Prediction Markets

Question A:

Prediction markets provide substantially more accurate forecasts of key macro-financial variables than traditional sources such as surveys of professional forecasters.

Responses weighted by each expert's confidence

Question B:

Retail market participants would be measurably better off if sports contracts on prediction markets were regulated more like gambling than like financial derivatives.

Responses weighted by each expert's confidence

Question A Participant Responses

Participant University Vote Confidence Bio/Vote History
Acharya
Viral Acharya
NYU Stern
Uncertain
7
Bio/Vote History
Depends on whether the prediction market participants represent a good sampling of investors (firms, households, ....).
Campbell
John Campbell
Harvard
Agree
5
Bio/Vote History
Cochrane
John Cochrane
Hoover Institution Stanford
Agree
7
Bio/Vote History
Diamond
Douglas Diamond
Chicago Booth
Uncertain
4
Bio/Vote History
Du
Wenxin Du
HBS
Disagree
8
Bio/Vote History
Duffie
Darrell Duffie
Stanford
Uncertain
2
Bio/Vote History
Fama
Eugene Fama
Chicago Booth
Agree
4
Bio/Vote History
Gabaix
Xavier Gabaix
Harvard
No Opinion
Bio/Vote History
Goldstein
Itay Goldstein
UPenn Wharton
Agree
9
Bio/Vote History
Graham
John Graham
Duke Fuqua
Uncertain
6
Bio/Vote History
Harvey
Campbell R. Harvey
Duke Fuqua
Disagree
9
Bio/Vote History
1. Prediction markets might be slightly more accurate - they are certainly not "substantially" more accurate. 2. The prediction market data are limited making it challenging to conduct a statistical test.
Hong
Harrison Hong
Columbia
Uncertain
8
Bio/Vote History
Jiang
Wei Jiang
Emory Goizueta
Uncertain
3
Bio/Vote History
Kaplan
Steven Kaplan
Chicago Booth
Agree
3
Bio/Vote History
Kashyap
Anil Kashyap
Chicago Booth
Agree
3
Bio/Vote History
The SPF, in particular, has plenty of stale forecasts. For the prediction markets that are deep, they will do better.
Krishnamurthy
Arvind Krishnamurthy
Stanford GSB
Agree
7
Bio/Vote History
Kuhnen
Camelia Kuhnen
UNC Kenan-Flagler
Disagree
4
Bio/Vote History
Lowry
Michelle Lowry
Drexel LeBow
Disagree
5
Bio/Vote History
Ludvigson
Sydney Ludvigson
NYU
Uncertain
8
Bio/Vote History
samples too short
Maggiori
Matteo Maggiori
Stanford GSB
Uncertain
1
Bio/Vote History
Mester
Loretta Mester
UPenn Wharton
Strongly Disagree
10
Bio/Vote History
Moskowitz
Tobias Moskowitz
Yale School of Management
Strongly Agree
10
Bio/Vote History
Markets are better aggregators of information.
Muir
Tyler Muir
UCLA Anderson
Uncertain
3
Bio/Vote History
Not sure substantially more accurate. The advantage of prediction markets for some macro variables is real-time higher frequency data (particularly useful for measuring real-time responses to events). That provides useful information.
Nagel
Stefan Nagel
Chicago Booth
Uncertain
6
Bio/Vote History
Probably a little better, but given the empirical evidence available so far, not "substantially" so. But clearly more timely.
-see background information here
Papanikolaou
Dimitris Papanikolaou
Northwestern Kellogg
Uncertain
6
Bio/Vote History
If the outcomes are fairly idiosyncratic and unrelated to aggregate conditions, then this is true assuming prediction markers are fairly liquid and free of manipulation. If the outcomes are related to macro conditions, then prices of these contracts may embed a risk adjustment
Parker
Jonathan Parker
MIT Sloan
Agree
6
Bio/Vote History
Prediction markets provide continuously updated predictions, while survey measures are infrequent and so are often relatively stale.
Parlour
Christine Parlour
Berkeley Haas
Agree
7
Bio/Vote History
Philippon
Thomas Philippon
NYU Stern Did Not Answer Bio/Vote History
Puri
Manju Puri
Duke Fuqua Did Not Answer Bio/Vote History
Roberts
Michael R. Roberts
UPenn Wharton
Uncertain
6
Bio/Vote History
Sapienza
Paola Sapienza
Hoover Institution Stanford Did Not Answer Bio/Vote History
Seru
Amit Seru
Stanford GSB
Uncertain
1
Bio/Vote History
Stambaugh
Robert Stambaugh
UPenn Wharton
Uncertain
3
Bio/Vote History
Starks
Laura Starks
UT Austin McCombs
Disagree
3
Bio/Vote History
The research in this area is incomplete.
Stein
Jeremy Stein
Harvard
Uncertain
2
Bio/Vote History
Stroebel
Johannes Stroebel
NYU Stern
No Opinion
Bio/Vote History
Thesmar
David Thesmar
MIT Sloan
Agree
10
Bio/Vote History
It's adding information to the SPF and other forecasts, it's like adding more forecasters, incentivized but not necessarily as well informed. but it can only reduce the MSE
Titman
Sheridan Titman
UT Austin McCombs
Uncertain
7
Bio/Vote History
Van Nieuwerburgh
Stijn Van Nieuwerburgh
Columbia Business School
Disagree
5
Bio/Vote History
prediction markets are a valuable complement to surveys because they are continuous, high-frequency, incentive-compatible, and can reveal a full probability distribution rather than just point forecasts or forecaster disagreement.
-see background information here
Wallace
Nancy Wallace
Berkeley Haas
Strongly Disagree
8
Bio/Vote History
The potential for financially related manipulation is substantially higher with poly-market type betting.
Whited
Toni Whited
UMich Ross School
Agree
2
Bio/Vote History
Zhu
Haoxiang Zhu
MIT Sloan
Uncertain
5
Bio/Vote History
Eventually, prediction markets can prove useful in aggregation information about macroeconomic conditions, but a prerequisite is meaningful investor participation.

