sort of a heterodox tweener on this in 
that I do not have clarity about what the regulatory fixes 
would be, but I think society-wide, we should admit that there 
is a problem in the last 12 or 14 years as we have consumed 
more and more digital stuff that seems to be correlated with 
some benefits, but also some very real costs.
    I do not think it is just your companies. I mean, there 
have been reports out of the New York Times about their own 
internal deliberations about how they would like to have more 
Americans engaging in healthy content, and they are just 
printing money right now over the course of the last 4 or 5 
years, but engagement is much higher when they are angry. When 
the content is angry, it leads to more engagement.
    I do not think any of you are really going to dispute that, 
but I would like to stay where I--where the question was 2 
minutes ago which is, I would love it if, Ms. Culbertson, will 
you tell me what you think is wrong with Mr. Harris's argument?
    Ms. Culbertson. We are really focused on serving the public 
conversation, and that includes having controls in place so 
people can also control their experience. I think as we are 
talking about algorithms today, you know, Twitter really does 
one thing. We do tweets. We have a home timeline. As we are 
talking about algorithms, we have a ranking algorithm. That is 
designed to show you what might be most relevant to you. Then 
also if we are talking about screen time or how much time do 
you spend on a service, I think that is really relevant because 
I know as a user of Twitter myself, I rely on that so I can 
kind of see what happened in the day, what people are talking 
about, and then I kind of log off, move on with my day.
    I think it is important to look at this in a nuanced view 
and recognize that algorithms can also be helpful in terms of 
cutting down on screen time or providing more valuable 
experience for people.
    Senator Sasse. Sure, but the reality is the loop between 
the products that are being produced and the way, we as a 
narcissistic Senators, consume it is--maybe I will ask if this 
is the right question. Is it or is it not true that when 
somebody tweets something that is really anger-invoking and 
outrageous and it goes viral, but then 2 hours later, they 
realized they were wrong and they correct it, is the correction 
not usually, like, 3 percent of the traffic of the original 
outrageous, but false, thing? I mean, so it seems to me that 
what we know is that people are pretty good at short-term rage, 
and the product capitalizes on that, does it not?
    Ms. Culbertson. I think when looking at Twitter, it is 
important to remember that it is an open, public conversation, 
and so everything that happens is in the open in the public, 
and, typically, you know, you will see these debates play out. 
You know, I am a firm believer that connection and connectivity 
is key to solving problems, and that is what our service does. 
Of course people have robust and spirited debates, but I think 
you have to look at the greater picture there.
    Senator Sasse. We are basically at time, so I will not 
indulge the--get the Chairman to indulge me much longer. Ms. 
Veitch, do you have anything to say that you think Mr. Harris 
is wrong about? It would be useful, but right now we are not 
getting much direct engagement with that. He is making a big 
argument, and I think we are hearing responses that are only 
around the margins. Ms. Veitch, do you have any criticism of 
Mr. Harris' argument?
    Ms. Veitch. Yes. Thank you, Senator. I think in your 
opening statement, you call these nettlesome problems. I agree 
they are, but I would just make two quick points. First, 
misinformation is not in our interest. Our business relies on 
the trust of our users, but also our advertisers, who, on our 
platform, advertise on single pieces of content. We want to 
build these relationships for the long term. That is why we 
bake user choice, user control right into the product with 
things like timers and the opportunity to turn auto play off, 
take a break reminders of which we have sent over one billion. 
Again, those exist so we can build this relationship with our 
users for the long term.
    Senator Sasse. Thank you. I do think a lot of those user 
preference tools to manage our level of engagement. Engagement 
bridging over to addiction is really an important innovation, 
so I applaud those tools.
    Chair Coons. Thank you, Senator Sasse. Chairman Durbin?
    Chair Durbin. Thanks a lot, Chairman Coons, and it is a 
pleasure to be with you. First two disclaimers. I am a liberal 
arts lawyer, not nearly as tech savvy as I should be for this 
hearing. Point number two, my experience in Government, which 
has been over several decades, suggests that we are slow to 
recognize issues that are fast-breaking and have a very spotty 
record when it comes to responding to them in a thoughtful way. 
I hope this is an exception. If I could address Tristan Harris 
first. Aloha. Then may I ask you this question? I have been 
reading and trying to understand why the European Union is 
taking such an apparently bold and innovative approach to this 
subject and we are so slow to respond. Any thoughts?
    Mr. Harris. I do not--in this country, obviously we value 
free speech above other values, and so that makes it, I think, 
harder to regulate an environment where the composition of what 
constitutes speech in our society is a Frankenstein monster 
that spins out blocks of attention virally to different people 
on a personalized basis and outrages them. I do not think that 
we have had a framework.
    To your earlier point, one of the quotes we reference often 
is from E.O. Wilson: ``The fundamental problem of humanity is 
we have Paleolithic emotions, medieval institutions, and then 
accelerating godlike technology.'' It is not meant as an insult 
to any government body. It is just to say the challenge you 
pose, which is how do we deal with the first derivative of 
these issues, we are still talking about mostly conversations 
that we had, you know, 4 years ago about spread of 
misinformation, things like that. The rate and acceleration of 
new kinds of threats, new kinds of issues, the growth rate of 
that is going far--growing far faster than the growth rate of 
our capacity to mitigate or respond to those threats.
    I was speaking with someone in the fact-checking network 
who said, you know, there are now 200 billion messages a day 
going through WhatsApp, 15 billion going through Facebook. They 
get about 100 fact checks per day. If you think about a bank 
being overleveraged and how much risk are they--how far over 
their skis are they, we have got about 200 billion-to-100 in 
terms of scale event of information that is running through a 
system without moderation. With--as Senator Sasse said, the 
decentralized incentive for yellow journalism is, if it bleeds, 
it leads. It wants to make each of us into yellow journalists 
because we each get more rewarded the more extreme things that 
we say in an inadvertent way.
    In a subtle way, in this is very slow climate change and 
culture kind of way, just by 2 percent increasing the kind of 
outrageous sense of what you are saying, the sensationalism of 
what you are saying, you got a few more likes, you get a few 
more hits, and so you keep doing it. Suddenly, that heats up 
the global conversation and has us not even recognizing our 
fellow Americans as fellow Americans.
    Chair Durbin. I want to take you down a different path, if 
I can, for a moment as I try to read and absorb the European 
Union's risk-based approach to this AI issue. They say two 
things they find unacceptable: use examples, manipulating human 
behavior. I think that is at the heart of it, as I understand 
the explanation. I have heard people from Facebook talk about 
making your Facebook experience more meaningful, and folks from 
YouTube and Twitter talking about healthy dialogue. The bottom 
line is, it appears that there--like it or not, there is a 
factor here where our human behavior is being affected by what 
we are seeing, what we are reading, what we are experiencing, 
and that seems to violate the basic premise of the EU 
regulation.
    The second one in the extreme is this social credit 
scoring, which they use as an example, which apparently is 
rampant in places like China, and takes the manipulation, and 
analysis, and algorithms to the point where they disqualify 
people from being able to get on a fast train in China because 
their social credit score does not merit it. Give me your 
thoughts on those two elements.
    Mr. Harris. Yes, on the manipulation front, you know, that 
would disqualify just about all of the three companies that are 
sitting in front of you, including TikTok, by the way, which is 
not getting nearly as much attention and it is actually 
dominating children's minds on a daily basis. You know, I think 
if you have seen the film, ``The Social Dilemma,'' we speak 
about my background in a class called the Stanford persuasive 
technology class and lab, and that these technologies are 
designed to be persuasive. When you hear Twitter talk about the 
healthy conversation, there is still a persuasive technology 
that manipulates human behavior. They are trying to do it in as 
healthy a way as they can. When you hear Facebook talk about 
meaningful social interactions, they are still creating this 
sort of digital addiction dopamine loop, getting you to invite 
your friends, create social obligations, dripping out 
notifications one at a time instead of in batches. They are--
but they are doing it in ``the most meaningful way'' that they 
can.
    They are trying to do the best they can, but to Senator 
Sasse's point earlier, it is almost like listening to a hostage 
in a hostage video. Nothing they are saying kind of makes much 
sense until you realize there is a gun off stage holding--you 
know, their business model--held to their heads, and it is 
causing them to say the things that they are saying. Again, 
these are really good people. They are just--we cannot talk 
about the actual underlying issue because the business model is 
based on this manipulation. Sorry. I think I ran out of time 
for your second part.
