Insights into the accuracy of social scientists' forecasts of societal change

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Fältnamn	Indikatorer	Metadata
000		17382naa a2201993 4500
001		oai:DiVA.org:uu-512888
003		SwePub
008		230929s2023 \| \|\|\|\|\|\|\|\|\|\|\|000 \|\|eng\|
009		oai:prod.swepub.kib.ki.se:152036868
024	7	a https://urn.kb.se/resolve?urn=urn:nbn:se:uu:diva-5128882 URI
024	7	a https://doi.org/10.1038/s41562-022-01517-12 DOI
024	7	a http://kipublications.ki.se/Default.aspx?queryparsed=id:1520368682 URI
040		a (SwePub)uud (SwePub)ki
041		a engb eng
042		9 SwePub
072	7	a ref2 swepub-contenttype
072	7	a art2 swepub-publicationtype
100	1	a Grossmann, Igoru Department of Psychology, University of Waterloo, Waterloo, Ontario, Canada.4 aut
245	1 0	a Insights into the accuracy of social scientists' forecasts of societal change
264		c 2023-02-09
264	1	b Springer Nature,c 2023
338		a print2 rdacarrier
520		a 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. How accurate are social scientists in predicting societal change, and what processes underlie their predictions? Grossmann et al. report the findings of two forecasting tournaments. Social scientists' forecasts were on average no more accurate than those of simple statistical models.
650	7	a NATURVETENSKAPx Matematikx Sannolikhetsteori och statistik0 (SwePub)101062 hsv//swe
650	7	a NATURAL SCIENCESx Mathematicsx Probability Theory and Statistics0 (SwePub)101062 hsv//eng
700	1	a Rotella, Amanda A.u Univ Waterloo, Dept Psychol, Waterloo, ON, Canada.;Northumbria Univ, Dept Psychol, Northumbria, England.4 aut
700	1	a Hutcherson, Cendriu Univ Toronto Scarborough, Dept Psychol, Toronto, ON, Canada.4 aut
700	1	a Sharpinskyi, Konstantynu Univ Waterloo, Dept Psychol, Waterloo, ON, Canada.4 aut
700	1	a Varnum, Michael E. W.u Arizona State Univ, Dept Psychol, Tempe, AZ USA.4 aut
700	1	a Achter, Sebastian K.u Hamburg Univ Technol, Inst Management Accounting & Simulat, Hamburg, Germany.;Univ Oxford, Museum Ethnog, Oxford, England.;Aberystwyth Univ, Dept Psychol, Aberystwyth, Wales.4 aut
700	1	a Dhami, Mandeepu Middlesex Univ London, Dept Psychol, London, England.4 aut
700	1	a Guo, Xinqi Evieu Univ Calif San Diego, Dept Expt Psychol, San Diego, CA USA.4 aut
700	1	a Kara-Yakoubian, Mane R.u Toronto Metropolitan Univ, Dept Psychol, Toronto, ON, Canada.4 aut
700	1	a Mandel, Davidu Def Res & Dev Canada, Toronto, ON, Canada.;York Univ, Dept Psychol, Toronto, ON, Canada.4 aut
700	1	a Raes, Louisu Tilburg Univ, Dept Econ, Tilburg, Netherlands.4 aut
700	1	a Tay, Louisu Purdue Univ, Dept Psychol Sci, W Lafayette, IN USA.4 aut
700	1	a Vie, Aymericu Univ Oxford, Math Inst, Oxford, England.;Univ Oxford, Inst New Econ Thinking, Oxford, England.4 aut
700	1	a Wagner, Lisau Univ Zurich, Jacobs Ctr Prod Youth Dev, Zurich, Switzerland.4 aut
700	1	a Adamkovic, Matusu Univ Presov, Inst Psychol, Presov, Slovakia.;Slovak Acad Sci, Inst Social Sci, CSPS, Bratislava, Slovakia.;Univ Oxford, Museum Ethnog, Oxford, England.4 aut
