Predicting the Future Is Possible. ‘Superforecasters’ Know How.

Predicting the Future Is Possible. ‘Superforecasters’ Know How.

Can we predict the future more accurately?

It’s a question we humans have grappled with since the dawn of civilization — one that has massive implications for how we run our organizations, how we make policy decisions, and how we live our everyday lives.

It’s also the question that Philip Tetlock, a psychologist at the University of Pennsylvania and a co-author of “Superforecasting: The Art and Science of Prediction,” has dedicated his career to answering. In 2011, he recruited and trained a team of ordinary citizens to compete in a forecasting tournament sponsored by the U.S. intelligence community. Participants were asked to place numerical probabilities from 0 to 100 percent on questions like “Will North Korea launch a new multistage missile in the next year” and “Is Greece going to leave the eurozone in the next six months?” Tetlock’s group of amateur forecasters would go head-to-head against teams of academics as well as career intelligence analysts, including those from the C.I.A., who had access to classified information that Tetlock’s team didn’t have.

The results were shocking, even to Tetlock. His team won the competition by such a large margin that the government agency funding the competition decided to kick everyone else out, and just study Tetlock’s forecasters — the best of whom were dubbed “superforecasters” — to see what intelligence experts might learn from them.

So this conversation is about why some people, like Tetlock’s “superforecasters,” are so much better at predicting the future than everyone else — and about the intellectual virtues, habits of mind, and ways of thinking that the rest of us can learn to become better forecasters ourselves. It also explores Tetlock’s famous finding that the average expert is roughly as accurate as “a dart-throwing chimpanzee” at predicting future events, the inverse correlation between a person’s fame and their ability to make accurate predictions, how superforecasters approach real-life questions like whether robots will replace white-collar workers, why government bureaucracies are often resistant to adopt the tools of superforecasting and more.

Mentioned:

Expert Political Judgment by Philip E. Tetlock

What do forecasting rationales reveal about thinking patterns of top geopolitical forecasters?” by Christopher W. Karvetski et al.

Book recommendations:

Thinking, Fast and Slow by Daniel Kahneman

Enlightenment Now by Steven Pinker

Perception and Misperception in International Politics by Robert Jervis

This episode is guest-hosted by Julia Galef, a co-founder of the Center for Applied Rationality, host of the “Rationally Speaking” podcast and author of “The Scout Mindset: Why Some People See Things Clearly and Others Don’t.” You can follow her on Twitter @JuliaGalef. (Learn more about the other guest hosts during Ezra’s parental leave here.)

Thoughts? Guest suggestions? Email us at ezrakleinshow@nytimes.com.

You can find transcripts (posted midday) and more episodes of "The Ezra Klein Show" at nytimes.com/ezra-klein-podcast, and you can find Ezra on Twitter @ezraklein. Book recommendations from all our guests are listed at https://www.nytimes.com/article/ezra-klein-show-book-recs.

“The Ezra Klein Show” is produced by Annie Galvin, Jeff Geld and Rogé Karma; fact-checking by Michelle Harris; original music by Isaac Jones; mixing by Jeff Geld; audience strategy by Shannon Busta. Special thanks to Kristin Lin and Alison Bruzek.

Subscribe today at nytimes.com/podcasts or on Apple Podcasts and Spotify. You can also subscribe via your favorite podcast app here https://www.nytimes.com/activate-access/audio?source=podcatcher. For more podcasts and narrated articles, download The New York Times app at nytimes.com/app.

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The Real Danger Within the Democratic Party of a Fundamental Crack-Up