    Chair Durbin. In my last 5 seconds, I am plugging for the 
Clean Slate for Kids Online Act. It is a small, but very 
important, part of this conversation. Thank you, Mr. Chairman.
    Chair Coons. Thank you, Chairman Durbin. Thank you for 
joining us today. Senator Hawley.
    Senator Hawley. Thank you, Mr. Chairman, and thanks to the 
witnesses for being here. Mr. Harris, I would just like to come 
back to you, if I could, because I think you just said 
something in response to Senator Durbin that is very, very 
important. You talked about the business model of the 
companies, although the companies that are up before us today 
are, in fact, all of the dominant platforms. The point--your 
point I think is, and I would like you to elaborate on it, the 
business model of these companies is addiction. The business 
model of these companies is advertising, which takes place by 
getting more and more users to spend more and more time online, 
so that these companies can gather more and more personal 
information about them to sell them more and more stuff, right? 
It is an attention treadmill. It is an addiction economy. That 
is the design. That is by design. They did not wander into it. 
It was not an accident. It was not, oops, how did we end up 
here. They designed it this way. Addiction is the design.
    You have written a lot about this. You produced, as you 
have referenced, a documentary about this. Can you just tell us 
more about this core business model of these dominant 
platforms?
    Mr. Harris. Yes, thank you. I would actually say that there 
are so many of the ways that these platforms' work actually 
comes from that original business model. I literally remember 
in the early days of Instagram when they were trying to figure 
out a way to get people to kind of come back, and they decided 
to borrow Twitter's follow model. The idea that, you know, you 
can follow any user. Why did they invent this follow model? Let 
us just ask it that way. Why are we following each other here 
and there? Because what it does is it creates this treadmill 
where every day or two you see you have got two more people who 
followed you, and that creates what is kind of like a viral 
bait, right? It is like a clickbait that gets you to come back 
into the service to see, oh, who is that person? What do they 
want to follow me for? They are preying on each other's social 
validation, and then they have this AI that sits on top that 
tries to predict, well, which users could we get to follow 
whom.
    If you want to say the problem has gone away, Facebook 
right now--right now--is testing the increase of suggested 
users you may know--by the way, this is in the film, ``The 
Social Dilemma''--when one of the AIs sort of twirls the 
mustache and says, could we invite them--could we get them to 
invite more friends. That is actually literally what they are 
doing right now, which is they are saying, here are some 
channels, here are some people you might want to follow, and 
they are very good at predicting that next person.
    I have even done this myself because I have got a 
supercomputer pointed at my brain saying, yes, this is your old 
friend that you might actually know. It creates, again, this 
treadmill that is all about getting us to come back. It is 
really almost like a digital drug lord because if you are a 
child and you saw ``The Social Dilemma,'' you say, hey, I am 
going to uncheck--you know, pull out of these services for a 
while. Have you ever tried taking down your Facebook account or 
not using Instagram for a week? You will notice they dial up 
how aggressively, like a digital drug lord, to show you more 
notifications and more emails. They will send you more and more 
emails, each of the services will. They would not do that if 
their business model was not preying on addiction.
    These are all techniques, again, from the kind of 
persuasive framework that all of the people that I came up with 
in the tech industry really learned, again, not because these 
people are evil. Just little bit by bit, you do what works, and 
then it keeps turning into this treadmill, and it sort of turns 
us all into attention vampires that want attention from other 
people.
    Senator Hawley. Yes, ``attention vampires'' is a great 
term. The amount of control that this business model then gives 
these companies over our lives is absolutely unbelievable. 
There is that infamous experiment that Facebook ran on its 
users in 2014, half a million users, to see if it could depress 
them or change their moods by tweaking the algorithm that then 
would refer the content that they saw. Of course, the amazing 
and extremely scary thing is that they could. They could, in 
fact, directly influence their users' moods. They could, in 
fact, change how their users felt about the day, or felt about 
a particular story, or felt about a particular event by 
tweaking their algorithm, because they control--``they,'' 
Facebook--control what their users see. They control the 
interactions. They increasingly control how much time people 
spend online. You know, and really these companies say that 
they are about social media, but really they once were, right? 
I mean, they used to be social media networks.
    Back in 2006 when Facebook first introduced the News Feed, 
there is this great post that Mark Zuckerberg wrote called 
``Calm Down. Breathe. We Hear You,'' in which he assured users 
that the introduction of this new called the News Feed would be 
not a very big deal. He said, ``We have been getting a lot of 
feedback about mini-feed and News Feed. We think they are great 
products, but we know that many of you are not immediate 
fans.'' There is an understatement. ``For those who are worried 
about privacy,'' he went on, ``nothing you do is being 
broadcast.'' Right. ``Rather, it is being shared with people 
who are about what you do, your friends.'' Of course, what 
turns out to be true is it is not your friends who he is 
concerned about. It is advertisers, and who they are sharing 
this personal information with is advertisers who are in the 
business of trying to manipulate the user.
    Let me just ask you this, Mr. Harris. These companies have 
been able to do this. They have been able to manipulate 
content. They have been able to push particular content to 
users. They have been able to try and interfere with their 
user's own moods, in large part, because they get a special 
blanket immunity from this Government, from the Federal 
Government. Here is my question. Why should any platform that 
engages in algorithmic amplification or behavioral advertising, 
why should they get the Section 230 immunity? Why should we not 
just remove Section 230 immunity for any platform that engages 
in behavioral advertising or algorithmic amplification?
    Mr. Harris. Section 230 is a--is a--is a difficult--it is a 
double trade, and so it is going to be a complex one to get 
into there. It is important to say that whether the companies 
want to or not, if they took their hand off the steering wheel, 
they are still manipulating people's emotions. In fact, the 
more they take their hand off the steering wheel, the more 
outrageous, values-blind engagement, which means that, 
literally, the most outrageous stuff, the most child 
trafficking stuff, the most sexual pornographic stuff would 
rise to the top, and that would also be a form of manipulation. 
If you compare side-by-side how much restrictions we do in an 
IRB study in a psychology lab at a university where, if you are 
going to experiment on 14 people, you got to file an IRB 
review, Facebook, Twitter YouTube, TikTok, are, on a regular, 
daily basis, tinkering with the global brain implant of 3 
billion people's daily thoughts with no oversight.
    I think what we need to do is actually compare side-by-side 
what are the regulations and protections, as you are talking 
about, that we apply in one domain and we are not applying in a 
different domain. I think the focus on content in 230 is 
problematic. I think it is more about the design and 
fundamental oversight about the way these platforms 
fundamentally operate.
    Senator Hawley. I will just say in closing, Mr. Chairman, 
that I think Senator Durbin put a very good question, which is 
why are we so slow. Why has the United States been so slow to 
confront this kind of manipulation and these kinds of 
deleterious effects? I think part of the answer to that, 
frankly, is money, and we all know that is true. These 
companies spend enormous sums of money trying to influence this 
body, trying to influence our regulators, trying to influence 
the Federal Government. It is time that this Congress did 
something about it to show who is really in charge. It is not 
them. It should be the people. It should be us. I am at the 
point I think we probably should repeal 230 completely, but we 
certainly have to take action to stop this kind of rampant 
manipulation for profit, which is what these companies do. 
Thank you, Mr. Chairman.
    Chair Coons. Thank you, Senator Hawley. Senator Hirono is 
joining us next by Webex.
    Senator Hirono. Thank you, Mr. Chairman. I would like to 
ask Ms. Bickert to respond to three questions that I have for 
her very briefly. A recent report from the MIT Technology 
Review found that Facebook's ad delivery algorithm 
discriminated based on gender when surveying ads for jobs. 
There are numerous other examples of Facebook's system 
discriminating on the basis of age, gender, and race, and 
delivering housing, job, and financial services ads. Facebook's 
help center describes what factors it uses to target ads to 
users, including, ``other information about you from your 
Facebook account, such as your age, your gender.'' Facebook 
also allows ads to be targeted based on things like zip codes 
that can be used as a proxy for race.
    Question one. Are you concerned that Facebook's reliance on 
these factors in targeting ads results in discrimination? Can 
you give a ``yes'' or ``no'' answer, please, Ms. Bickert?
