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Igor Grossmann, Amanda Rotella, Cendri A. Hutcherson, Konstantyn Sharpinskyi, Michael E. W. Varnum, Sebastian Achter...Tom Wilkening (2023). Insights into the accuracy of social scientists’ forecasts of societal change. Nature Human Behaviour. 7 (4), 484-501
I. Grossmann et al., "Insights into the accuracy of social scientists’ forecasts of societal change", in Nature Human Behaviour, vol. 7, no. 4, pp. 484-501, 2023
@article{grossmann2023_1734635199082, author = "Igor Grossmann and Amanda Rotella and Cendri A. Hutcherson and Konstantyn Sharpinskyi and Michael E. W. Varnum and Sebastian Achter and Mandeep K. Dhami and Xinqi Evie Guo and Mane Kara-Yakoubian and David R. Mandel and Louis Raes and Louis Tay and Aymeric Vie and Lisa Wagner and Matúš Adamkovič and Arash Arami and Arriaga, P. and Kasun Bandara and Gabriel Banik and František Bartoš and Ernest Baskin and Christoph Bergmeir and Michał Białek and Caroline K. Børsting and Dillon T. Browne and Eugene M. Caruso and Rong Chen and Bin-Tzong Chie and William J. Chopik and Robert N. Collins and Chin Wen Cong and Lucian G. Conway and Matthew Davis and Martin V. Day and Nathan A. Dhaliwal and Justin D. Durham and Martyna Dziekan and Christian T. Elbaek and Eric Shuman and Marharyta Fabrykant and Mustafa Firat and Geoffrey T. Fong and Jeremy A. Frimer and Jonathan M. Gallegos and Simon B. Goldberg and Anton Gollwitzer and Julia Goyal and Lorenz Graf-Vlachy and Scott D. Gronlund and Sebastian Hafenbrädl and Andree Hartanto and Matthew J. Hirshberg and Matthew J. Hornsey and Piers D. L. Howe and Anoosha Izadi and Bastian Jaeger and Pavol Kačmár and Yeun Joon Kim and Ruslan Krenzler and Daniel G. Lannin and Hung-Wen Lin and Nigel Mantou Lou and Verity Y. Q. Lua and Aaron W. Lukaszewski and Albert L. Ly and Christopher R. Madan and Maximilian Maier and Nadyanna M. Majeed and David S. March and Abigail A. Marsh and Michal Misiak and Kristian Ove R. Myrseth and Jaime M. Napan and Jonathan Nicholas and Konstantinos Nikolopoulos and Jiaqing O and Tobias Otterbring and Mariola Paruzel-Czachura and Shiva Pauer and John Protzko and Quentin Raffaelli and Ivan Ropovik and Robert M. Ross and Yefim Roth and Espen Røysamb and Landon Schnabel and Astrid Schütz and Matthias Seifert and A. T. Sevincer and Garrick T. Sherman and Otto Simonsson and Ming-Chien Sung and Chung-Ching Tai and Thomas Talhelm and Bethany A. Teachman and Philip E. Tetlock and Dimitrios Thomakos and Dwight C. K. Tse and Oliver J. Twardus and Joshua M. Tybur and Lyle Ungar and Daan Vandermeulen and Leighton Vaughan Williams and Hrag A. Vosgerichian and Qi Wang and Ke Wang and Mark E. Whiting and Conny E. Wollbrant and Tao Yang and Kumar Yogeeswaran and Sangsuk Yoon and Ventura R. Alves and Jessica R. Andrews-Hanna and Paul A. Bloom and Anthony Boyles and Loo Charis and Mingyeong Choi and Sean Darling-Hammond and Z. E. Ferguson and Cheryl R. Kaiser and Simon T. Karg and Alberto López Ortega and Lori Mahoney and Melvin S. Marsh and Marcellin F. R. C. Martinie and Eli K. Michaels and Philip Millroth and Jeanean B. Naqvi and Weiting Ng and Robb B. Rutledge and Peter Slattery and Adam H. Smiley and Oliver Strijbis and Daniel Sznycer and Eli Tsukayama and Austin van Loon and Jan G. Voelkel and Margaux N. A. Wienk and Tom Wilkening", title = "Insights into the accuracy of social scientists’ forecasts of societal change", journal = "Nature Human Behaviour", year = "2023", volume = "7", number = "4", doi = "10.1038/s41562-022-01517-1", pages = "484-501", url = "https://www.nature.com/articles/s41562-022-01517-1" }