700	1	a Arami, Arashu Univ Waterloo, Dept Mech & Mechatron Engn, Waterloo, ON, Canada.;Univ Hlth Network, Toronto Rehabil Inst KITE, Toronto, ON, Canada.4 aut
700	1	a Arriaga, Patriciau Iscte Univ, CIS, Inst Lisbon, Lisbon, Portugal.4 aut
700	1	a Bandara, Kasunu Univ Melbourne, Melbourne Ctr Data Sci, Melbourne, Vic, Australia.4 aut
700	1	a Banik, Gabrielu Univ Presov, Inst Psychol, Presov, Slovakia.4 aut
700	1	a Bartos, Frantiseku Univ Amsterdam, Fac Social & Behav Sci, Amsterdam, Netherlands.4 aut
700	1	a Baskin, Ernestu St Josephs Univ, Haub Sch Business, Dept Food Mkt, Philadelphia, PA USA.4 aut
700	1	a Bergmeir, Christophu Monash Univ, Dept Data Sci & Artificial Intelligence, Melbourne, Vic, Australia.4 aut
700	1	a Bialek, Michal K.u Univ Wroclaw, Inst Psychol, Wroclaw, Poland.4 aut
700	1	a Borsting, Caroline T.u Aarhus Univ, Dept Management, Aarhus, Denmark.4 aut
700	1	a Browne, Dillon M.u Univ Waterloo, Dept Psychol, Waterloo, ON, Canada.4 aut
700	1	a Caruso, Eugeneu Univ Calif Los Angeles, Anderson Sch Management, Los Angeles, CA USA.4 aut
700	1	a Chen, Rongu Dominican Univ Calif, Dept Psychol, San Rafael, CA USA.4 aut
700	1	a Chie, Bin-Tzong J.u Tamkang Univ, Dept Ind Econ, New Taipei City, Taiwan.4 aut
700	1	a Chopik, William N.u Michigan State Univ, Dept Psychol, E Lansing, MI USA.4 aut
700	1	a Collins, Robertu Def Res & Dev Canada, Toronto, ON, Canada.4 aut
700	1	a Cong, Chin Wen G.4 aut
700	1	a Conway, Lucianu Grove City Coll, Psychol Dept, Grove City, PA USA.4 aut
700	1	a Davis, Matthew V.u Siena Coll, Dept Econ, Loudonville, NY USA.4 aut
700	1	a Day, Martin A.u Mem Univ Newfoundland, Dept Psychol, St John, NF, Canada.4 aut
700	1	a Dhaliwal, Nathan D.u Univ British Columbia, UBC Sauder Sch Business, Vancouver, BC, Canada.4 aut
700	1	a Durham, Justinu Univ Oklahoma, Dept Psychol, Norman, OK USA.4 aut
700	1	a Dziekan, Martyna T.u Adam Mickiewicz Univ, Fac Psychol & Cognit Sci, Poznan, Poland.4 aut
700	1	a Elbaek, Christianu Aarhus Univ, Dept Management, Aarhus, Denmark.4 aut
700	1	a Shuman, Ericu Univ Groningen, Dept Psychol, Groningen, Netherlands.4 aut
700	1	a Fabrykant, Marharytau HSE Univ, Expert Inst, Lab Comparat Studies Mass Consciousness, Moscow, Russia.;Belarusian State Univ, Fac Philosophy & Social Sci, Minsk, BELARUS.4 aut
700	1	a Firat, Mustafa T.u Radboud Univ Nijmegen, Dept Sociol, Nijmegen, Netherlands.4 aut
700	1	a Fong, Geoffrey A.u Univ Waterloo, Dept Psychol, Waterloo, ON, Canada.;Ontario Inst Canc Res, Toronto, ON, Canada.4 aut
700	1	a Frimer, Jeremy M.u Univ Winnipeg, Dept Psychol, Winnipeg, MB, Canada.4 aut
700	1	a Gallegos, Jonathan B.u Univ Washington, Dept Psychol, Seattle, WA USA.4 aut
700	1	a Goldberg, Simonu Univ Wisconsin Madison, Dept Counseling Psychol, Madison, WI USA.4 aut
700	1	a Gollwitzer, Antonu BI Norwegian Business Sch, Dept Leadership & Org Behav, Oslo, Norway.;Max Planck Inst Human Dev, Ctr Adapt Rat, Berlin, Germany.4 aut