    Ms. Bickert. Senator, thank you. Making sure that the--that 
our ads are served in a fair way without discrimination is 
always a priority for us, and we do have policies in place to 
prevent discriminatory targeting. I am very happy to follow-up 
with you in the interest of time on some of the specifics of 
those policies.
    Senator Hirono. How does Facebook ensure that it does not 
violate, for example, civil rights laws when targeting ads for 
housing, employment, and financial services?
    Ms. Bickert. Senator, thank you. We have policies around 
when people can use certain targeting criteria. For instance, 
we do not allow some of the more sensitive targeting criteria 
that you have mentioned. We do not allow that for certain types 
of advertisements, such as financial services advertisements or 
housing advertisements. I can follow-up with you on some of 
those specifics on how we ensure that the ads are served in a 
fair way.
    Senator Hirono. The--you have addressed the concerns raised 
by the recent report from the MIT Technology Review that found 
discrimination on the basis of gender, for example, that you 
have addressed those concerns raised by this report?
    Ms. Bickert. Senator, I am not familiar with that specific 
report, so I cannot comment on that. I can tell you in my years 
of being in this job, making sure that we do not have 
discriminatory ads has been a priority for us. We have worked 
on that for years, made a number of improvements, and I can 
follow up with those details.
    Senator Hirono. Yes, I hope you can follow-up after you 
have read the MIT Technology Review, and I do not think they 
are the only ones who raise those concerns. Third question. 
When Facebook has been sued for discrimination by its ad 
targeting algorithm, it has often hidden behind Section 230. 
Earlier this year, I joined Senators Warner and Klobuchar in 
introducing the Safe Check Act, which would remove Section 230 
immunity for violations of civil rights laws. We are not 
talking about total removal of Section 230, but as referencing 
civil rights laws. Do you agree that Facebook should not be 
immune under Section 230 when it discriminates when delivering 
ads?
    Ms. Bickert. Senator, thank you for the question. I agree 
that there should be regulation to hold social media companies 
accountable. I think that there is there is a lot to consider 
when crafting that regulation. I put out a white paper on how I 
think regulation could work, and I look forward to having those 
conversations, and I know our team does as well with your 
office and other offices.
    Senator Hirono. For Mr. Donovan and Mr.--Dr. Donovan and 
Mr. Harris, do you think that regulation is appropriate to 
prevent Facebook ads from discriminating, or should we just 
eliminate the immunity from lawsuits for civil rights laws' 
discrimination? Briefly, Dr. Donovan and Mr. Harris.
    Dr. Donovan. Yes, this is Dr. Donovan. I think that we do 
need to have some carve-out related to civil rights violations, 
especially those that would require oversight. One of the main 
problems here that we are addressing is that when automation is 
matched with amplification--that is, there is no review of 
these ads--we do not know who we are doing business with. Not 
only does Facebook not know who they are doing business with 
directly, but--and we see a bunch of different shell games with 
some of the stuff that has been implemented related to 
advertisers disclosing who they really are. Overwhelmingly, 
over the pandemic, we have seen all kinds of scams, grifts, and 
hoaxes that violate people's civil rights, and so we do need 
this.
    Senator Hirono. I appreciate that, that you think there 
should be a carve-out. Mr. Harris, do you think there should be 
a carve-out for civil rights violations?
    Mr. Harris. I am not familiar the exact way the legislation 
is written, but that is--I would be sort of in support of that. 
I think the important thing to recognize here, as Joan was just 
saying, is that the companies make money by not having human 
oversight discernment.
    Senator Hirono. Thank you. I----
    Mr. Harris. The premise is that more of this--yes.
    Senator Hirono. I am dying to ask this one last question, 
Mr. Chairman. Apple released a software update this week that 
gives users control over whether apps are able to track them 
when they use other apps and surf the web. Giving users greater 
control over their online privacy strikes me as a positive 
thing. This is for Mr. Harris. What do you think the impact of 
this change will be, both on the issue of misinformation and 
division we are talking about today, and the system of 
surveillance capitalism that companies, like Facebook and 
Google, rely on more broadly?
    Mr. Harris. Yes. I applaud Apple for making this small step 
in--I think of it almost like a carbon tax on micro-targeted 
advertising. If we are left with this sort of extractive 
business model that treats us as the product and not the 
customer, then removing micro-targeted advertising, sort of the 
hyper-personalization because apps can track you across 
applications. Think of it as going more close to the 1970s 
model of billboards, which are de-personalized, as opposed to 
this micro-targeted model. That is not completely true because 
advertisers can still micro-target you from within the Facebook 
ecosystem, so it is not going to affect things that much, and 
it will not address problems like misinformation or 
polarization, which will continue. It just is almost like a 
subtle carbon tax on the advertising business model.
    Senator Hirono. Thank you. Thanks, Mr. Chairman.
    Chair Coons. Thank you very much, Senator Hirono. Senator 
Grassley?
    Senator Grassley. Thank you, Mr. Chairman. I use Twitter 
regularly. Facebook, Twitter, and YouTube are also popular 
social media platforms where users disseminate their views and 
opinions for billions of users around the world. Just here in 
the United States, in 2019, an estimated 72 percent of 
Americans use at least one social media site. People can make 
their voices heard, share their opinions, and interact. 
Increasingly, however, these Big Tech companies are deciding 
what we can and cannot say and infringing on Americans' freedom 
of speech.
    I constantly hear from Iowans about their concerns, with 
control that Big Tech has over the discourse in this country as 
well as the biases that these platforms have against 
conservative voices in Middle America. I have heard numerous 
stories about posts being deleted, businesses removed, and 
creditors silenced. Many times, this happens without warning 
and very little, if any, due process. These platforms have 
monopoly powers with very few competitors and are not 
constrained by market forces, and consumers have no 
alternative. Big Tech is also immune from liability under 
Section 230. This immunity, combined with monopoly, allows them 
to censor, block, and ban whatever they want. We must look at 
the power and control that a handful of companies have over 
speech and their silencing voices with which they disagree.
    My question is to Ms. Bickert, Culbertson, and Mr. Veitch--
Ms. Veitch. When you decide to remove current content from 
platforms, do you believe that you do that consistent with 
First Amendment free speech principles, such as viewpoint 
neutrality? If you believe that you are doing that, then why is 
it that conservative voices are consistently the ones who are 
being censored?
    Ms. Bickert. Senator, thank you for the question. We are a 
platform for ideas across the political spectrum. I do believe 
that we enforce our policies without regard to political 
affiliation. I do hear questions from both sides of the aisle, 
if you will, about whether or not we are fair in our content 
policy enforcement, but I can tell you that we enforce our 
policies without regard to political ideology.
    Ms. Veitch. Senator, I also appreciate the question here. 
We want YouTube to be a place where diversity of viewpoints are 
heard. We do have public-facing community guidelines that 
govern what is allowed on our platform and what is not. We do 
enforce these consistently without regard for political 
viewpoint. You did mention due process, so I wanted to call out 
that when content is removed from a creator, a creator does 
receive an email explaining that and is given an opportunity to 
directly appeal. We make public the data around our appeals. In 
the last quarter of 2020, we did have 223,000 appeals and 
83,000 reinstatements, showing we do not always get this right, 
but we certainly want to apply our policies evenly.
    Ms. Culbertson. As for Twitter, and, Senator, thank you for 
the question, and we love to see your tweets on Twitter. You 
are one of my favorite follows. As you probably appreciate, 
Twitter would not be Twitter if everyone had the same 
viewpoints, and we welcome diverse perspectives. It is what 
makes our service Twitter. We have rules in place. We enforce 
them impartially. I know people have concerns and they believe 
that companies like ours should be more transparent. That way--
that is why we have put forth three core solutions which we 
think would go a long way to addressing some of these concerns. 
The first is increased transparency, the second is more user 
control and choice over algorithms, and the third is enhanced 
due process. If we do make a mistake, that users have the 
ability to appeal and have their decision reviewed against our 
terms one more time.
    Senator Grassley. Yes. There are countless examples of 
material being removed by a platform stating that it is 
misinformation, but it is actually just viewpoints that 
liberals might disagree with. What are your platforms doing to 
ensure that they are not using pretextual reasons to censor 
differing opinions? Then that is my last question.
    Ms. Culbertson. I am happy to take this one, and Twitter 
has taken a very narrowly scoped focused on misinformation at 
this time. We have three categories that govern our policies. 
