Edge Master Class 2015 with Philip Tetlock
— A Short Course in Superforecasting —

| Class 1 | Class 2 | Class 3 | Class 4 | Class 5 |

Philip Tetlock:    What I want to do today is three things: I want to clear up some confusion from last time about counterfactual reasoning and how it’s intertwined with superforecasting; I want to link up some of the things that are in the final sets of slides on sacred values and taboo cognition and superforecasting; Then, I want to give you some examples of superforecasting in action and talk about condensing it all into four big problems and one killer app solution.

"The interesting thing is that this is not about a latest trend that might scale in one or two years, but about real change that might take a decade or two. Also, these masterclasses are not only much more profound than any of the conferences popularizing contemporary intellectualism. The possibility to spend that much time with the clairvoyants in a setting like this also gives you a sense of community so much greater than any of the advertised."

Enjoy!

Best,

John Brockman
Editor, Edge 

PHILIP E. TETLOCK, Political and Social Scientist, is the Annenberg University Professor at the University of Pennsylvania, with appointments in Wharton, psychology and political science. He is co-leader of the Good Judgment Project, a multi-year forecasting study, the author of Expert Political Judgment and (with Aaron Belkin) Counterfactual Thought Experiments in World Politics, and co-author (with Dan Gardner) of Superforecasting: The Art & Science of Prediction  (forthcoming, US, Crown, September 29th; UK, Random House, September 24th). Further reading on Edge: "How To Win At Forecasting: A Conversation with Philip Tetlock" (December 6, 2012). Philip Tetlock's Edge Bio Page.

US

UK

ATTENDEES:
Robert Axelrod, Political Scientist; Walgreen Professor for the Study of Human Understanding, U. Michigan; Author, The Evolution of Cooperation; Member, National Academy of Sciences; Recipient, the National Medal of Science; Stewart Brand, Founder, The Whole Earth Catalog; Co-Founder, The Well; Co-Founder, The Long Now Foundation; Author, Whole Earth Discipline; John Brockman, Editor, Edge; Author, The Third Culture; Rodney Brooks, Panasonic Professor of Robotics (emeritus), MIT; Founder, Chmn/CTO, Rethink Robotics; Author, Flesh and Machines; Brian Christian, Philosopher, Computer Scientist, Poet; Author, The Most Human Human; Wael Ghonim, Pro-democracy leader of the Tarir Square demonstrations in Egypt; Anonymous administrator of the Facebook page, "We are all Khaled Saeed"; W. Daniel Hillis, Physicist; Computer Scientist; Chairman, Applied Minds; Author, The Pattern on the Stone; Jennifer Jacquet, Assistant Professor of Environmental Studies, NYU; Author, Is Shame Necessary?; Daniel Kahneman, Professor Emeritus of Psychology, Princeton; Author, Thinking, Fast and Slow; Winner of the 2013 Presidential Medal of Freedom; Recipient of the 2002 Nobel Prize in Economic Sciences; Salar Kamangar, Senior Vice President, Google; Fmr head of YouTube; Dean Kamen, Inventor and Entrepreneur, DEKA Research;  Andrian Kreye, Feuilleton Editor, Sueddeutsche Zeitung, Munich; Peter Lee, Corp. VP, Microsoft Research; Former Founder / Director, DARPA's technology office; Former Head, Carnegie Mellon Computer Science Department & CMU's Vice Provost for Research; Margaret Levi, Political Scientist, Director, Center For Advanced Study in Behavioral Sciences (CASBS), Stanford University; Barbara Mellers, Psychologist; George Heyman University Professor at UPennsylvania; Past President, Society of Judgment and Decision Making; Ludwig Siegele, Technology Editor, The Economist; Rory Sutherland, Executive Creative Director and Vice-Chairman, OgilvyOne London; Vice-Chairman, Ogilvy & Mather UK; Columnist, The Spectator; Philip Tetlock, Political and Social Scientist; Annenberg University Professor at UPenn; Author, Expert Political Judgment; and (with Dan Gardner) Superforecasting (forthcoming); Anne Treisman, James S. McDonnell Distinguished University Professor Emeritus of Psychology at Princeton; Recipient, National Medal of Science; D.A.Wallach, Recording Artist; Songwriter; Artist in Residence, Spotify; Hi-Tech Investor

"La Miravalle" at Spring Mountain Vineyard

The Office for Anticipating Surprise
by Andrian Kreye, Feuilleton Editor
English translation by Arya Kamangar
[Click on image for English-language translation.] 

In the circle of clairvoyants: At a vineyard north of San Francisco, Philip Tetlock of the University of Pennsylvania (left) presented his findings. Initially skeptical was Nobel Laureate Kahneman (third from left). Photo: John Brockman / edge.org

CLASS I — Forecasting Tournaments: What We Discover When We Start Scoring Accuracy

It is as though high status pundits have learned a valuable survival skill, and that survival skill is they've mastered the art of appearing to go out on a limb without actually going out on a limb. They say dramatic things but there are vague verbiage quantifiers connected to the dramatic things. It sounds as though they're saying something very compelling and riveting. There's a scenario that's been conjured up in your mind of something either very good or very bad. It's vivid, easily imaginable.

It turns out, on close inspection they're not really saying that's going to happen. They're not specifying the conditions, or a time frame, or likelihood, so there's no way of assessing accuracy. You could say these pundits are just doing what a rational pundit would do because they know that they live in a somewhat stochastic world. They know that it's a world that frequently is going to throw off surprises at them, so to maintain their credibility with their community of co-believers they need to be vague. It's an essential survival skill. There is some considerable truth to that, and forecasting tournaments are a very different way of proceeding. Forecasting tournaments require people to attach explicit probabilities to well-defined outcomes in well-defined time frames so you can keep score.