The Real Danger Within the Democratic Party of a Fundamental Crack-Up

It was once a fringe opinion to say President Biden should drop his re-election bid and Democrats should embrace an open convention. That position is fringe no more. But when the conventional wisdom shifts this rapidly, there’s always the danger of overlooking its potential flaws.My colleague, the Times Opinion columnist Jamelle Bouie, has been making some of the strongest arguments against Biden dropping out and throwing the nomination contest to a brokered convention. So I invited him on the show to talk through where he and I diverge and how our thinking is changing.Book Recommendations:Into the Bright Sunshine by Samuel G. FreedmanWide Awake by Jon GrinspanIlliberal America by Steven HahnThoughts? Guest suggestions? Email us at ezrakleinshow@nytimes.com.You can find transcripts (posted midday) and more episodes of “The Ezra Klein Show” at nytimes.com/ezra-klein-podcast. Book recommendations from all our guests are listed at https://www.nytimes.com/article/ezra-klein-show-book-recs.This episode of “The Ezra Klein Show” was produced by Elias Isquith. Fact-checking by Michelle Harris, with Kate Sinclair and Mary Marge Locker. Our senior engineer is Jeff Geld, with additional mixing by Efim Shapiro and Aman Sahota. Our senior editor is Claire Gordon. The show’s production team also includes Annie Galvin, Rollin Hu and Kristin Lin. Original music by Isaac Jones. Audience strategy by Kristina Samulewski and Shannon Busta. The executive producer of New York Times Opinion Audio is Annie-Rose Strasser. Special thanks to Sonia Herrero. Subscribe today at nytimes.com/podcasts or on Apple Podcasts and Spotify. You can also subscribe via your favorite podcast app here https://www.nytimes.com/activate-access/audio?source=podcatcher. For more podcasts and narrated articles, download The New York Times app at nytimes.com/app.

9 Juli 202455min

Is Kamala Harris Underrated?

Is Kamala Harris Underrated?

If Joe Biden steps aside for the Democratic presidential nomination — still a very big if — the favorite to replace him is Vice President Kamala Harris. In recently leaked post-debate polling from Open Labs, Harris polled better than Biden in matchups against Trump.In 2019, Dana Goodyear wrote in The New Yorker, “As a Black, female law-and-order Democrat, Harris creates a kind of cognitive dissonance.” The profile Harris inhabited then would be welcome in an election year where disorder is on voters’ minds and the Republicans are nominating a convicted felon. But Harris hasn’t inhabited that political profile for years. And since becoming Biden’s vice president the conventional wisdom on her has shifted: She’s gone from rising star — many thought her “the next Obama” — to political underachiever.So I’ve had a few questions about Harris. What accounted for the fast fall from grace after she took the vice presidency? What happened to the smart-on-crime prosecutor we once saw? What has the White House done — or not done — to build her profile? And are critics of Harris fair, or is she underrated now?I’m joined by Elaina Plott Calabro, a staff writer at The Atlantic who traveled with Harris extensively for a major profile last year. I left this conversation with a very different theory of who Harris is, what her politics are and what led to the confusions of her vice presidency.Mentioned:“The Kamala Harris Problem” by Elaina Plott Calabro“Biden Plunges in Swing States in Leaked Post-Debate Poll” by Peter HambySmart on Crime by Kamala D. Harris, with Joan O'C. Hamilton ·Book Recommendations:Southerners by Marshall FradyThe Sheltering Sky by Paul BowlesThe Company She Keeps by Mary McCarthyThoughts? Guest suggestions? Email us at ezrakleinshow@nytimes.com.You can find transcripts (posted midday) and more episodes of “The Ezra Klein Show” at nytimes.com/ezra-klein-podcast. Book recommendations from all our guests are listed at https://www.nytimes.com/article/ezra-klein-show-book-recs.This episode of “The Ezra Klein Show” was produced by Elias Isquith. Fact-checking by Michelle Harris, with Kate Sinclair and Mary Marge Locker. Our senior engineer is Jeff Geld, with additional mixing by Isaac Jones and Aman Sahota. Our senior editor is Claire Gordon. The show’s production team also includes Annie Galvin, Rollin Hu and Kristin Lin. Original music by Isaac Jones. Audience strategy by Kristina Samulewski and Shannon Busta. The executive producer of New York Times Opinion Audio is Annie-Rose Strasser. Special thanks to Carole Sabouraud. Subscribe today at nytimes.com/podcasts or on Apple Podcasts and Spotify. You can also subscribe via your favorite podcast app here https://www.nytimes.com/activate-access/audio?source=podcatcher. For more podcasts and narrated articles, download The New York Times app at nytimes.com/app.