The first is synthetic and manipulated media, the second is 
civic integrity, and the third is COVID-19 misinformation. We 
are piloting a program called Bird Watch that would crowd 
source annotations to potential misinformation. This is 
something to address all forms of misinformation, and it would 
also bring more voices in to help us with that work.
    Ms. Veitch. Senator, we do have robust community guidelines 
on YouTube. Those exist to keep people safe. To your point, it 
is important to note that those community guidelines are public 
facing and can be reviewed by any of our users.
    Senator Grassley. I guess, Mr. Chairman, nobody--the third 
person did not want to comment, so you can--I will give up my 
time. Go ahead.
    Chair Coons. Thank you, Senator Grassley. I appreciate 
that. Senator Klobuchar.
    Senator Klobuchar. Hard act to follow there. Okay. Thank 
you, Senator Grassley, for your interest in this issue. Mr. 
Harris, you and I were on a panel together in March, and good 
to see you again. Could you explain more about how companies' 
market power exacerbates problems of disinformation, extremist 
contact, and bias?
    Mr. Harris. Yes. It is great to see you again, too. Thank 
you. Thank you for the question, Senator. You know, if there is 
anyone with an alternative model to the current problems that 
plague us in misinformation, disinformation, and morality, can 
they succeed in the marketplace? There is something in, you 
know, the literature called Metcalfe's Law, right, where the 
power of a network grows exponentially with the number of 
participants. Really what we have between social media 
platforms is a race to Metcalfe. Once you have a dominant 
platform, it is very hard for there to be an alternative.
    Market concentration means that even if there are 
alternatives that are trying to do any--and solve any of the 
problems we are talking about today differently, they are going 
to get bought up by the existing platforms. If you are a 
venture capitalist, the only way you are going to fund an 
existing company is by knowing that there is an exit pathway, 
and we kind of all learned the lesson as all the sort of 
competing platforms and things that have come out have just 
been acquired by the existing companies. We also----
    Senator Klobuchar. Yes. Could I--I think that point just 
cannot be lost because there are regulations we can put in 
place--that is one way to do it--and you can do both things at 
once. If you have a company that buys out everyone from under 
them--in the words of Mr. Zuckerberg, they would rather buy 
than compete--and buys companies like Instagram and/or 
WhatsApp, we are never going to know if they could have 
developed the bells and whistles to help us with misinformation 
because there is no competition. Do you want to comment more on 
that, Mr. Harris?
    Mr. Harris. Yes. I mean, just as you said, there--if 
WhatsApp were to remain independent, and let us say we are 
living in some alternative reality where now WhatsApp was 
separate, and we solve these problems and WhatsApp decided they 
are going to spend billions more dollars on content moderation 
because they want to actually be the platform that people can 
trust. They cannot make that choice because Facebook bought 
them, and now they are sort of integrated in how much they are 
working on these problems, and it is a race to sweep the 
garbage under someone else's rug.
    What we have seen, unfortunately, is instead of 
collaboration between all these platforms, in some cases, we 
have seen, hey, look how bad their problems are because we do 
not want to pay attention to ours, not, again, because they are 
evil. It is just game theory happening between the companies. 
It really does----
    Senator Klobuchar. Okay. Thank you. Dr. Donovan, in your 
research, you have looked at medical misinformation at scale 
and the role of social media platforms. Could you please 
comment on how the sheer size of a few powerful platforms 
affects the problems that we should be addressing?
    Dr. Donovan. Yes, thank you, Senator Klobuchar, and I 
really look forward to reading your book, ``Antitrust.'' The 
problem of medical misinformation, of course, is one that was 
exacerbated by the pandemic, but anti-vaccination activists 
have a long history of using social media in order to attack 
the public understanding of science. During the pandemic, of 
course, the way in which the tech companies have turned to 
medical misinformation is really--it is like putting a band-aid 
on an open wound. Right now what we need is a comprehensive 
plan for ensuring that people have access to timely, local, 
relevant, and accurate information, like public interest 
obligations, but instead what we have is a very slapdash 
approach to, you know, whatever the breaking news event is of 
the day. I do think that the size of the platform and the way 
in which medical misinformation scales much more quickly than 
any intervention is probably the most pressing public health 
issue of our time.
    Senator Klobuchar. Okay. Thank you. Ms. Bickert, a recent 
poll found that nearly 1 in 4 Americans said they will not get 
the coronavirus vaccine. Meanwhile, a recent report from the 
Center for Countering Digital Hate identified 12 specific 
content producers as the original source of an estimated 65 
percent of coronavirus disinformation online. Recently, Senator 
Lujan and I, after he conducted a hearing, sent a letter to 
Jack Dorsey and Mark Zuckerberg calling on them to remove these 
individuals from the platforms. Do you agree that more action 
needs to be taken? What is your response to our letter? I guess 
I would start with you, Ms. Bickert and then go to you, Ms. 
Culbertson.
    Ms. Bickert. Senator, thank you, and thank you for the 
letter as well. I know that we have assessed that content and 
removed those accounts that were violating, and I can--I can 
follow-up more with you on the specific details of that.
    More broadly, and I think this is a really important issue, 
we know that we have to get it right when it comes to 
misinformation around COVID. One of our goals is to help 50 
million people get vaccinated. We are doing that both 
proactively through partnerships with local and national health 
authorities, making sure that we are directing people to 
authoritative health information, including where they can get 
vaccinated. We have now directed--we have connected more than 2 
billion people with those authoritative health resources. We 
also, since the very beginning, have been partnering with the 
CDC to remove content that contradicts CDC guidance that could 
lead to an increased risk that people could contract or spread 
COVID. That includes removing over 12 million pieces of safety-
related COVID-19 misinformation.
    Senator Klobuchar. Okay. In my role on the Commerce 
Committee, of course, Senator Cantwell is leading a bill on 
privacy. Do you agree that consumers should have the ability to 
access their data and control how it is used, including what 
data is used in social media company algorithms? Do you give 
customers that ability now for both content and advertising 
algorithms, Ms. Bickert?
    Ms. Bickert. Senator, thank you. We do give people a number 
of controls. That includes everything from the ability to 
download your own information, remove it, control who can see 
your posts, see what type of--you can opt out of our algorithm. 
You can see who can see your content at any time, and you can 
change those----
    Senator Klobuchar. Is the company then supportive of our 
bill on privacy Senator Cantwell and I----
    Ms. Bickert. I would have to have our U.S. public policy 
team follow up with you on the specifics of that.
    Senator Klobuchar. Okay.
    All right. Okay. Thank you. I appreciate that. I am going 
to--I will ask the--I can see Senator Coons over his mask 
raising his eyebrows at me. That is his sign enough is enough.
    Chair Coons. No, no, the Chairman welcomes additional 
questions from the celebrated author of an outstanding book I 
need to----
    [Laughter.]
    Senator Klobuchar. Okay. I was just going to ask--I will 
ask one more question then of Ms. Culbertson from Twitter, just 
the original question that I had asked Ms. Bickert about the 
``Disinformation Dozen,'' as we call them, the accounts online. 
Of course, some of these issues that I have had--I am talking 
about with market power, is not as applicable to Twitter, which 
I appreciate, but--as a competitive--a competitive platform. 
Could you at least answer the question here about this 
disinformation dozen?
    Ms. Culbertson. Certainly. Thank you for the question. We 
have and are continuing to review this particular group of 
individuals against our policies, and we have taken enforcement 
action on several of these individuals. Our team will be 
following up this week with all the details around that. Also, 
I just wanted to note that while we are competitors, we are 
partners to address a lot of really harmful content--content 
issues. We have collaborated on COVID. We work together on 
terrorism, child sexual exploitation, opioids. I take issue 
with the premise that was mentioned earlier. There is 
collaboration across industry to address some of the most 
harmful content on the internet.
    We also invest heavily in our partnerships with experts, 
especially around COVID. We worked very closely with the CDC, 
HHS, the White House, to not only enforce against our rules, 
but to also ensure that people try to have access to credible 
information on our service.
    Senator Klobuchar. Were you saying you take issue with 
something that I had said or was it something----
    Ms. Culbertson. No, no. No, Senator. No, Senator. One of 
the other panelists----
    Senator Klobuchar. Oh, okay.
    Ms. Culbertson [continuing]. Suggested that we have a 
competitive edge to compete on addressing these harms where we 
actually collaborate in a lot of these areas.
