The future of fact-checking is all about structured data

“Liars say the same things over and over, which makes the fact-check we wrote last week or last month valuable for an extended period.”

Okay, I didn’t do so well with my 2020 predictions. I was wrong that fact-checkers would win a Nobel Prize. And no, Brad Pitt and Charlize Theron didn’t star in a movie about fact-checking, nor did Taylor Swift make it the focus of a hit song that she performed at the Super Bowl.

But there was a lot of fact-checking in 2020! Indeed, there was an avalanche of Pinocchios and Pants on Fire ratings, plus tremendous growth in embedded fact-checks, the practice when reporters assess claims right in their news stories with words such as “baseless” or “unfounded.” And during the presidential debates, a few outlets (including PolitiFact, the website I started) had promising results with experiments in live on-screen fact-checking.

Still, I’m going to be more realistic with my 2021 predictions. I think the future of fact-check journalism is all about structured data.

Sound a little dull? It’s actually an idea that has been around for a while. It goes back to 2006, when a visionary journalist-developer named Adrian Holovaty wrote an essay titled “A fundamental way newspaper sites need to change,” which made the case that journalism would be more valuable presented in structured form, like data. The essay caught the imagination of Matt Waite, my collaborator at PolitiFact, and it inspired us both.

The journalism-as-structured-data revolution succeeded in a few places, like PolitiFact and Chris and Laura Amico’s Homicide Watch, but it hasn’t succeeded on a broad scale. Journalists are storytellers accustomed to an old story form, and they’ve had trouble adapting their work to a structured approach.

But suddenly the time is right for structured journalism, because our chaotic battle over misinformation is a perfect opportunity to take advantage of fact-checking as data. Liars say the same things over and over, which makes the fact-check we wrote last week or last month valuable for an extended period. So if fact-checkers add some simple tags to index their articles, search engines and other platforms can match the lie with the correction.

Five years ago, my team at the Duke Reporters’ Lab worked with Google, Jigsaw, and Schema.org to create just such a product, a tagging system we called ClaimReview. Most fact-checkers around the world now add ClaimReview tags to their articles and then Google and YouTube and Facebook — and anyone — can find those 70,000 fact-checks through an open database.

I think of it as the hidden plumbing of fact-checking that makes it easier to get facts about falsehoods.

ClaimReview was big in 2020. YouTube used it to highlight fact-checks in its search results. Google, which uses ClaimReview for search results and Google News, said users saw more than 4 billion fact-checks in its products in the first eight months of the year. Bing also uses ClaimReview, we use it to power our experimental live video app Squash, and it could be a big help to Twitter.

Next year, we’ll be testing a new kind of tagging system for fact-checks of fake videos and images. Our Duke team has been working with fact-checkers and the tech platforms to develop a sibling of ClaimReview that we call MediaReview, which creates a common language to describe deepfakes and other bogus videos and images.

By consistently using terms such as “missing context” and “edited,” the fact-checkers can provide Google, Facebook, Twitter, or any other platform with instant information about what’s false or misleading about a video or image. The platforms can then make quick decisions about what to do with that content — they can reduce its spread, delete it, or leave it alone.

MediaReview isn’t sexy; plumbing rarely is. It’s just structure that will help solve a complex problem. But it will be big in 2021.

And then in 2022, Taylor Swift can write a song about it.

Bill Adair is the founder of PolitiFact and the Knight Professor of Journalism and Public Policy at Duke University.

Okay, I didn’t do so well with my 2020 predictions. I was wrong that fact-checkers would win a Nobel Prize. And no, Brad Pitt and Charlize Theron didn’t star in a movie about fact-checking, nor did Taylor Swift make it the focus of a hit song that she performed at the Super Bowl.

But there was a lot of fact-checking in 2020! Indeed, there was an avalanche of Pinocchios and Pants on Fire ratings, plus tremendous growth in embedded fact-checks, the practice when reporters assess claims right in their news stories with words such as “baseless” or “unfounded.” And during the presidential debates, a few outlets (including PolitiFact, the website I started) had promising results with experiments in live on-screen fact-checking.