5 Juli 20241h 2min

How an Open Democratic Convention Would Work

How an Open Democratic Convention Would Work

After President Biden’s rough performance at the first presidential debate, the question of an open convention has roared to the front of Democratic politics. But how would an open convention work? What would be its risks? What would be its rewards? In February, after I first made the case for an open Democratic convention, I interviewed Elaine Kamarck to better understand what an open convention would look like. She literally wrote the book on how we choose presidential candidates, “Primary Politics: Everything You Need to Know About How America Nominates Its Presidential Candidates.” But her background here isn’t just theory. She’s worked on four presidential campaigns and on 10 nominating conventions — for both Democrats and Republicans. She’s a member of the Democratic National Committee’s Rules Committee. And her explanation of the mechanics and dynamics of open conventions was, for me, extremely helpful. It’s even more relevant now than it was then. Mentioned:The Lincoln Miracle by Ed AchornBook Recommendations:All the King’s Men by Robert Penn WarrenThe Making of the President 1960 by Theodore H. WhiteQuiet Revolution by Byron E. ShaferThoughts? Guest suggestions? Email us at ezrakleinshow@nytimes.com.You can find transcripts (posted midday) and more episodes of “The Ezra Klein Show” at nytimes.com/ezra-klein-podcast, and you can find Ezra on Twitter @ezraklein. Book recommendations from all our guests are listed at https://www.nytimes.com/article/ezra-klein-show-book-recs.This episode of “The Ezra Klein Show” was produced by Annie Galvin. Fact checking by Michelle Harris, with Kate Sinclair and Kristin Lin. Our senior engineer is Jeff Geld. Our senior editor is Claire Gordon. The show’s production team also includes Rollin Hu. Original music by Isaac Jones. Audience strategy by Kristina Samulewski and Shannon Busta. The executive producer of New York Times Opinion Audio is Annie-Rose Strasser. And special thanks to Sonia Herrero.This conversation was recorded in February 2024. Subscribe today at nytimes.com/podcasts or on Apple Podcasts and Spotify. You can also subscribe via your favorite podcast app here https://www.nytimes.com/activate-access/audio?source=podcatcher. For more podcasts and narrated articles, download The New York Times app at nytimes.com/app.

2 Juli 20241h 2min

What Is the Democratic Party For?

What Is the Democratic Party For?

Top Democrats have closed ranks around Joe Biden since the debate. Should they? Mentioned:“This Isn’t All Joe Biden’s Fault” by Ezra Klein“Democrats Have a Better Option Than Biden” by The Ezra Klein Show“Here’s How an Open Democratic Convention Would Work” with Elaine Kamarck on The Ezra Klein ShowThe Hollow Parties by Daniel Schlozman and Sam RosenfeldThoughts? Guest suggestions? Email us at ezrakleinshow@nytimes.com.You can find transcripts (posted midday) and more episodes of “The Ezra Klein Show” at nytimes.com/ezra-klein-podcast. Book recommendations from all our guests are listed at https://www.nytimes.com/article/ezra-klein-show-book-recs.This audio essay was produced by Rollin Hu and Kristin Lin. Fact-Checking by Jack McCordick and Michelle Harris. Mixing by Efim Shapiro. Our senior editor is Claire Gordon. The show’s production team also includes Annie Galvin, Jeff Geld, Elias Isquith and Aman Sahota. Original music by Isaac Jones. Audience strategy by Kristina Samulewski and Shannon Busta. The executive producer of New York Times Opinion Audio is Annie-Rose Strasser. Subscribe today at nytimes.com/podcasts or on Apple Podcasts and Spotify. You can also subscribe via your favorite podcast app here https://www.nytimes.com/activate-access/audio?source=podcatcher. For more podcasts and narrated articles, download The New York Times app at nytimes.com/app.

30 Juni 202417min

After That Debate, the Risk of Biden Is Clear

After That Debate, the Risk of Biden Is Clear

I joined my Times Opinion colleagues Ross Douthat and Michelle Cottle to discuss the debate — and what Democrats might do next.Mentioned:“The Biden and Trump Weaknesses That Don’t Get Enough Attention” by Ross Douthat“Trump’s Bold Vision for America: Higher Prices!” with Matthew Yglesias on The Ezra Klein Show“Democrats Have a Better Option Than Biden” on The Ezra Klein Show“Here’s How an Open Democratic Convention Would Work” with Elaine Kamarck on The Ezra Klein ShowGretchen Whitmer on The Interview“The Republican Party’s Decay Began Long Before Trump” with Sam Rosenfeld and Daniel Schlozman on The Ezra Klein ShowThoughts? Guest suggestions? Email us at ezrakleinshow@nytimes.com. You can find transcripts (posted midday) and more episodes of “The Ezra Klein Show” at nytimes.com/ezra-klein-podcast. Book recommendations from all our guests are listed at https://www.nytimes.com/article/ezra-klein-show-book-recs. Subscribe today at nytimes.com/podcasts or on Apple Podcasts and Spotify. You can also subscribe via your favorite podcast app here https://www.nytimes.com/activate-access/audio?source=podcatcher. For more podcasts and narrated articles, download The New York Times app at nytimes.com/app.