700	1	a Goyal, Juliau Univ Waterloo, Sch Publ Hlth Sci, Waterloo, ON, Canada.4 aut
700	1	a Graf-Vlachy, Lorenz D.u TU Dortmund Univ, Dortmund, Germany.;ESCP Business Sch, Paris, France.4 aut
700	1	a Gronlund, Scottu Univ Oklahoma, Dept Psychol, Norman, OK USA.4 aut
700	1	a Hafenbraedl, Sebastianu IESE Business Sch, Barcelona, Spain.4 aut
700	1	a Hartanto, Andree J.u Singapore Management Univ, Sch Social Sci, Singapore, Singapore.4 aut
700	1	a Hirshberg, Matthew J.u Univ Wisconsin Madison, Ctr Hlth Minds, Madison, WI USA.4 aut
700	1	a Hornsey, Matthewu Univ Queensland, Business Sch, Brisbane, Qld, Australia.4 aut
700	1	a Howe, Piers D. L.u Univ Melbourne, Melbourne Sch Psychol Sci, Melbourne, Vic, Australia.4 aut
700	1	a Izadi, Anooshau Univ Massachusetts Dartmouth, Dept Mkt, Dartmouth, MA USA.4 aut
700	1	a Jaeger, Bastianu Vrije Univ Amsterdam, Dept Expt & Appl Psychol, Amsterdam, Netherlands.4 aut
700	1	a Kacmar, Pavolu Pavol Jozef Safarik Univ Kosice, Fac Arts, Dept Psychol, Kosice, Slovakia.4 aut
700	1	a Kim, Yeun Joonu Univ Cambridge, Cambridge Judge Business Sch, Cambridge, England.4 aut
700	1	a Krenzler, Ruslan G.u Hermes Germany GmbH, Hamburg, Germany.;Univ Hamburg, Hamburg, Germany.4 aut
700	1	a Lannin, Danielu Illinois State Univ, Dept Psychol, Normal, IL USA.4 aut
700	1	a Lin, Hung-Wenu Natl Pingtung Univ, Dept Business Adm, Pingtung, Taiwan.4 aut
700	1	a Lou, Nigel Mantouu Univ Victoria, Dept Psychol, Victoria, BC, Canada.;Univ Victoria, Ctr Youth & Soc, Victoria, BC, Canada.4 aut
700	1	a Lua, Verity Y. Q. W.u Singapore Management Univ, Sch Social Sci, Singapore, Singapore.4 aut
700	1	a Lukaszewski, Aaron L.u Calif State Univ, Dept Psychol, Fullerton, CA USA.;Calif State Univ, Ctr Study Human Nat, Fullerton, CA USA.4 aut
700	1	a Ly, Albert R.u Loma Linda Univ, Dept Psychol, Loma Linda, CA USA.4 aut
700	1	a Madan, Christopheru Univ Nottingham, Nottingham, England.4 aut
700	1	a Maier, Maximilian M.u UCL, Dept Expt Psychol, London, England.4 aut
700	1	a Majeed, Nadyanna S.u Singapore Management Univ, Singapore, Singapore.4 aut
700	1	a March, David A.u Florida State Univ, Dept Psychol, Tallahassee, FL USA.4 aut
700	1	a Marsh, Abigailu Georgetown Univ, Dept Psychol, Washington, DC USA.4 aut
700	1	a Misiak, Michalu Univ Wroclaw, Inst Psychol, Wroclaw, Poland.;Univ Oxford, Sch Anthropol, Oxford, England.;Univ Oxford, Museum Ethnog, Oxford, England.4 aut
700	1	a Myrseth, Kristian Ove R. M.u Univ York, Sch Business & Soc, York, England.4 aut
700	1	a Napan, Jaimeu Loma Linda Univ, Dept Psychol, Loma Linda, CA USA.4 aut
700	1	a Nicholas, Jonathanu Columbia Univ, Dept Psychol, New York, NY USA.4 aut
700	1	a Nikolopoulos, Konstantinosu Univ Durham, IHRR Forecasting Lab, Durham, England.4 aut
700	1	a Otterbring, Tobiasu Univ Agder, Sch Business & Law, Dept Management, Kristiansand, Norway.;Inst Retail Econ, Stockholm, Sweden.4 aut
700	1	a Paruzel-Czachura, Mariolau Univ Silesia Katowice, Inst Psychol, Katowice, Poland.;Univ Penn, Penn Ctr Neuroaesthet, Dept Neurol, Philadelphia, PA USA.4 aut