Still, I’m going to be more realistic with my 2021 predictions. I think the future of fact-check journalism is all about structured data.

Sound a little dull? It’s actually an idea that has been around for a while. It goes back to 2006, when a visionary journalist-developer named Adrian Holovaty wrote an essay titled “A fundamental way newspaper sites need to change,” which made the case that journalism would be more valuable presented in structured form, like data. The essay caught the imagination of Matt Waite, my collaborator at PolitiFact, and it inspired us both.

The journalism-as-structured-data revolution succeeded in a few places, like PolitiFact and Chris and Laura Amico’s Homicide Watch, but it hasn’t succeeded on a broad scale. Journalists are storytellers accustomed to an old story form, and they’ve had trouble adapting their work to a structured approach.

But suddenly the time is right for structured journalism, because our chaotic battle over misinformation is a perfect opportunity to take advantage of fact-checking as data. Liars say the same things over and over, which makes the fact-check we wrote last week or last month valuable for an extended period. So if fact-checkers add some simple tags to index their articles, search engines and other platforms can match the lie with the correction.

Five years ago, my team at the Duke Reporters’ Lab worked with Google, Jigsaw, and Schema.org to create just such a product, a tagging system we called ClaimReview. Most fact-checkers around the world now add ClaimReview tags to their articles and then Google and YouTube and Facebook — and anyone — can find those 70,000 fact-checks through an open database.

I think of it as the hidden plumbing of fact-checking that makes it easier to get facts about falsehoods.

ClaimReview was big in 2020. YouTube used it to highlight fact-checks in its search results. Google, which uses ClaimReview for search results and Google News, said users saw more than 4 billion fact-checks in its products in the first eight months of the year. Bing also uses ClaimReview, we use it to power our experimental live video app Squash, and it could be a big help to Twitter.

Next year, we’ll be testing a new kind of tagging system for fact-checks of fake videos and images. Our Duke team has been working with fact-checkers and the tech platforms to develop a sibling of ClaimReview that we call MediaReview, which creates a common language to describe deepfakes and other bogus videos and images.

By consistently using terms such as “missing context” and “edited,” the fact-checkers can provide Google, Facebook, Twitter, or any other platform with instant information about what’s false or misleading about a video or image. The platforms can then make quick decisions about what to do with that content — they can reduce its spread, delete it, or leave it alone.

MediaReview isn’t sexy; plumbing rarely is. It’s just structure that will help solve a complex problem. But it will be big in 2021.

And then in 2022, Taylor Swift can write a song about it.

Bill Adair is the founder of PolitiFact and the Knight Professor of Journalism and Public Policy at Duke University.

Ben Collins   We need to learn how to talk to (and about) accidental conspiracists

Jessica Clark   News becomes plural

Sarah Marshall   The year audiences need extra cheer

John Garrett   A surprisingly good year

Garance Franke-Ruta   Rebundling content, rebuilding connections

Ståle Grut   Network analysis enters the journalism toolbox

Chase Davis   The year we look beyond The Story

John Saroff   Covid sparks the growth of independent local news sites

Stefanie Murray and Anthony Advincula   Expect to see more translations and non-English content

Julia B. Chan and Kim Bui   Millennials are ready to run things

Renée Kaplan   Falling in love with your subscription

Gabe Schneider   Another year of empty promises on diversity

Astead W. Herndon   The Trump-sized window of the media caring about race closes again