    Senator Klobuchar. Okay. Thank you very much. I appreciate 
it.
    Ms. Culbertson. Thank you.
    Chair Durbin [presiding]. We now go to Senator Kennedy, 
remote. Can you hear us, Senator Kennedy?
    Senator Kennedy. I can hear you, Mr. Chairman. Can you hear 
me?
    Chair Durbin. Yes, I can. The time is yours. Take it away.
    Senator Kennedy. Thank you. It seems to me that in the 
guise of giving consumers what they want, a lot of our social 
media platforms first use surveillance to identify a person's 
hot buttons, and then they use algorithms to show that person 
stuff that pushes those hot buttons. This is called, as you 
know, optimizing for engagement. The social media platform 
wants a person to visit its platform early and often. That is 
how it makes more money advertising. In any event, when that 
person that we are talking about, as a result of those 
algorithms, gets all revved up with no place to go, he posts 
something outrageous. Not every time, but quite frequently, and 
that is why you can still find kindness in America, but you 
have to go offline to do it.
    Mr. Harris, I would like a straight answer from you. Would 
you--I have a bill--others have a similar bill--a bill to say 
that--that would say that Section 230 immunity will no longer 
apply to a social media platform that optimizes for engagement. 
Would you--if you were a Senator, would you vote for it?
    Mr. Harris. I would have to see the way that the bill is 
written, Senator.
    Senator Kennedy. Do not do--do not do that to me, Mr. 
Harris. Give me a straight answer. We all want to read the 
bills. Would you vote for it or not?
    Mr. Harris. I would--I would be in support of a bill that 
had technology companies not measure as their primary mode of 
success any of the engagement metrics--time spent, clicks 
shared, et cetera.
    Senator Kennedy. That is swell, but if the bill said--I do 
not like to waste time in these hearings. If the bill said no 
Section 230 immunity if you optimize for engagement, would you 
vote for it? If you do not want to--if you do not want to 
answer, just tell me.
    Mr. Harris. It sounds like a very interesting directional 
proposal. I just--I would have to know the details, but I am 
sorry for not being more clear.
    Senator Kennedy. You are being very clear. You are dodging 
the answer. Ms.--Dr. Donovan, would you vote for it?
    Dr. Donovan. Yes. When it comes to bills, the reason why I 
am in research is so I do not have to make those decisions. I 
would say that when we are talking about what these companies 
optimize for and the way in which it is optimized----
    Senator Kennedy. Doc. Doc. Doc. Doc.
    Dr. Donovan. Yep. Please.
    Senator Kennedy. Doc. Doc, would you vote? Would you vote 
for the bill?
    Dr. Donovan. I would--I would vote for some form of bill 
that required oversight of these algorithmic systems.
    Senator Kennedy. All right. I mean, we have these hearings 
and I appreciate them, but we never get down to it. Everybody 
just wants--you know, we all talk. I am as guilty as anyone 
else. At some point you got to get down to it, and if you say--
and that is where I am coming from. I am not trying to be rude. 
I am just trying to get an answer out of you. You have both 
been very critical of what we have today. I am, too. I am 
looking for solutions. I am not just looking to--for us all to 
show how intelligent we are----
    Dr. Donovan. I think that one of the things----
    Senator Kennedy [continuing]. Or not.
    Dr. Donovan [continuing]. That we could address, Senator--
--
    Senator Kennedy. I appreciate it, Doc. I am going to run--I 
am going to run out of time. Let me ask--I am thinking about 
introducing a bill--in fact, we are working on it--to take the 
principles of the general data protection regulation in the EU. 
I never thought I would do something like this, but take the 
principles and the general data protection regulation in the EU 
and have that--those principles apply here in the United 
States. Ms. Bickert, would you support that bill?
    Ms. Bickert. Senator, I focus on content, but there are 
people at our company, and we can have someone follow-up on 
that.
    Senator Kennedy. That is a dodge. Ms. Culbertson, would you 
vote for it?
    Ms. Culbertson. We certainly comply with GDPR. There are 
some tensions with the First Amendment in the U.S., but we 
would welcome a longer conversation about this. Generally, yes.
    Senator Kennedy. Yes?
    Ms. Culbertson. Yes, Senator.
    Senator Kennedy. Oh, God bless you. God bless you. Thank 
you for an answer. Ms.--I am sorry, but I am mispronouncing 
your name. ``Vytch?'' ``Veetch?''
    Ms. Veitch. Senator, it is ``Veetch,'' yes.
    Senator Kennedy. I am sorry, Ms. Veitch. I apologize. Will 
you vote--would you--if you were a Senator, would you vote for 
it?
    Ms. Veitch. Senator, I am not an expert on GDPR. I can tell 
you on privacy, what we want to do is give our users security--
--
    Senator Kennedy. I know. I know. You want--you want 
privacy, but your whole model is built around finding out 
everything you can about me, other than my DNA, and you may it, 
for all I know. I am not trying to be rude, but I cannot tell 
you the number of these hearings I have been to, and there--I 
learn something every time. When we get down to it, what are we 
going to do about it? Nobody wants to answer, and you are 
supposed to be our experts. I would strongly encourage you to 
come to these hearings with positions, firm positions, on 
behalf of yourselves, or on behalf of your companies, that you 
are ready to take. Do not just word whip us. We are trying to 
solve a problem here. What----
    Chair Durbin. Senator Kennedy.
    Senator Kennedy. Yes, sir.
    Chair Durbin. I have to ask you for a ``yes'' or ``no'' 
answer. Do you realize you have gone over time?
    Senator Kennedy. I realize that--yes, and I realize 
everybody else has gone over time.
    [Laughter.]
    Chair Durbin. Take another minute, and then please wrap it 
up.
    Senator Kennedy. I am done.
    Chair Durbin. Thank you, sir. Senator Ossoff, remote?
    Senator Ossoff. Thank you, Mr. Chairman. Thank you to the 
panel. Ms. Bickert, much of the public discussion is focused on 
Facebook's moderation practices, but there is a compelling 
argument that the real problem is not the quality of your 
moderation policies or the nature of the algorithm, but the 
underlying business model, your scale, and your power. While 
you clearly have an obligation to remove certain content, for 
example, incitement to violence or hate speech, I am not at all 
enthusiastic about huge multinational tech companies becoming 
the arbiters of legitimate speech and expression, especially 
when the decisions about what you may boost or suppress 
algorithmically are often made in secret and under heavy 
pressure from politicians, and advertisers, and public opinion.
    On the subject of your scale and your power, I would like 
to ask, does Facebook anticipate that it will embark on further 
acquisitions of competitor services in light of the suit that 
you are already facing from the FTC and a number of State 
attorneys general alleging that your acquisitions of Instagram 
and WhatsApp constituted anticompetitive activity?
    Ms. Bickert. Senator, thank you for the question. Of course 
I cannot comment on any litigation. I can tell you, because I 
am responsible for our content policies and a lot of what we do 
around moderation, that we do take very seriously both the 
balance between expression and safety, but also the need for 
transparency. So with, for instance, our algorithm, over the 
past few years, we have put out a number of blog posts and 
other communications where we have actually given the inputs 
for what goes into the ranking algorithm. We have explained any 
significant ranking changes. We have introduced this tool where 
on any post on Facebook, you can click on it and go under ``why 
am I seeing this post,'' and it will tell you why that is 
appearing in your News Feed where it is. Then, significantly, 
we have made it more visible how you can opt out of that News 
Feed ranking algorithm.
    If people just want to see their content in reverse 
chronological--reverse chronological order--excuse me--they 
can----
    Senator Ossoff. Ms. Bickert, yes, respectfully, and I 
greatly appreciate your response, and I heard some of these 
points earlier in the hearing, and I am not asking you to 
comment on any specific litigation. To be clear, my point is 
actually that everything you just said about improving the 
quality of your moderation practices, disclosing some of the 
decisions underlying the algorithm, are not the root issue. The 
root issue is that Facebook has too much power, and one company 
perhaps should not be such a massive gatekeeper that determines 
what ideas prosper and what ideas do not. That is why the 
question that I asked was, does Facebook anticipate that it 
will embark on any further acquisitions of competitor services.