700	1	a Pauer, Shivau Univ Amsterdam, Fac Social & Behav Sci, Amsterdam, Netherlands.4 aut
700	1	a Protzko, Johnu Cent Connecticut State Univ, New Britain, CT USA.4 aut
700	1	a Raffaelli, Quentinu Univ Arizona, Dept Psychol, Tucson, AZ USA.4 aut
700	1	a Ropovik, Ivanu Charles Univ Prague, Inst Res & Dev Educ, Fac Educ, Prague, Czech Republic.;Univ Presov, Fac Educ, Presov, Slovakia.4 aut
700	1	a Ross, Robert M.u Macquarie Univ, Sch Psychol, Sydney, NSW, Australia.4 aut
700	1	a Roth, Yefimu Univ Haifa, Dept Human Serv, Haifa, Israel.4 aut
700	1	a Roysamb, Espenu Univ Oslo, Promenta Ctr, Dept Psychol, Oslo, Norway.4 aut
700	1	a Schnabel, Landonu Cornell Univ, Dept Sociol, Ithaca, NY USA.4 aut
700	1	a Schuetz, Astridu Univ Bamberg, Inst Psychol, Bamberg, Germany.4 aut
700	1	a Seifert, Matthiasu IE Univ, IE Business Sch, Madrid, Spain.4 aut
700	1	a Sevincer, A. T.u Univ Hamburg, Fac Psychol & Human Movement Sci, Hamburg, Germany.4 aut
700	1	a Sherman, Garrick T.u Univ Penn, Dept Comp & Informat Sci, Philadelphia, PA USA.4 aut
700	1	a Simonsson, Ottou Karolinska Institutet4 aut
700	1	a Sung, Ming-Chienu Univ Southampton, Dept Decis Analyt & Risk, Southampton, England.4 aut
700	1	a Tai, Chung-Chingu Univ Southampton, Dept Decis Analyt & Risk, Southampton, England.4 aut
700	1	a Talhelm, Thomasu Univ Chicago, Booth Sch Business, Chicago, IL USA.4 aut
700	1	a Teachman, Bethany A.u Univ Virginia, Dept Psychol, Charlottesville, VA USA.4 aut
700	1	a Tetlock, Philip E.u Univ Penn, Psychol Dept, Philadelphia, PA USA.;Univ Penn, Wharton Sch Business, Philadelphia, PA USA.4 aut
700	1	a Thomakos, Dimitriosu Natl & Kapodistrian Univ Athens, Dept Econ, Athens, Greece.4 aut
700	1	a Tse, Dwight C. K.u Univ Strathclyde, Sch Psychol Sci & Hlth, Glasgow, Lanark, Scotland.4 aut
700	1	a Twardus, Oliver J.u Univ Guelph, Dept Psychol, Guelph, ON, Canada.4 aut
700	1	a Tybur, Joshua M.u Vrije Univ Amsterdam, Dept Expt & Appl Psychol, Amsterdam, Netherlands.4 aut
700	1	a Ungar, Lyleu Univ Penn, Dept Comp & Informat Sci, Philadelphia, PA USA.4 aut
700	1	a Vandermeulen, Daanu Hebrew Univ Jerusalem, Psychol Dept, Jerusalem, Israel.4 aut
700	1	a Vaughan Williams, Leightonu Nottingham Trent Univ, Dept Econ, Nottingham, England.4 aut
700	1	a Vosgerichian, Hrag A.u Northwestern Univ, Dept Management & Org, Evanston, IL USA.4 aut
700	1	a Wang, Qiu Cornell Univ, Coll Human Ecol, Ithaca, NY USA.4 aut
700	1	a Wang, Keu Harvard Univ, Harvard Kennedy Sch, Cambridge, MA USA.4 aut
700	1	a Whiting, Mark E.u Univ Penn, Comp & Informat Sci, Philadelphia, PA USA.;Univ Penn, Wharton Sch, Operat Informat & Decis Dept, Philadelphia, PA USA.4 aut
700	1	a Wollbrant, Conny E.u Univ St Andrews, Sch Econ & Finance, St Andrews, Fife, Scotland.4 aut
700	1	a Yang, Taou Univ North Carolina Wilmington, Cameron Sch Business, Dept Management, Wilmington, NC USA.4 aut
700	1	a Yogeeswaran, Kumaru Univ Canterbury, Sch Psychol Speech & Hearing, Christchurch, New Zealand.4 aut