Jer Thorp   Fewer pixels, more cardboard

Meredith D. Clark   The year journalism starts paying reparations

Mark Stenberg   The rise of the journalist-influencer

Sue Cross   A global consensus around the kind of news we need to save

Nicholas Jackson   Blogging is back, but better

Juleyka Lantigua   The download, podcasting’s metric king, gets dethroned

Colleen Shalby   The definition of good journalism shifts

Zizi Papacharissi   The year we rebuild the infrastructure of truth

Tauhid Chappell and Mike Rispoli   Defund the crime beat

Tim Carmody   Spotify will make big waves in video

Cory Bergman   The year after a thousand earthquakes

Alyssa Zeisler   Holistic medicine for journalism

Hossein Derakhshan   Mass personalization of truth

Sonali Prasad   Making disaster journalism that cuts through the noise

Victor Pickard   The commercial era for local journalism is over

Sara M. Watson   Return of the RSS reader

Errin Haines   Let’s normalize women’s leadership

Alfred Hermida and Oscar Westlund   The virus ups data journalism’s game

Rodney Gibbs   Zooming beyond talking heads

Annie Rudd   Newsrooms grow less comfortable with the “view from above”

Edward Roussel   Tech companies get aggressive in local

Alicia Bell and Simon Galperin   Media reparations now

Ray Soto   The news gets spatial

Beena Raghavendran   Journalism gets fused with art

Jean Friedman-Rudovsky and Cassie Haynes   A shift from conversation to action

Ben Werdmuller   The web blooms again

Jonas Kaiser   Toward a wehrhafte journalism

Bill Adair   The future of fact-checking is all about structured data

Shaydanay Urbani and Nancy Watzman   Local collaboration is key to slowing misinformation

Taylor Lorenz   Journalists will learn influencing isn’t easy

Imaeyen Ibanga   Journalism gets unmasked

Masuma Ahuja   We’ll remember how interconnected our world is

John Davidow   Reflect and repent

Matt DeRienzo   Citizen truth brigades steer us back toward reality

Gonzalo del Peon   Collaborations expand from newsrooms to the business side

M. Scott Havens   Traditional pay TV will embrace the disruption

Doris Truong   Indigenous issues get long-overdue mainstream coverage

Pia Frey   Building growth through tastemakers and their communities

Charo Henríquez   A new path to leadership

Zainab Khan   From understanding to feeling

Richard Tofel   Less on politics, more on how government works (or doesn’t)

Rasmus Kleis Nielsen   Stop pretending publishers are a united front

Joshua P. Darr   Legislatures will tackle the local news crisis

Francesca Tripodi   Don’t expect breaking up Google and Facebook to solve our information woes

Celeste Headlee   The rise of radical newsroom transparency

Joanne McNeil   Newsrooms push back against Ivy League cronyism

Bo Hee Kim   Newsrooms create an intentional and collaborative culture

Andrew Donohue   The rise of the democracy beat

Burt Herman   Journalists build post-Facebook digital communities

Nico Gendron   Ask your readers to help build your products

C.W. Anderson   Journalism changed under Trump — will it keep changing under Biden?

Steve Henn   Has independent podcasting peaked?

Basile Simon   Graphics, unite

Jesse Holcomb   Genre erosion in nonprofit journalism

Ariane Bernard   Going solo is still only a path for the few

Sarah Stonbely   Videoconferencing brings more geographic diversity

Kristen Muller   Engaged journalism scales

Michael W. Wagner   Fractured democracy, fractured journalism

Nikki Usher   Don’t expect an antitrust dividend for the media

Francesco Zaffarano   The year we ask the audience what it needs

Robert Hernandez   Data and shame

David Chavern   Local video finally gets momentum

Joni Deutsch   Local arts and music make journalism more joyous

Chicas Poderosas   More voices mean better information

Gordon Crovitz   Common law will finally apply to the Internet

Mariano Blejman   It’s time to challenge autocompleted journalism

Talmon Joseph Smith   The media rejects deficit hawkery

María Sánchez Díez   Traffic will plummet — and it’ll be ok

Benjamin Toff   Beltway reporting gets normal again, for better and for worse

Marissa Evans   Putting community trauma into context

Nonny de la Pena   News reaches the third dimension

Danielle C. Belton   A decimated media rededicates itself to truth

Pablo Boczkowski   Audiences have revolted. Will newsrooms adapt?