Question B Participant Responses

Participant University Vote Confidence Bio/Vote History
Acharya
Viral Acharya
NYU Stern
Uncertain
7
Bio/Vote History
Again,this could depend on the kind of series that is being forecasted based on the bets. In some cases, retail investors would be better off not being ripped off by insiders privy to information. In others, they could be better off just not taking on leverage or bets.
Campbell
John Campbell
Harvard
Agree
5
Bio/Vote History
Sports contracts on prediction markets have attracted extraordinary volume because they sidestep state gambling regulations. This creates meaningful risk of gambling addiction (witness the recent case of the New Haven, CT police chief).
Cochrane
John Cochrane
Hoover Institution Stanford
Uncertain
5
Bio/Vote History
Diamond
Douglas Diamond
Chicago Booth
Uncertain
3
Bio/Vote History
Du
Wenxin Du
HBS
Agree
7
Bio/Vote History
Duffie
Darrell Duffie
Stanford
Agree
6
Bio/Vote History
Although the CFTC is more expert on insider trading, it may not be as well tuned to consumer protection issues that come up in gambling. It's a judgement call here.
Fama
Eugene Fama
Chicago Booth
Strongly Agree
3
Bio/Vote History
Gabaix
Xavier Gabaix
Harvard
Disagree
6
Bio/Vote History
Goldstein
Itay Goldstein
UPenn Wharton
Uncertain
6
Bio/Vote History
Graham
John Graham
Duke Fuqua
Agree
8
Bio/Vote History
Harvey
Campbell R. Harvey
Duke Fuqua
Disagree
6
Bio/Vote History
In the current regulated sports-better regime, the vig is 5-10%. In predictions markets, the fees are only 1-2%. If being sport-betting regulation of prediction markets increases costs similar the current sports betting market, that is bad for users.
Hong
Harrison Hong
Columbia
Agree
7
Bio/Vote History
Jiang
Wei Jiang
Emory Goizueta
Strongly Agree
3
Bio/Vote History
Kaplan
Steven Kaplan
Chicago Booth
Uncertain
3
Bio/Vote History
Kashyap
Anil Kashyap
Chicago Booth
Uncertain
3
Bio/Vote History
A lot of the really troubling stuff is illegal either way, probably depends on how well enforced the rules will be and that depends on the resources of the regulators.
Krishnamurthy
Arvind Krishnamurthy
Stanford GSB
Agree
8
Bio/Vote History
Kuhnen
Camelia Kuhnen
UNC Kenan-Flagler
Strongly Disagree
4
Bio/Vote History
Lowry
Michelle Lowry
Drexel LeBow
Agree
5
Bio/Vote History
Ludvigson
Sydney Ludvigson
NYU
No Opinion
Bio/Vote History
An essentially contested concept. Be they gamblers or traders, everyone wants to be "better off," but no agreement on what that means
Maggiori
Matteo Maggiori
Stanford GSB
No Opinion
Bio/Vote History
Mester
Loretta Mester
UPenn Wharton
Strongly Agree
10
Bio/Vote History
If it looks like a duck and quacks like a duck, it's a duck (and should be subject to the same set of regulations regardless of platform).
Moskowitz
Tobias Moskowitz
Yale School of Management
Strongly Disagree
10
Bio/Vote History
Markets are far more efficient and transparent than gambling books and provide continuous pricing, market clearing, and informational efficiency.