700	1	a Yoon, Sangsuku Univ Dayton, Dept Mkt, Dayton, OH USA.4 aut
700	1	a Alves, Ventura R.u Univ Oxford, Museum Ethnog, Oxford, England.;ISG Univ Lusofona, Lisbon, Portugal.4 aut
700	1	a Andrews-Hanna, Jessica R.u Univ Oxford, Museum Ethnog, Oxford, England.;Univ Arizona, Dept Psychol, Tucson, AZ USA.;Univ Arizona, Cognit Sci, Tucson, AZ USA.4 aut
700	1	a Bloom, Paul A.u Columbia Univ, Dept Psychol, New York, NY USA.4 aut
700	1	a Boyles, Anthonyu Ephemer Al, Atlanta, GA USA.4 aut
700	1	a Charis, Loou Boston Univ, Questrom Sch Business, Boston, MA USA.4 aut
700	1	a Choi, Mingyeongu Pusan Natl Univ, Inst Social Sci Res, Pusan, South Korea.4 aut
700	1	a Darling-Hammond, Seanu Univ Calif Los Angeles, Fielding Sch Publ Hlth, Los Angeles, CA USA.4 aut
700	1	a Ferguson, Z. E.u Univ Washington, Psychol Dept, Seattle, WA USA.4 aut
700	1	a Kaiser, Cheryl R.u Univ Washington, Dept Psychol, Seattle, WA USA.4 aut
700	1	a Karg, Simon T.u Aarhus Univ, Dept Polit Sci, Aarhus, Denmark.4 aut
700	1	a Ortega, Alberto Lopezu Vrije Univ Amsterdam, Dept Expt & Appl Psychol, Amsterdam, Netherlands.;Aberystwyth Univ, Dept Psychol, Aberystwyth, Wales.4 aut
700	1	a Mahoney, Loriu Wright State Univ, Coll Sci & Math, Fairborn, OH USA.4 aut
700	1	a Marsh, Melvin S.u Georgia Southern Univ, Dept Psychol, Statesboro, GA USA.4 aut
700	1	a Martinie, Marcellin F. R. C.u Univ Melbourne, Melbourne Sch Psychol Sci, Melbourne, Vic, Australia.4 aut
700	1	a Michaels, Eli K.u Univ Calif Berkeley, Sch Publ Hlth, Div Epidemiol, Berkeley, CA USA.4 aut
700	1	a Millroth, Philipu Uppsala universitet,Institutionen för psykologi4 aut0 (Swepub:uu)phimi602
700	1	a Naqvi, Jeanean B.u Carnegie Mellon Univ, Dept Psychol, Pittsburgh, PA USA.4 aut
700	1	a Ng, Weitingu Singapore Univ Social Sci, Sch Humanities & Behav Sci, Singapore, Singapore.4 aut
700	1	a Rutledge, Robb B.u Yale Univ, Dept Psychol, New Haven, CT USA.4 aut
700	1	a Slattery, Peteru Monash Univ, Behav Works Australia, Melbourne, Vic, Australia.4 aut
700	1	a Smiley, Adam H.u Univ Washington, Dept Psychol, Seattle, WA USA.4 aut
700	1	a Strijbis, Oliveru Univ Zurich, Inst Polit Sci, Zurich, Switzerland.4 aut
700	1	a Sznycer, Danielu Oklahoma State Univ, Dept Psychol, Stillwater, OK USA.4 aut
700	1	a Tsukayama, Eliu Univ Hawaii West Oahu, Dept Business Adm, Kapolei, HI USA.4 aut
700	1	a van Loon, Austinu Stanford Univ, Dept Sociol, Stanford, CA USA.4 aut
700	1	a Voelkel, Jan G.u Stanford Univ, Dept Sociol, Stanford, CA USA.4 aut
700	1	a Wienk, Margaux N. A.u Columbia Univ, Dept Psychol, New York, NY USA.4 aut
700	1	a Wilkening, Tomu Univ Melbourne, Dept Econ, Melbourne, Vic, Australia.4 aut
700	1	a Borsting, CK4 aut
700	1	a Chopik, WJ4 aut
710	2	a Department of Psychology, University of Waterloo, Waterloo, Ontario, Canada.b Univ Waterloo, Dept Psychol, Waterloo, ON, Canada.;Northumbria Univ, Dept Psychol, Northumbria, England.4 org
773	0	t Nature Human Behaviourd : Springer Natureg 7, s. 484-501q 7<484-501x 2397-3374