28 Juni 202451min

Trump’s Bold Vision for America: Higher Prices!

Trump’s Bold Vision for America: Higher Prices!

Donald Trump has made inflation a central part of his campaign message. At his rallies, he rails against “the Biden inflation tax” and “crooked Joe’s inflation nightmare,” and promises that in a second Trump term, “inflation will be in full retreat.”But if you look at Trump’s actual policies, that wouldn’t be the case at all. Trump has a bold, ambitious agenda to make prices much, much higher. He’s proposing a 10 percent tariff on imported goods, and a 60 percent tariff on products from China. He wants to deport huge numbers of immigrants. And he’s made it clear that he’d like to replace the Federal Reserve chair with someone more willing to take orders from him. It’s almost unimaginable to me that you would run on this agenda at a time when Americans are so mad about high prices. But I don’t think people really know that’s what Trump is vowing to do.So to drill into the weeds of Trump’s plans, I decided to call up an old friend. Matt Yglesias is a Bloomberg Opinion columnist and the author of the Slow Boring newsletter, where he’s been writing a lot about Trump’s proposals. We also used to host a policy podcast together, “The Weeds.”In this conversation, we discuss what would happen to the economy, especially in terms of inflation, if Trump actually did what he says he wants to do; what we can learn from how Trump managed the economy in his first term; and why more people aren’t sounding the alarm.Mentioned:“Trump’s new economic plan is terrible” by Matthew Yglesias“Never mind: Wall Street titans shake off qualms and embrace Trump” by Sam Sutton“How Far Trump Would Go” by Eric CortellessaBook Recommendations:Take Back the Game by Linda Flanagan1177 B.C. by Eric H. ClineThe Rise of the G.I. Army, 1940-1941 by Paul DicksonThoughts? Guest suggestions? Email us at ezrakleinshow@nytimes.com.You can find transcripts (posted midday) and more episodes of “The Ezra Klein Show” at nytimes.com/ezra-klein-podcast. Book recommendations from all our guests are listed at https://www.nytimes.com/article/ezra-klein-show-book-recs.This episode of “The Ezra Klein Show” was produced by Rollin Hu. Fact-checking by Kate Sinclair and Mary Marge Locker. Mixing by Isaac Jones, with Aman Sahota. Our senior editor is Claire Gordon. The show’s production team also includes Annie Galvin, Elias Isquith and Kristin Lin. Original music by Isaac Jones. Audience strategy by Kristina Samulewski and Shannon Busta. The executive producer of New York Times Opinion Audio is Annie-Rose Strasser. Special thanks to Sonia Herrero, Adam Posen and Michael Strain. Subscribe today at nytimes.com/podcasts or on Apple Podcasts and Spotify. You can also subscribe via your favorite podcast app here https://www.nytimes.com/activate-access/audio?source=podcatcher. For more podcasts and narrated articles, download The New York Times app at nytimes.com/app.