Muir
Tyler Muir
UCLA Anderson
Uncertain
3
Bio/Vote History
I agree that is what they are. I am uncertain on measurably better off. Sports gambling is already now legal in most states
Nagel
Stefan Nagel
Chicago Booth
Uncertain
3
Bio/Vote History
Depends on prevalence and weighting of enjoyment/fun vs. self-control problems, addiction, etc.
Papanikolaou
Dimitris Papanikolaou
Northwestern Kellogg
Uncertain
1
Bio/Vote History
Parker
Jonathan Parker
MIT Sloan
Agree
8
Bio/Vote History
Gambling platforms do fine while protecting those with addiction problems or financial ill literacy, and while regulated to prevent fraud and consumer abuse, but also competition under a common regulatory framework would be good for consumers.
Parlour
Christine Parlour
Berkeley Haas
Strongly Agree
7
Bio/Vote History
Philippon
Thomas Philippon
NYU Stern Did Not Answer Bio/Vote History
Puri
Manju Puri
Duke Fuqua Did Not Answer Bio/Vote History
Roberts
Michael R. Roberts
UPenn Wharton
Uncertain
5
Bio/Vote History
Sapienza
Paola Sapienza
Hoover Institution Stanford Did Not Answer Bio/Vote History
Seru
Amit Seru
Stanford GSB
Uncertain
1
Bio/Vote History
Stambaugh
Robert Stambaugh
UPenn Wharton
Disagree
6
Bio/Vote History
Starks
Laura Starks
UT Austin McCombs
Uncertain
3
Bio/Vote History
It depends on how measurably better off is defined. They could benefit from greater consumer protection measures, but there could also be higher costs and less access.
Stein
Jeremy Stein
Harvard
Agree
3
Bio/Vote History
Stroebel
Johannes Stroebel
NYU Stern
Agree
1
Bio/Vote History
Thesmar
David Thesmar
MIT Sloan
Disagree
7
Bio/Vote History
Gambling leads to very well-documented and severe addiction, hence the logic for invasive paternalistic regulation. I would be very hesitant to extend such a regulation until the addiction concerns are documented.
Titman
Sheridan Titman
UT Austin McCombs
Agree
5
Bio/Vote History
Van Nieuwerburgh
Stijn Van Nieuwerburgh
Columbia Business School
Strongly Agree
4
Bio/Vote History
Sports prediction contracts appear much closer to gambling than to socially useful derivatives. The evidence on sports betting points to overoptimism, losses, and self-control problems among retail participants, which supports gambling-style consumer protection.
-see background information here
Wallace
Nancy Wallace
Berkeley Haas
Strongly Agree
10
Bio/Vote History
Given the current lack of oversight including the recent basketball manipulation scandals, the potential and realized experience in other professional sports, and the increased monetization of college athletes and sports via broadcasting royalty contracts to universities.
Whited
Toni Whited
UMich Ross School
Agree
2
Bio/Vote History
Zhu
Haoxiang Zhu
MIT Sloan
Agree
8
Bio/Vote History
The CFTC regulatory framework at the Federal level is designed primarily for professional investors and large market participants, not for retail investors.