Algorithmic fact checking will go mainstream in 2023.
Teams of computer scientists around the globe have already developed AI systems designed to detect manipulated media, misinformation or fake news.
Some types of verification are well-suited to a high-tech approach: A team from Drexel Univeristy recently published a new approach for detecting forged and manipulated videos. Their system combines forensic analysis with deep learning to detect fake videos that would slip past human reviewers or existing systems.
But fact-checking isn’t usually so straightforward. A quote might be accurate, but misleading. Every news story is built on a subjective frame of what’s included — or excluded. That nuance, however, is lost when researchers test a new AI model against benchmark datasets that catalog posts as true or false.
The researchers who are developing cutting edge AI fact-checking systems today measure their accuracy to the hundredth of a percent against benchmark datasets of social media posts and articles. That’s the standard way for artificial intelligence researchers to test and share their results, but it’s not well-suited to supporting journalists on deadline or platforms that need to make moderation decisions at scale.
The teams building these tools are well-intentioned, but their work risks being a high-tech Maginot Line: A defense against misleading COVID tweets from 2020 that can’t anticipate — or respond to — the next iteration of information warfare.
The challenge for journalists, however, will be if these tools are widely adopted by social media platforms, ISPs, or content-managment systems. Fake and misleading stories might still circulate because bad actors would have the resources to engineer ways around the automated tools. Reporters, on the other hand, might find their work blocked as investigations and enterprise reporting lack the precedent in the AI’s model to appear “true.”
But it doesn’t need to be that way.
Journalists can engage with the technologists who are working in this space to improve — and direct — their work. As an industry we can wrestle with the ethics of letting machines audit and improve our reporting. We can be open to the disruptive power of artificial intelligence at all points in our value chain, instead of closing ourselves off and assuming the future will look just like today.
If we spend 2023 waiting for the killer AI app that will save journalism, we won’t like the results. We’ll wind up playing catch-up, as we have with each wave of technological disruption for the last two decades.
But if we use the coming year to act — by tracking the technologies that will shape our industry, by building partnerships that equip our organizations to grow, by taking stock of the skills we need in the newsroom — we can have agency over our future.
We can create a future where AI is a tool for making journalism more sustainable instead of inhabiting a future created by others
Sam Guzik leads product strategy for WNYC and is a foresight expert advisor at the Future Today Institute.
Algorithmic fact checking will go mainstream in 2023.
Teams of computer scientists around the globe have already developed AI systems designed to detect manipulated media, misinformation or fake news.
Some types of verification are well-suited to a high-tech approach: A team from Drexel Univeristy recently published a new approach for detecting forged and manipulated videos. Their system combines forensic analysis with deep learning to detect fake videos that would slip past human reviewers or existing systems.
But fact-checking isn’t usually so straightforward. A quote might be accurate, but misleading. Every news story is built on a subjective frame of what’s included — or excluded. That nuance, however, is lost when researchers test a new AI model against benchmark datasets that catalog posts as true or false.
The researchers who are developing cutting edge AI fact-checking systems today measure their accuracy to the hundredth of a percent against benchmark datasets of social media posts and articles. That’s the standard way for artificial intelligence researchers to test and share their results, but it’s not well-suited to supporting journalists on deadline or platforms that need to make moderation decisions at scale.
The teams building these tools are well-intentioned, but their work risks being a high-tech Maginot Line: A defense against misleading COVID tweets from 2020 that can’t anticipate — or respond to — the next iteration of information warfare.
The challenge for journalists, however, will be if these tools are widely adopted by social media platforms, ISPs, or content-managment systems. Fake and misleading stories might still circulate because bad actors would have the resources to engineer ways around the automated tools. Reporters, on the other hand, might find their work blocked as investigations and enterprise reporting lack the precedent in the AI’s model to appear “true.”
But it doesn’t need to be that way.
Journalists can engage with the technologists who are working in this space to improve — and direct — their work. As an industry we can wrestle with the ethics of letting machines audit and improve our reporting. We can be open to the disruptive power of artificial intelligence at all points in our value chain, instead of closing ourselves off and assuming the future will look just like today.
If we spend 2023 waiting for the killer AI app that will save journalism, we won’t like the results. We’ll wind up playing catch-up, as we have with each wave of technological disruption for the last two decades.
But if we use the coming year to act — by tracking the technologies that will shape our industry, by building partnerships that equip our organizations to grow, by taking stock of the skills we need in the newsroom — we can have agency over our future.
We can create a future where AI is a tool for making journalism more sustainable instead of inhabiting a future created by others
Sam Guzik leads product strategy for WNYC and is a foresight expert advisor at the Future Today Institute.