CLASS II — Tournaments: Prying Open Closed Minds in Unnecessarily Polarized Debates

Tournaments have a scientific value. They help us test a lot of psychological hypotheses about the drivers of accuracy, they help us test statistical ideas; there are a lot of ideas we can test in tournaments. Tournaments have a value inside organizations and businesses. A more accurate probability helps to price options better on Wall Street, so they have value. 

I wanted to focus more on what I see as the wider societal value of tournaments and the potential value of tournaments in depolarizing unnecessarily polarizing policy debates. In short, making us more civilized. ... 

There is well-developed research literature on how to measure accuracy. There is not such well-developed research literature on how to measure the quality of questions. The quality of questions is going to be absolutely crucial if we want tournaments to be able to play a role in tipping the scales of plausibility in important debates, and if you want tournaments to play a role in incentivizing people to behave more reasonably in debates.

CLASS III — Counterfactual History: The Elusive Control Groups in Policy Debates

There's a picture of two people on slide seventy-two, one of whom is one of the most famous historians in the 20th century, E.H. Carr, and the other of whom is a famous economic historian at the University of Chicago, Robert Fogel. They could not have more different attitudes toward the importance of counterfactuals in history. For E.H. Carr, counterfactuals were a pestilence, they were a frivolous parlor game, a methodological rattle, a sore loser's history. It was a waste of cognitive effort to think about counterfactuals. You should think about history the way it did unfold and figure out why it had to unfold the way it did—almost a prescription for hindsight bias. 

Robert Fogel, on the other hand, approached it more like a scientist. He quite correctly recognized that if you want to draw causal inferences from any historical sequence, you have to make assumptions about what would have happened if the hypothesized cause had taken on a different value. That's a counterfactual. You had this interesting tension. Many historians do still agree, in some form, with E.H. Carr. Virtually all economic historians would agree with Robert Fogel, who's one of the pivital people in economic history; he won a Nobel Prize. But there's this very interesting tension between people who are more open or less open to thinking about counterfactuals. Why that is, is something that is worth exploring.

CLASS IV — Skillful Backward and Forward Reasoning in Time: Superforecasting Requires "Counterfactualizing"

A famous economist, Albert Hirschman, had a wonderful phrase, "self-subversion." Some people, he thought, were capable of thinking in self-subverting ways. What would a self-subverting liberal or conservative say about the Cold War? A self-subverting liberal might say, "I don’t like Reagan. I don’t think he was right, but yes, there may be some truth to the counterfactual that if he hadn’t been in power and doing what he did, the Soviet Union might still be around." A self-subverting conservative might say, "I like Reagan a lot, but it’s quite possible that the Soviet Union would have disintegrated anyway because there were lots of other forces in play."
        
Self-subversion is an integral part of what makes superforecasting cognition work. It’s the willingness to tolerate dissonance. It’s hard to be an extremist when you engage in self-subverting counterfactual cognition. That’s the first example. The second example deals with how regular people think about fate and how superforecasters think about it, which is, they don’t. Regular people often invoke fate, "it was meant to be," as an explanation for things.

CLASS V — Condensing it All Into Four Big Problems and a Killer App Solution

The beauty of forecasting tournaments is that they’re pure accuracy games that impose an unusual monastic discipline on how people go about making probability estimates of the possible consequences of policy options. It’s a way of reducing escape clauses for the debaters, as well as reducing motivated reasoning room for the audience.

Tournaments, if they’re given a real shot, have a potential to raise the quality of debates by incentivizing competition to be more accurate and reducing functionalist blurring that makes it so difficult to figure out who is closer to the truth. 

This can't be the end of human evolution. We have to go someplace else.                                 

It's quite remarkable. It's moved people off of personal computers. Microsoft's business, while it's a huge monopoly, has stopped growing. There was this platform change. I'm fascinated to see what the next platform is going to be. It's totally up in the air, and I think that some form of augmented reality is possible and real. Is it going to be a science-fiction utopia or a science-fiction nightmare? It's going to be a little bit of both.                              

JOHN MARKOFF is a Pulitzer Prize-winning journalist who covers science and technology for The New York Times. His most recent book is the forthcoming Machines of Loving Grace: The Quest for Common Ground Between Humans and Robots. John Markoff's Edge Bio Page

THE NEXT WAVE

I'm in an interesting place in my career, and it's an interesting time in Silicon Valley. I grew up in Silicon Valley, but it's something I've been reporting about since 1977, which is this Moore's Law acceleration. Over the last five years, another layer has been added to the Moore's Law discussion, with Kurzweil and people like him arguing that we're on the brink of self-aware machines. Just recently, Gates and Musk and Hawking have all been saying that this is an existential threat to humankind. I simply don't see it. If you begin to pick it apart, their argument and the fundamental argument of Silicon Valley, it's all about this exponential acceleration that comes out of the semiconductor industry. I suddenly discovered it was over.                

Now, it may not be over forever, but it's clearly paused. All the things that have been driving everything that I do, the kinds of technology that have emerged out of here that have changed the world, have ridden on the fact that the cost of computing doesn't just fall, it falls at an accelerating rate. And guess what? In the last two years, the price of each transistor has stopped falling. That's a profound moment.