21 Juni 20241h 32min

The Biggest Political Divide Is Not Left vs. Right

The Biggest Political Divide Is Not Left vs. Right

The biggest divide in our politics isn’t between Democrats and Republicans, or even left and right. It’s between people who follow politics closely, and those who pay almost no attention to it. If you’re in the former camp — and if you’re reading this, you probably are — the latter camp can seem inscrutable. These people hardly ever look at political news. They hate discussing politics. But they do care about issues and candidates, and they often vote.As the 2024 election takes shape, this bloc appears crucial to determining who wins the presidency. An NBC News poll from April found that 15 percent of voters don’t follow political news, and Donald Trump was winning them by 26 points.Yanna Krupnikov studies exactly this kind of voter. She’s a professor of communication and media at the University of Michigan and an author, with John Barry Ryan, of “The Other Divide: Polarization and Disengagement in American Politics.” The book examines how the chasm between the deeply involved and the less involved shapes politics in America. I’ve found it to be a helpful guide for understanding one of the most crucial dynamics emerging in this year’s election: the swing to Trump from President Biden among disengaged voters.In this conversation, we discuss how politically disengaged voters relate to politics; where they get their information about politics and how they form opinions; and whether major news events, like Trump’s recent conviction, might sway them.Mentioned:“The ‘Need for Chaos’ and Motivations to Share Hostile Political Rumors” by Michael Bang Petersen, Mathias Osmundsen and Kevin ArceneauxHooked by Markus Prior“The Political Influence of Lifestyle Influencers? Examining the Relationship Between Aspirational Social Media Use and Anti-Expert Attitudes and Beliefs” by Ariel Hasell and Sedona Chinn“One explanation for the 2024 election’s biggest mystery” by Eric LevitzBook Recommendations:What Goes Without Saying by Taylor N. Carlson and Jaime E. SettleThrough the Grapevine by Taylor N. CarlsonSorry I’m Late, I Didn’t Want to Come by Jessica PanThoughts? Guest suggestions? Email us at ezrakleinshow@nytimes.com.You can find transcripts (posted midday) and more episodes of “The Ezra Klein Show” at nytimes.com/ezra-klein-podcast. Book recommendations from all our guests are listed at https://www.nytimes.com/article/ezra-klein-show-book-recs.This episode of “The Ezra Klein Show” was produced by Annie Galvin. Fact-checking by Michelle Harris. Our senior engineer is Jeff Geld, with additional mixing by Efim Shapiro and Aman Sahota. Our senior editor is Claire Gordon. The show’s production team also includes Rollin Hu, Elias Isquith and Kristin Lin. Original music by Isaac Jones. Audience strategy by Kristina Samulewski and Shannon Busta. The executive producer of New York Times Opinion Audio is Annie-Rose Strasser. Special thanks to Sonia Herrero. Subscribe today at nytimes.com/podcasts or on Apple Podcasts and Spotify. You can also subscribe via your favorite podcast app here https://www.nytimes.com/activate-access/audio?source=podcatcher. For more podcasts and narrated articles, download The New York Times app at nytimes.com/app.

18 Juni 20241h 10min

The View From the Israeli Right

The View From the Israeli Right

On Tuesday I got back from an eight-day trip to Israel and the West Bank. I happened to be there on the day that Benny Gantz resigned from the war cabinet and called on Prime Minister Benjamin Netanyahu to schedule new elections, breaking the unity government that Israel had had since shortly after Oct. 7.There is no viable left wing in Israel right now. There is a coalition that Netanyahu leads stretching from right to far right and a coalition that Gantz leads stretching from center to right. In the early months of the war, Gantz appeared ascendant as support for Netanyahu cratered. But now Netanyahu’s poll numbers are ticking back up.So one thing I did in Israel was deepen my reporting on Israel’s right. And there, Amit Segal’s name kept coming up. He’s one of Israel’s most influential political analysts and the author of “The Story of Israeli Politics” is coming out in English.Segal and I talked about the political differences between Gantz and Netanyahu, the theory of security that’s emerging on the Israeli right, what happened to the Israeli left, the threat from Iran and Hezbollah and how Netanyahu is trying to use President Biden’s criticism to his political advantage.Mentioned:“Biden May Spur Another Netanyahu Comeback” by Amit SegalBook Recommendations:The Years of Lyndon Johnson Series by Robert A. CaroThe World of Yesterday by Stefan ZweigThe Object of Zionism by Zvi EfratThe News from Waterloo by Brian CathcartThoughts? Guest suggestions? Email us at ezrakleinshow@nytimes.com.You can find transcripts (posted midday) and more episodes of “The Ezra Klein Show” at nytimes.com/ezra-klein-podcast. Book recommendations from all our guests are listed at https://www.nytimes.com/article/ezra-klein-show-book-recs.This episode of “The Ezra Klein Show” was produced by Claire Gordon. Fact-checking by Michelle Harris with Kate Sinclair. Our senior engineer is Jeff Geld, with additional mixing by Aman Sahota. Our senior editor is Claire Gordon. The show’s production team also includes Annie Galvin, Rollin Hu, Elias Isquith and Kristin Lin. Original music by Isaac Jones. Audience strategy by Kristina Samulewski and Shannon Busta. The executive producer of New York Times Opinion Audio is Annie-Rose Strasser. And special thanks to Sonia Herrero. Subscribe today at nytimes.com/podcasts or on Apple Podcasts and Spotify. You can also subscribe via your favorite podcast app here https://www.nytimes.com/activate-access/audio?source=podcatcher. For more podcasts and narrated articles, download The New York Times app at nytimes.com/app.

14 Juni 202455min

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