Andrew Donohue We’ll find out whether journalism can, indeed, save democracy
Peter Bale Rising costs force more digital innovation
James Salanga Journalists work from a place of harm reduction
Moreno Cruz Osório Brazilian journalism turns wounds into action
Gina Chua The traditional story structure gets deconstructed
David Cohn AI made this prediction
Larry Ryckman We’ll work together with our competitors
Richard Tofel The press might get better at vetting presidential candidates
Jennifer Brandel AI couldn’t care less. Journalists will care more.
Christina Shih Shared values move from nice-to-haves to essentials
Surya Mattu Data journalists learn from photojournalists
Eric Ulken Generative AI brings wrongness at scale
Jacob L. Nelson Despite it all, people will still want to be journalists
Anna Nirmala News organizations get new structures
Felicitas Carrique and Becca Aaronson News product goes from trend to standard
Alexandra Borchardt The year of the climate journalism strategy
Francesco Zaffarano There is no end of “social media”
Parker Molloy We’ll reach new heights of moral panic
Tre'vell Anderson Continued culpability in anti-trans campaigns
Delano Massey The industry shakes its imposter syndrome
Joanne McNeil Facebook and the media kiss and make up
Daniel Trielli Trust in news will continue to fall. Just look at Brazil.
Jarrad Henderson Video editing will help people understand the media they consume
Cindy Royal Yes, journalists should learn to code, but…
Peter Sterne AI enters the newsroom
Masuma Ahuja Journalism starts working for and with its communities
Kaitlin C. Miller Harassment in journalism won’t get better, but we’ll talk about it more openly
Simon Galperin Philanthropy stops investing in corporate media
Kirstin McCudden We’ll codify protection of journalism and newsgathering
Esther Kezia Thorpe Subscription pressures force product innovation
Kavya Sukumar Belling the cat: The rise of independent fact-checking at scale
Susan Chira Equipping local journalism
Ryan Gantz “I’m sorry, but I’m a large language model”
Martina Efeyini Talk to Gen Z. They’re the experts of Gen Z.
Jessica Maddox Journalists keep getting manipulated by internet culture
Paul Cheung More news organizations will realize they are in the business of impact, not eyeballs
Jennifer Choi and Jonathan Jackson Funders finally bet on next-generation news entrepreneurs
Jessica Clark Open discourse retrenches
Gabe Schneider Well-funded journalism leaders stop making disparate pay
Mario García More newsrooms go mobile-first
Victor Pickard The year journalism and capitalism finally divorce
Rodney Gibbs Recalibrating how we work apart
Sarah Stonbely Growth in public funding for news and information at the state and local levels
Priyanjana Bengani Partisan local news networks will collaborate
Raney Aronson-Rath Journalists will band together to fight intimidation
Alex Sujong Laughlin Credit where it’s due
Mael Vallejo More threats to press freedom across the Americas
Wilson Liévano Diaspora journalism takes the next step
Juleyka Lantigua Newsrooms recognize women of color as the canaries in the coal mine
Janet Haven ChatGPT and the future of trust
Sue Robinson Engagement journalism will have to confront a tougher reality
Ariel Zirulnick Journalism doubles down on user needs
Hillary Frey Death to the labor-intensive memo for prospective hires
Pia Frey Publishers start polling their users at scale
Michael Schudson Journalism gets more and more difficult
Kaitlyn Wells We’ll prioritize media literacy for children
Bill Grueskin Local news will come to rely on AI
Sarah Marshall A web channel strategy won’t be enough
Walter Frick Journalists wake up to the power of prediction markets
Dominic-Madori Davis Everyone finally realizes the need for diverse voices in tech reporting
Eric Thurm Journalists think of themselves as workers
Bill Adair The year of the fact-check (no, really!)
Laxmi Parthasarathy Unlocking the silent demand for international journalism
Josh Schwartz The AI spammers are coming
Mariana Moura Santos A woman who speaks is a woman who changes the world
Lisa Heyamoto The independent news industry gets a roadmap to sustainability
Mar Cabra The inevitable mental health revolution
Alex Perry New paths to transparency without Twitter
Emma Carew Grovum The year to resist forgetting about diversity
Mary Walter-Brown and Tristan Loper Mission-driven metrics become our North Star
Jim VandeHei There is no “peak newsletter”
Nicholas Diakopoulos Journalists productively harness generative AI tools
Nik Usher This is the year of the RSS reader. (Really!)