    Ms. Bickert. Senator, this is--acquisitions is really not 
my area at all. I am focused on content. I can tell you, 
though, from where I sit, from my perspective, it is a highly 
competitive space, and I know that not only from, you know, 
being the--being an executive working on content at Facebook, 
but also being the parent of two teenage daughters, both of 
whom use social media, and there are a lot of services out 
there that people use. Nevertheless, I do think it is really 
important that we recognize that these content modernation 
rules are really important, and we have to be very transparent 
about what they are so people can make informed choices about 
whether or not they want to use our services.
    Senator Ossoff. Thank you, Ms. Bickert. Ms. Bickert, 
Apple's recent iOS update will require apps to seek additional 
explicit authorization from users in order for those apps, 
presumably some of your products included, to continue tracking 
users across the internet. Tracking cookies and other 
technologies allow Facebook and other entities to monitor 
virtually all of their users' web browsing activity. I want to 
commend Apple for taking this step and ask whether you will 
take significant steps in the short term to reduce your 
tracking--your ubiquitous tracking of your users' web activity, 
location data, the technology that they use, and whether you 
will consider extending the feature that allows the removal of 
personal data from Facebook, to include the removal of personal 
data not just from Facebook, but from any entities to whom 
Facebook sold such data, and including in your contracts with 
those to whom you sell data, a provision that they must delete 
all data that they have purchased from Facebook at the command 
of the user.
    Again, it is two questions. Will you follow Apple's lead in 
ceasing tracking of users across the web, and will you include 
in contracts with those to whom you sell data a provision 
requiring them to permanently delete and verify the deletion of 
all data you have sold to them about any user who activates the 
Facebook feature to remove their data from Facebook? Thank you 
so much.
    Ms. Bickert. Senator, thank you for the question. First, 
let me be really clear. We do not sell user data. That is not 
the way our advertising works. The way that it works is an 
advertiser selects from among different targeting criteria, and 
then we deliver that ad to a relevant audience. We can follow-
up with more details on how that works.
    With respect to controls, I know we have introduced 
controls around people's off-Facebook experience. I am not an 
expert in that area. There are those in the company who are, so 
I can get that information and follow-up with you.
    Senator Ossoff. Thank you, Ms. Bickert, and thank you, Mr. 
Chairman.
    Chair Durbin. Thank you, Senator. Senator Blackburn, are 
you available by remote?
    Senator Blackburn. Yes, I am. Thank you, Mr. Chairman. I 
appreciate the witnesses and the hearing today, and I think all 
the witnesses are hearing that Americans are pretty much fed up 
with the arrogance of Big Tech. You are seeing it from all 
sides, and certainly Twitter's CEO, Jack Dorsey, was--had his 
contempt for Congress on full display in the House Energy and 
Commerce Committee hearing last--I think it was last month. He 
tweeted out a poll on possible answers to the questions, 
basically treating the hearing as a joke. Ms. Culbertson, do 
you agree it is unacceptable for Twitter's CEO to tweet while 
he is testifying before Congress? Yes or no.
    Ms. Culbertson. Certainly, he is the CEO and creator of 
Twitter, and he likes to tweet, and that is the way he 
communicates.
    Senator Blackburn. Okay. I asked for a ``yes'' and ``no,'' 
but I will say I am pleased you are looking and appearing more 
presentable than your CEO in his testimonies before us. When he 
behaves disrespectfully in a congressional hearing and before 
the American people, he embarrasses Twitter. It is just such 
proof of how out of touch Big Tech is with the rest of the 
country. Big Tech is, in my opinion, destroying news, free 
speech, competition, original content. It is responsible also 
for much of our children's minds. This is something that 
bothers me as a mom and a grandmom, the power of Facebook and 
YouTube's algorithms to manipulate social media addiction. We 
are even reading that it is among babies, toddlers, kids, 
tweens, and teens, and this is something that should terrify 
each of us.
    YouTube deploys algorithms to breed this addiction, 
clickbait in children, and they do it because it pays well. Our 
children's brains are being trashed so if you Silicon Valley 
CEOs can pocket billions of dollars in ad revenue. YouTube 
algorithms create an unpoliced automated reward system. Videos 
with little educational content are amplified to unsuspecting 
toddlers and kids and to their unsuspecting parents. Senator 
Thune mentioned that we are reintroducing the bipartisan Filter 
Bubble Transparency Act to force Big Tech to disclose if their 
secret algorithms are manipulating customers.
    Ms. Veitch, YouTube has a history of exploiting children to 
harvest and profit off of their viewing history. Is it not true 
YouTube has illegally collected data on kids under age 13 in 
violation of COPA, and marketed that data to companies? Ms. 
Veitch.
    Ms. Veitch. Thanks for the question, Senator. I am familiar 
with COPA that you are referring to. That was a novel 
interpretation of COPA. We worked directly with the FTC to 
reach an agreement about how we treat made-for-kids content on 
YouTube main. We do----
    Senator Blackburn. Okay. Ms. Veitch, Yes, you reached an--a 
settlement in 2019. You were fined a record $170 million. Do 
you recall that?
    Ms. Veitch. Yes, ma'am.
    Senator Blackburn. Okay. The FTC order does not require 
YouTube to police the channels that deceive by mis- designating 
their content. However, Commissioner Slaughter said YouTube 
should have to take the extra step of creating an algorithmic 
classifier to better police YouTube content for kids. I know 
your engineers are capable of designating and designing 
algorithms for all sorts of purposes, good and evil. Let me ask 
you this. Is the YouTube engineering team capable of designing 
an algorithm that can identify a designated and child-directed 
content and turn off behavioral advertising?
    Ms. Veitch. Senator, they are capable of that, and they 
have done that. We do require creators to designate their 
content as made for kids or not, but we also run classifiers, 
as you mentioned, to check that system and to determine what 
content is appropriate to be made for children and serve to 
children. We also, just to be clear, Senator, do not allow 
personalized advertising on made-for-kids content.
    Senator Blackburn. Are you prioritizing profit over 
children?
    Ms. Veitch. No, Senator. Child safety on our platform is 
our top priority. We build our product with parental controls 
baked right in, things like timers----
    Senator Blackburn. The FTC is prioritizing children and 
taking steps to safeguard them. Under the settlement, you 
promised to stop illegally marketing targeted ads to children. 
Videos now have been labeled as made for kids, as you just 
mentioned. So, and made-for-kid videos will no longer include a 
comment section or in screens that allow viewers to subscribe 
to children. Are you allowing this behavioral advertising to be 
turned off?
    Ms. Veitch. Yes, Senator. We do not serve personalized 
advertisements on made-for-kids content.
    Senator Blackburn. Okay. I am over my time. Ms. Bickert, I 
have a question for you I will submit for the record. Thank 
you, Mr. Chairman.
    Chair Coons [presiding]. Thank you, Senatr Blackburn. 
Senator Blumenthal.
    Senator Blumenthal. Thank you, Mr. Chairman. Thank you to 
all of our witnesses for being part of this hearing and to the 
Chairman for holding it. It is a very, very critically 
important topic and hearing, and I apologize that I am late 
coming here because I was chairing a Subcommittee of Commerce 
on Consumer Protection dealing with COVID scams.
    I am very proud that last week, the United States Senate 
approved the bipartisan Jabara-Heyer NO HATE Act, which I led 
alongside Senator Moran. We have known for a long time that 
hate crimes are on the rise. They are exploding in this very 
polarized and vitriolic time. Viral videos of individual crimes 
posted by--on Facebook, Twitter, and YouTube, no matter how 
horrifying or stomach-turning, really tell only part of the 
story. The NO HATE Act will improve hate crime reporting 
because so many of them are invisible and unreported, and it 
will expand assistance and resources for victims of hate crimes 
as well as for law enforcement, and hopefully will enable us to 
understand the full scope of the problem so that we can take 
more effective action against hate crimes.
    We know that the tech platforms play a role in hate crimes 
and hate speech online and off. The Anti-Defamation League 
recently found that as many as one in three Americans 
experience hate crimes and harassment online. Following the 
ADL's concern--very concerning findings, I teamed up with 
Representative Raskin to request a Government Accountability 
Office study specifically on the prevalence of online hate 
crimes and hate speech in the United States. During the 2020 
election, Facebook spoke about the break-the-glass measures it 
was taking to ``dial down'' the hate, incitements to violence, 
and misinformation on its platform. Last week, Ms. Bickert, you 
wrote a blog post about turning the dial down on hate speech, 
graphic violence, violence and incitement, as the country was 
anticipating the verdict in the Chauvin trial.