Andrew Ramsammy   Stop being polite and start getting real

Natalie Meade   Journalism enters rehab

Cory Haik   Be essential

Tamar Charney   Public radio has a midlife crisis

Sumi Aggarwal   News literacy programs aren’t child’s play

Catalina Albeanu   Publish less, listen more

José Zamora   Walking the talk on diversity

Laura E. Davis   The focus turns to newsroom leaders for lasting change

Logan Jaffe   History as a reporting tool

Moreno Cruz Osório   In Brazil, a push for pluralism

Don Day   Business first, journalism second

Heidi Tworek   A year of news mocktails

Cherian George   Enter the lamb warriors

David Skok   A pandemic-prompted wave of consolidation

Rachel Schallom   The rise of nonprofit journalism continues

Anthony Nadler   Journalism struggles to find a new model of legitimacy

Ashton Lattimore   Remote work helps level the playing field in an insular industry

Kevin D. Grant   Parachute journalism goes away for good

Brandy Zadrozny   Misinformation fatigue sets in

Jim Friedlich   A newspaper renaissance reached by stopping the presses

Cindy Royal   J-school grads maintain their optimism and adaptability

Amara Aguilar   Journalism schools emphasize listening

Aaron Foley   Diversity gains haven’t shown up in local news

Mike Caulfield   2021’s misinformation will look a lot like 2020’s (and 2019’s, and…)

Julia Angwin   Show your (computational) work

Jody Brannon   People won’t renew

Raney Aronson-Rath   To get past information divides, we need to understand them first

Ernie Smith   Entrepreneurship on rails

Patrick Butler   Covid-19 reporting has prepared us for cross-border collaboration

Eric Nuzum   Podcasting dodged a bullet in 2020, but 2021 will be harder

Linda Solomon Wood   Canada steps up for journalism

Hadjar Benmiloud   Get representative, or die trying

Brian Moritz   The year sports journalism changes for good

Ryan Kellett   The bundle gets bundled

Mark S. Luckie   Newsrooms and streaming services get cozy

Candis Callison   Calling it a crisis isn’t enough (if it ever was)

Jennifer Choi   What have we done for you lately?

AX Mina   2020 isn’t a black swan — it’s a yellow canary

Anna Nirmala   Local news orgs grasp the urgency of community roots

Mandy Jenkins   You build trust by helping your readers

A.J. Bauer   The year of MAGAcal thinking

Janet Haven and Sam Hinds   Is this an AI newsroom?

Jennifer Brandel   A sneak peak at power mapping, 2073’s top innovation

Marie Shanahan   Journalism schools stop perpetuating the status quo

Samantha Ragland   The year of journalists taking initiative

Tanya Cordrey   Declining trust forces publishers to claim (or disclaim) values

Christoph Mergerson   Black Americans will demand more from journalism

Tonya Mosley   True equity means ownership

Rishad Patel   From direct-to-consumer to direct-to-believers

Delia Cai   Subscriptions start working for the middle

J. Siguru Wahutu   Journalists still wrongly think the U.S. is different

John Ketchum   More journalists of color become newsroom founders

Kawandeep Virdee   Goodbye, doomscroll

Parker Molloy   The press will risk elevating a Shadow President Trump

Marcus Mabry   News orgs adapt to a post-Trump world (with Trump still in it)

Ariel Zirulnick   Local newsrooms question their paywalls

Jeremy Gilbert   Human-centered journalism

Sam Ford   We’ll find better ways to archive our work

Kerri Hoffman   Protecting podcasting’s open ecosystem

Jacqué Palmer   The rise of the plain-text email newsletter

Megan McCarthy   Readers embrace a low-information diet

Mike Ananny   Toward better tech journalism

Loretta Chao   Open up the profession

Nisha Chittal   The year we stop pivoting

Nabiha Syed   Newsrooms quit their toxic relationships

Tshepo Tshabalala   Go niche

Rick Berke   Virtual events are here to stay

Matt Skibinski   Misinformation won’t stop unless we stop it

Kate Myers   My son will join every Zoom call in our industry

Whitney Phillips   Facts are an insufficient response to falsehoods

Rachel Glickhouse   Journalists will be kinder to each other — and to themselves