Jakob Moll Journalism startups will think beyond English
Julia Angwin Democracies will get serious about saving journalism
Brian Stelter Finding new ways to reach news avoiders
Snigdha Sur Newsrooms get nimble in a recession
Taylor Lorenz The “creator economy” will be astroturfed
Nicholas Jackson There will be launches — and we’ll keep doing the work
Elite Truong In platform collapse, an opportunity for community
Anika Anand Independent news businesses lead the way on healthy work cultures
Anita Varma Journalism prioritizes the basic need for survival
Mauricio Cabrera It’s no longer about audiences, it’s about communities
Upasna Gautam Technology that performs at the speed of news
Basile Simon Towards supporting criminal accountability
Joe Amditis AI throws a lifeline to local publishers
Danielle K. Brown and Kathleen Searles DEI efforts must consider mental health and online abuse
Errin Haines Journalists on the campaign trail mend trust with the public
Michael W. Wagner The backlash against pro-democracy reporting is coming
Dana Lacey Tech will screw publishers over
Nicholas Thompson The year AI actually changes the media business
Jim Friedlich Local journalism steps up to the challenge of civic coverage
Alan Henry A reckoning with why trust in news is so low
Al Lucca Digital news design gets interesting again
Gordon Crovitz The year advertisers stop funding misinformation
Ståle Grut Your newsroom experiences a Midjourney-gate, too
Valérie Bélair-Gagnon Well-being will become a core tenet of journalism
Ryan Kellett Airline-like loyalty programs try to tie down news readers
Eric Nuzum A focus on people instead of power
Jenna Weiss-Berman The economic downturn benefits the podcasting industry. (No, really!)
Rachel Glickhouse Humanizing newsrooms will be a badge of honor
J. Siguru Wahutu American journalism reckons with its colonialist tendencies
Ryan Nave Citizen journalism, but make it equitable
Alexandra Svokos Working harder to reach audiences where they are
Sue Cross Thinking and acting collectively to save the news
Joni Deutsch Podcast collaboration — not competition — breeds excellence
Kathy Lu We need emotionally agile newsroom leaders
Tim Carmody Newsletter writers need a new ethics
Megan Lucero and Shirish Kulkarni The future of journalism is not you
Sarabeth Berman Nonprofit local news shows that it can scale
Cassandra Etienne Local news fellowships will help fight newsroom inequities
Karina Montoya More reporters on the antitrust beat
Emily Nonko Incarcerated reporters get more bylines
Eric Holthaus As social media fragments, marginalized voices gain more power
Stefanie Murray The year U.S. media stops screwing around and becomes pro-democracy
Sumi Aggarwal Smart newsrooms will prioritize board development
Julia Beizer News fatigue shows us a clear path forward
Johannes Klingebiel The innovation team, R.I.P.
Jaden Amos TikTok personality journalists continue to rise
Ayala Panievsky It’s time for PR for journalism
Sam Gregory Synthetic media forces us to understand how media gets made
Anthony Nadler Confronting media gerrymandering
A.J. Bauer Covering the right wrong
Cari Nazeer and Emily Goligoski News organizations step up their support for caregivers
Amy Schmitz Weiss Journalism education faces a crossroads
Khushbu Shah Global reporting will suffer
Tamar Charney Flux is the new stability
Sarah Alvarez Dream bigger or lose out
Molly de Aguiar and Mandy Van Deven Narrative change trend brings new money to journalism
Shanté Cosme The answer to “quiet quitting” is radical empathy
Jonas Kaiser Rejecting the “free speech” frame
Elizabeth Bramson-Boudreau More of the same
Leezel Tanglao Community partnerships drive better reporting
Brian Moritz Rebuilding the news bundle
S. Mitra Kalita “Everything sucks. Good luck to you.”
AX Mina Journalism in a time of permacrisis
Sam Guzik AI will start fact-checking. We may not like the results.
Andrew Losowsky Journalism realizes the replacement for Twitter is not a new Twitter
Zizi Papacharissi Platforms are over
Barbara Raab More journalism funders will take more risks
Joshua P. Darr Local to live, wire to wither
Burt Herman The year AI truly arrives — and with it the reckoning
Laura E. Davis The year we embrace the robots — and ourselves
Jody Brannon We’ll embrace policy remedies
Dannagal G. Young Stop rewarding elite performances of identity threat
Cory Bergman The AI content flood
Doris Truong Workers demand to be paid what the job is worth
Jesse Holcomb Buffeted, whipped, bullied, pulled
Christoph Mergerson The rot at the core of the news business
Ben Werdmuller The internet is up for grabs again
Amethyst J. Davis The slight of the great contraction
Kerri Hoffman Podcasting goes local
Matt Rasnic More newsroom workers turn to organized labor
Don Day The news about the news is bad. I’m optimistic.
David Skok Renewed interest in human-powered reporting