    If Facebook does, in fact, have a dial for hateful content, 
can the company dial it down now? Why does not it dial it down 
already? To all of the representatives who are here today from 
YouTube, Twitter, as well as Facebook, can you commit to 
providing access data to independent researchers to help us 
better understand and address the scourge of hate and 
harassment online?
    Ms. Bickert. Senator, thank you, and let me start by saying 
I completely agree that the rise of hate speech and hate crimes 
is very concerning and needs to be a priority for us and is a 
priority for us. I will just point to one quick example, which 
is we have started publishing the prevalence in our quarterly 
reports that we put out, our community standards enforcement 
reports. We now publish the prevalence of hate speech, which 
means we go through with a fine-tooth comb and see what we 
missed for a significant--statistically significant subset of 
content. The prevalence of hate speech on our service is very 
low--less than a 10th of 1 percent--but it is something that we 
are really focused on finding. I am happy to say that more than 
95 percent of the content that we removed for hate speech 
violations we find ourselves before anybody reports it to us, 
so we are making strides.
    To respond to your point about why we do not--the measures 
we took around the Chauvin trial and the election, why we do 
not always do that, let me--let me sort of give you an example 
of the cost of those measures because they have benefits, but 
they have costs. In the--in the run-up to the election, for 
instance, we took some very aggressive measures to reduce the 
distribution of content that might be violating our policies. 
We did that with the Chauvin trial as well. Those measures are 
not perfect, and so there will be content that actually does 
not violate our policies that was flagged by our technology 
that really should not be reduced.
    When we take those measures, we are mindful of the cost. It 
is always this balance between trying to stop abuse and trying 
to make sure that we are providing space for freedom of 
expression and being very fair. We take those measures where 
there is a risk of false positives only when there is an 
additional risk of abuse.
    Senator Blumenthal. Thank you. My time has expired. Thank 
you very much. Thanks, Mr. Chairman.
    Chair Coons. Thank you so much, Senator Blumenthal. We are 
going to have a second round of questioning that may be 
participated in only by the Ranking Member and myself given 
that there are votes actively ongoing on the floor. Let me 
thank our five witnesses again and the many Members of this 
Subcommittee who have come to question.
    Ms. Veitch, I understand that 70 percent of the views on 
YouTube come by--are driven by its recommendation algorithm. 
With 2 billion users worldwide and over 1 billion hours of 
video watched each and every day, that makes your 
recommendation algorithm incredibly powerful. Members of the 
public can see how many times any video has been viewed, but 
members of the public cannot see how many times that video has 
been recommended, though I understand YouTube does collect this 
information and gives it to content providers. If a video ends 
up getting taken down by YouTube for violating its content 
policies, we have no way of knowing how many times it was 
recommended by your algorithm before it was ultimately removed. 
Could YouTube commit today to providing more transparency about 
your recommendation algorithm and its impacts?
    Ms. Veitch. Thanks for this question, Senator. Just 
generally speaking, if content violates our policies, we want 
to remove it as quickly as possible. As you will see in our 
Public Community Guidelines Enforcement Report, of the 9.3 
million videos we removed in Quarter 4 of 2020, more than 70 
percent were removed before they had 10 views. I think you have 
brought up an interesting idea, and we are always looking to 
expand transparency when it comes to our platform. One way we 
have done this recently is by making public what we call our 
violative view rate. It is the percentage of views on our 
platform that violate our community guidelines. Last quarter 
they were between .16 and----
    Chair Coons. Ms. Veitch? Ms. Veitch, if I might, I just 
want to know if you are willing to release the data. I believe 
you are already collecting about how many times videos that 
violate your content standards have been recommended by your 
recommendation algorithm.
    Ms. Veitch. Thank you, Senator. I cannot commit to really 
saying that today, but it is an interesting idea. We want to be 
more transparent, so let us work with you on that.
    Chair Coons. Thank you. I look forward to getting an answer 
as soon as is reasonably possible. Ms. Bickert, several 
publications have reported that significant portions of 
misinformation and polarizing content on Facebook comes from 
readily identifiable, hyper-active users, or super inviters, 
who generate a lot of activity on your platform. Dr. Donovan 
can you comment briefly on how these hyper-active users create 
problems, and then, Ms. Bickert, I want to ask about whether or 
not Facebook intends to tackle this challenge. Dr. Donovan.
    Dr. Donovan. Yes, you are referring to the BuzzFeed article 
that reported on an internal memo from Facebook that showed 
that there is a power law at play where it skews to highly--you 
know, misinformation tends to be most potent when you have a 
densely networked and highly coordinated small group of people 
working essentially around the clock to try to get their groups 
stocked with the public. What has been interesting about 
reading the document internal to Facebook is that, even as they 
tried to counter super inviters, their own internal systems and 
teams were not able to overcome that coordinated small network. 
There is a lot that the company needs to do to address 
adversarial movements, and in this case was--they were looking 
at the formation of Stop the Steal groups and the Patriot 
Party.
    Chair Coons. Thank you, Dr. Donovan. Ms. Bickert, the Wall 
Street Journal reported last year that Facebook considered 
seriously, but ultimately declined, to take measures that would 
put limits on these users' activities. There was a proposal 
reportedly called Sparing Sharing, which would have reduced the 
spread of content that was disproportionately favored by these 
so-called hyper-active users. Could you speak to how Facebook 
is intending to approach this issue?
    Ms. Bickert. Yes, Senator, and let me say we did actually 
put a restriction, a limit on the number of invites that an 
individual user could send out in a day to a group during the 
election period. I want to speak also to the point that Dr. 
Donovan raised, and I completely agree. There are--there are 
networks of bad actors, who are particularly sophisticated, who 
try to target--use social media to achieve their objectives. 
Understanding the way that those networks work has been 
something that we have really been focused on in the past few 
years, building a team under Nathaniel Gleicher, who has got 
expertise in this area and I know knows Dr. Donovan as well.
    In terms of identifying these sophisticated actors, who are 
often engaged in shell games and, you know, other attempts to 
sort of obfuscate what they are doing using inauthentic 
identities, we have gotten far better at that. We have removed 
more than 100 such networks since the beginning of 2017. We are 
public about it when we do. We publish the results of those, 
and we have also gotten better generally at identifying fake 
accounts. We removed more than 1 million fake accounts at the 
time--up or near the time of upload every day now.
    Chair Coons. Thank you. I look forward to delving into this 
further with you and with other folks at Facebook. Let me just 
ask two more--maybe three more, Mr. Ranking Member. A quick 
just structural question. I know it is common for employees at 
major tech companies to be required to sign nondisclosure 
agreements as a condition of employment. When I was in the 
private sector, that was a common practice in the businesses 
that I knew about and practiced for. Ms. Bickert, Ms. 
Culbertson, Ms. Veitch, do each of your companies generally 
require your employees to sign NDAs? It strikes me as a ``yes'' 
or ``no'' question.
    Ms. Bickert. I will go first, Senator. I do not know the 
answer, but I will follow-up--I will have the team follow-up 
with you.
    Ms. Veitch. Senator, I want to be careful here because I am 
not a lawyer--an employment lawyer, but I do believe that we 
have standard agreements to protect proprietary information 
with our employees.
    Ms. Culbertson. I would want to come back to you with the 
answer, but, of course, we have certain provisions in place to 
make sure people are not sharing private data they might be 
handling. I would just say generally, the Twitter-y spirit 
among our employees is to share their perspectives. You will 
oftentimes see our employees tweeting about our different 
products and services.
    Chair Coons. Thank you. In general, my concern is that if a 
former employee from one of your companies wants to question or 
criticize the company or its decision making, that they might 
risk facing legal action. Mr. Harris, Dr. Donovan, I would 
welcome some more input from you following this hearing on that 
dynamic, and whether or not NDAs actually prevent some of the 
most relevant information about algorithms from getting out to 
the general public.
    Two last questions, if I might, one on transparency. I 
appreciation--I appreciate the information that has been shared 
today about how algorithms work at a high level. Many 
independent researchers have said it is critical to know the 
details, the dials and knobs of algorithms to understand how 
components that drive decisions are weighted, so how much a 
metric, like meaningful social interaction, is actually 
correlated with growth and engagement, which, as Mr. Harris has 
repeatedly asserted, and as I fundamentally believe, the 
business model of social media requires you to accelerate. 