856	4 8	u https://urn.kb.se/resolve?urn=urn:nbn:se:uu:diva-512888
856	4 8	u https://doi.org/10.1038/s41562-022-01517-1
856	4 8	u http://kipublications.ki.se/Default.aspx?queryparsed=id:152036868

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By the author/editor: Grossmann, Igor; Rotella, Amanda ...; Hutcherson, Cend ...; Sharpinskyi, Kon ...; Varnum, Michael ...; Achter, Sebastia ...; show more...; Dhami, Mandeep; Guo, Xinqi Evie; Kara-Yakoubian, ...; Mandel, David; Raes, Louis; Tay, Louis; Vie, Aymeric; Wagner, Lisa; Adamkovic, Matus; Arami, Arash; Arriaga, Patrici ...; Bandara, Kasun; Banik, Gabriel; Bartos, Frantise ...; Baskin, Ernest; Bergmeir, Christ ...; Bialek, Michal K ...; Borsting, Caroli ...; Browne, Dillon M ...; Caruso, Eugene; Chen, Rong; Chie, Bin-Tzong ...; Chopik, William ...; Collins, Robert; Cong, Chin Wen G ...; Conway, Lucian; Davis, Matthew V ...; Day, Martin A.; Dhaliwal, Nathan ...; Durham, Justin; Dziekan, Martyna ...; Elbaek, Christia ...; Shuman, Eric; Fabrykant, Marha ...; Firat, Mustafa T ...; Fong, Geoffrey A ...; Frimer, Jeremy M ...; Gallegos, Jonath ...; Goldberg, Simon; Gollwitzer, Anto ...; Goyal, Julia; Graf-Vlachy, Lor ...; Gronlund, Scott; Hafenbraedl, Seb ...; Hartanto, Andree ...; Hirshberg, Matth ...; Hornsey, Matthew; Howe, Piers D. L ...; Izadi, Anoosha; Jaeger, Bastian; Kacmar, Pavol; Kim, Yeun Joon; Krenzler, Ruslan ...; Lannin, Daniel; Lin, Hung-Wen; Lou, Nigel Manto ...; Lua, Verity Y. Q ...; Lukaszewski, Aar ...; Ly, Albert R.; Madan, Christoph ...; Maier, Maximilia ...; Majeed, Nadyanna ...; March, David A.; Marsh, Abigail; Misiak, Michal; Myrseth, Kristia ...; Napan, Jaime; Nicholas, Jonath ...; Nikolopoulos, Ko ...; Otterbring, Tobi ...; Paruzel-Czachura ...; Pauer, Shiva; Protzko, John; Raffaelli, Quent ...; Ropovik, Ivan; Ross, Robert M.; Roth, Yefim; Roysamb, Espen; Schnabel, Landon; Schuetz, Astrid; Seifert, Matthia ...; Sevincer, A. T.; Sherman, Garrick ...; Simonsson, Otto; Sung, Ming-Chien; Tai, Chung-Ching; Talhelm, Thomas; Teachman, Bethan ...; Tetlock, Philip ...; Thomakos, Dimitr ...; Tse, Dwight C. K ...; Twardus, Oliver ...; Tybur, Joshua M.; Ungar, Lyle; Vandermeulen, Da ...; Vaughan Williams ...; Vosgerichian, Hr ...; Wang, Qi; Wang, Ke; Whiting, Mark E.; Wollbrant, Conny ...; Yang, Tao; Yogeeswaran, Kum ...; Yoon, Sangsuk; Alves, Ventura R ...; Andrews-Hanna, J ...; Bloom, Paul A.; Boyles, Anthony; Charis, Loo; Choi, Mingyeong; Darling-Hammond, ...; Ferguson, Z. E.; Kaiser, Cheryl R ...; Karg, Simon T.; Ortega, Alberto ...; Mahoney, Lori; Marsh, Melvin S.; Martinie, Marcel ...; Michaels, Eli K.; Millroth, Philip; Naqvi, Jeanean B ...; Ng, Weiting; Rutledge, Robb B ...; Slattery, Peter; Smiley, Adam H.; Strijbis, Oliver; Sznycer, Daniel; Tsukayama, Eli; van Loon, Austin; Voelkel, Jan G.; Wienk, Margaux N ...; Wilkening, Tom; Borsting, CK; Chopik, WJ; show less...

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