TY - JOUR TI - Insights into the accuracy of social scientists’ forecasts of societal change T2 - Nature Human Behaviour VL - 7 IS - 4 AU - Igor Grossmann AU - Amanda Rotella AU - Cendri A. Hutcherson AU - Konstantyn Sharpinskyi AU - Michael E. W. Varnum AU - Sebastian Achter AU - Mandeep K. Dhami AU - Xinqi Evie Guo AU - Mane Kara-Yakoubian AU - David R. Mandel AU - Louis Raes AU - Louis Tay AU - Aymeric Vie AU - Lisa Wagner AU - Matúš Adamkovič AU - Arash Arami AU - Arriaga, P. AU - Kasun Bandara AU - Gabriel Banik AU - František Bartoš AU - Ernest Baskin AU - Christoph Bergmeir AU - Michał Białek AU - Caroline K. Børsting AU - Dillon T. Browne AU - Eugene M. Caruso AU - Rong Chen AU - Bin-Tzong Chie AU - William J. Chopik AU - Robert N. Collins AU - Chin Wen Cong AU - Lucian G. Conway AU - Matthew Davis AU - Martin V. Day AU - Nathan A. Dhaliwal AU - Justin D. Durham AU - Martyna Dziekan AU - Christian T. Elbaek AU - Eric Shuman AU - Marharyta Fabrykant AU - Mustafa Firat AU - Geoffrey T. Fong AU - Jeremy A. Frimer AU - Jonathan M. Gallegos AU - Simon B. Goldberg AU - Anton Gollwitzer AU - Julia Goyal AU - Lorenz Graf-Vlachy AU - Scott D. Gronlund AU - Sebastian Hafenbrädl AU - Andree Hartanto AU - Matthew J. Hirshberg AU - Matthew J. Hornsey AU - Piers D. L. Howe AU - Anoosha Izadi AU - Bastian Jaeger AU - Pavol Kačmár AU - Yeun Joon Kim AU - Ruslan Krenzler AU - Daniel G. Lannin AU - Hung-Wen Lin AU - Nigel Mantou Lou AU - Verity Y. Q. Lua AU - Aaron W. Lukaszewski AU - Albert L. Ly AU - Christopher R. Madan AU - Maximilian Maier AU - Nadyanna M. Majeed AU - David S. March AU - Abigail A. Marsh AU - Michal Misiak AU - Kristian Ove R. Myrseth AU - Jaime M. Napan AU - Jonathan Nicholas AU - Konstantinos Nikolopoulos AU - Jiaqing O AU - Tobias Otterbring AU - Mariola Paruzel-Czachura AU - Shiva Pauer AU - John Protzko AU - Quentin Raffaelli AU - Ivan Ropovik AU - Robert M. Ross AU - Yefim Roth AU - Espen Røysamb AU - Landon Schnabel AU - Astrid Schütz AU - Matthias Seifert AU - A. T. Sevincer AU - Garrick T. Sherman AU - Otto Simonsson AU - Ming-Chien Sung AU - Chung-Ching Tai AU - Thomas Talhelm AU - Bethany A. Teachman AU - Philip E. Tetlock AU - Dimitrios Thomakos AU - Dwight C. K. Tse AU - Oliver J. Twardus AU - Joshua M. Tybur AU - Lyle Ungar AU - Daan Vandermeulen AU - Leighton Vaughan Williams AU - Hrag A. Vosgerichian AU - Qi Wang AU - Ke Wang AU - Mark E. Whiting AU - Conny E. Wollbrant AU - Tao Yang AU - Kumar Yogeeswaran AU - Sangsuk Yoon AU - Ventura R. Alves AU - Jessica R. Andrews-Hanna AU - Paul A. Bloom AU - Anthony Boyles AU - Loo Charis AU - Mingyeong Choi AU - Sean Darling-Hammond AU - Z. E. Ferguson AU - Cheryl R. Kaiser AU - Simon T. Karg AU - Alberto López Ortega AU - Lori Mahoney AU - Melvin S. Marsh AU - Marcellin F. R. C. Martinie AU - Eli K. Michaels AU - Philip Millroth AU - Jeanean B. Naqvi AU - Weiting Ng AU - Robb B. Rutledge AU - Peter Slattery AU - Adam H. Smiley AU - Oliver Strijbis AU - Daniel Sznycer AU - Eli Tsukayama AU - Austin van Loon AU - Jan G. Voelkel AU - Margaux N. A. Wienk AU - Tom Wilkening PY - 2023 SP - 484-501 SN - 2397-3374 DO - 10.1038/s41562-022-01517-1 UR - https://www.nature.com/articles/s41562-022-01517-1 AB - How well can social scientists predict societal change, and what processes underlie their predictions? To answer these questions, we ran two forecasting tournaments testing the accuracy of predictions of societal change in domains commonly studied in the social sciences: ideological preferences, political polarization, life satisfaction, sentiment on social media, and gender–career and racial bias. After we provided them with historical trend data on the relevant domain, social scientists submitted pre-registered monthly forecasts for a year (Tournament 1; N = 86 teams and 359 forecasts), with an opportunity to update forecasts on the basis of new data six months later (Tournament 2; N = 120 teams and 546 forecasts). Benchmarking forecasting accuracy revealed that social scientists’ forecasts were on average no more accurate than those of simple statistical models (historical means, random walks or linear regressions) or the aggregate forecasts of a sample from the general public (N = 802). However, scientists were more accurate if they had scientific expertise in a prediction domain, were interdisciplinary, used simpler models and based predictions on prior data. ER -