Given the immense impact of the knobs and dials of your 
algorithms in potentially both positive and negative ways, I 
think greater transparency about those matters, about how your 
algorithms actually work and about how you make decisions about 
your algorithms, is critical.
    Ms. Bickert, Ms. Veitch, Ms. Culbertson, could you speak to 
whether your companies are considering the release of more 
details about this kind of information or other types of 
enhanced transparency measures or audits about the impact of 
your companies' algorithms moving forward?
    Ms. Culbertson. I am happy to start. We are constantly 
thinking about how we can be more transparent about any actions 
that we take or our systems in place, including our algorithms. 
That is why we are investing in our responsible machine 
learning initiative. We would be happy to provide more details 
in the interest of time.
    We have an interdisciplinary group at Twitter looking at 
our algorithms, our machine learning, studying these--our 
machine learning. We will also be sharing some of our findings 
with the open--with the public so we can be open throughout 
this process.
    Then just more broadly, we totally agree that we should be 
more transparent. We should also provide more consumer control 
and choice. We are also committed to improving procedural 
fairness. To those first two points, we have invested in this 
independent project called BlueSky, which is aimed at creating 
open protocols, which would essentially potentially create more 
controls for the people who use our services as well as 
transparency.
    Chair Coons. Thank you. My last comment will be just this 
one. Mr. Harris spoke forcefully and pointedly about how the 
business model of social media's attention harvesting, and that 
after a decade of the positive and negative impacts of social 
media, which has accelerated to be one of the most important 
forces in our society today, that we have more than not seen 
the toxic impacts of division and disinformation. Mr. Harris 
has asserted that your entire business model is based on 
dividing society, and that as we transition into a digitized 
society in the 21st century, in order for Western open 
democratic societies to survive, we have to develop model 
humane standards for how social media works. It is my hope, I 
will share with my Ranking Member, that the next time we 
convene, it might be to consider what sorts of steps are 
possible, necessary, or appropriate to make that progress that 
Mr. Harris speaks about.
    To my Ranking Member, Senator Sasse.
    Senator Sasse. Thank you, Chairman Coons, and, again, thank 
you to all five of you for being here. I do--I do want to put 
another question to Mr. Harris, but before I start that second 
round of questioning, I would like to just briefly address 
colleagues on both sides of the aisle because both Republican 
and Democratic colleagues today have said a number of things 
that presumed more precision about the problem than we have 
actually identified here, and then sort of picked up the most 
ready tool, usually the 230 discussion.
    I am--I think I am a lot more skeptical than maybe most on 
this Committee to push to a regulatory solution at this stage. 
I think, in particular, some of the conversations about Section 
230 have been well off point to the actual topic at hand today. 
I think much of the zeal to regulate is driven by short-term 
partisan agendas, and I think it would be more useful for us to 
stick closer to the topic that the Chairman identified from 
this hearing.
    I also think it is important for Members of Congress to 
constantly remind ourselves that we are bound by First 
Amendment constraints in our job, and many--a number of the 
lines of questioning, again, on both the right and left sides 
of this panel today talked as if the First Amendment is sort 
of, you know, this marginal topic that we do not have to be 
obsessively concerned about, and yet we need to draw a 
distinction between the First Amendment and the true public 
square as regulated by the powers of the government, and the 
fact that the companies we are talking about--Amy Klobuchar has 
raised some important topics about scale and antitrust issues, 
but the companies we are talking about are private companies. I 
do think there are a number of First Amendment, public-private 
distinctions that we should--we should be attending to a little 
more closely than maybe we did today.
    Mr. Harris, can you tell us what discussions you have seen 
or been a part of, either inside the extant companies or, you 
know, at the VCPE environment, potential different business 
models besides an ad revenue-centric business model? Can you 
just give us a kind of blue sky on that question?
    Mr. Harris. Yes, fantastic question. Thank you, Senator. I 
mean, obviously there are subscription models. There are public 
interest models, more like Wikipedia. I want to make an 
additional distinction, which is not just the funding model, 
but it is the design model. The engagement and advertising 
model works because of the design that says, user-generated 
content, we are all the unpaid journalists. Previously, you had 
to pay a journalist at Fox News and New York Times $100,000 a 
year to write content to get people to look at it, and that is 
the cost of attention production. What if you could harvest 
each of us as useful idiots to take our 5 minutes of moral 
outrage, and then use that to generate attention production for 
free? We are the unpaid labor, like, for the attention economy 
that is sort of duped into sharing information with each other, 
which reduces the costs for all these technology companies.
    Then on the editorial side, instead of paying an editor at 
a New York Times, at a Fox News, at a whatever, $100,000 a 
year, $200,000 a year, we actually have algorithms, which we 
also do not have to pay, to randomly sort that to people. This 
happens in a values-blind process, which means that, in 
general, you get harm showing up in all of the blind spots. 
Suddenly Joan wakes up and says, hey, there is this problem, 
there is this problem, this problem. The companies will respond 
and say, okay, fine, we will take the whack-a-mole stick and we 
will deal with those three problems.
    In general, values blindness destroys our democracy faster 
than people like, you know, Renee, and, Joan, and so many of 
our friends in this community are essentially raising the 
alarms about it, and that is fundamentally the kind of core 
design model more so than the funding model. We could have 
public interest technology that is funded for public interest. 
We could tax these companies to put into a regenerative fund. 
There are a whole bunch of models we could do. One in energy 
just like--you know, energy companies have this perverse 
incentive where they make more money the more energy you use, 
so theoretically, leave the lights on, leave the faucets on, we 
make more money. They do not--they do not do that because, 
instead, they have a model that is regulated, so that after a 
certain amount, they double charge you, triple charge you to 
disincentivize your energy use. Then that, instead of going 
into the private business model of the company, the balance 
sheets, it gets put into a regenerative fund to increase the 
transition to solar.
    Imagine that technology companies, which today profit from, 
you know, an infinite amount of engagement, only made money 
from a small portion of that, let us say some small amount of 
time, and the rest basically with tax to put into a 
regenerative public interest fund, and this funded things like 
the Fourth Estate, fact checkers, researchers, public interest, 
technologists, things like that because what we really need to 
do is, as we said, organize a comprehensive shift to more 
humane technology, so a digital open society can compete with 
digital closed societies.
    Senator Sasse. Very helpful. There is a--if we had--if we 
had more time, I was going to ask some questions about whether 
or not you think there are--given your role as an ethicist, 
whether or not there are debates inside the company about what 
the optimal user time on a site is every given day, and is 
there a distinction between, you know, a fully consenting, -
assenting 49-year-old, like myself, and how those platforms 
think about it for a 13-year-old and a 17-year-old as well. I 
know that Chris and I both need to go and vote, so I will just 
echo the thanks to all five of you for the fulsome discussion 
today and to be continued.
    Chair Coons. Thank you, Senator Sasse. Let me conclude by 
thanking all five of our witnesses for appearing today and to 
my 11 colleagues who have appeared and engaged in robust 
questioning. I appreciate, in particular, the willingness of 
witnesses from Facebook, Twitter, and YouTube to answer some 
direct and difficult questions about their platforms and their 
business models. I am encouraged to see that these are topics 
that are broadly of interest and where, I believe, there could 
be a broadly bipartisan solution.
    None of us wants to live in a society that, as a price of 
remaining open and free, is hopelessly politically divided or 
where our kids are hooked on our phones--their phones and being 
delivered a torrent of reprehensible material. I also am 
conscious of the fact that we do not want to needlessly 
constrain some of the most innovative, fastest-growing 
businesses in the West. Striking that balance is going to 
require more conversation, and I look forward to continuing to 
work with Ranking Member Sasse on these matters, whether by 
roundtable or additional hearing, and whether by seeking 
voluntary reforms, regulation, or legislation. That includes 
exploring how best to align incentives, both within companies 
and with the rest of our society, to ensure greater 
transparency and user choice, and I think we have to approach 
these challenging and complex issues with both humility and 
urgency. The stakes demand nothing less.
    Members of the Committee may submit questions for the 
record for the witnesses. They are due by 5 p.m., 1 week from 
today, on May 4th.
    With that, this hearing is adjourned.
    [Whereupon, at 12:18 p.m., the hearing was adjourned.]
    [Additional material submitted for the record follows.]
    
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