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Aarts, Alexander A. ; Anderson, Joanna E. ; Anderson, Christopher J. ; Attridge, Peter R. ; Attwood, Angela ; Axt, Jordan ; Babel, Molly ; Bahnik, Stepan ; Baranski, Erica ; Barnett-Cowan, Michael ; Bartmess, Elizabeth ; Beer, Jennifer ; Bell, Raoul ; Bentley, Heather ; Beyan, Leah ; Binion, Grace ; Borsboom, Denny ; Bosch, Annick ; Bosco, Frank A. ; Bowman, Sara D. ; Brandt, Mark J. ; Braswell, Erin ; Brohmer, Hilmar ; Brown, Benjamin T. ; Brown, Kristina ; Bruening, Jovita ; Calhoun-Sauls, Ann ; Callahan, Shannon P. ; Chagnon, Elizabeth ; Chandler, Jesse ; Chartier, Christopher R. ; Cheung, Felix ; Christopherson, Cody D. ; Cillessen, Linda ; Clay, Russ ; Cleary, Hayley ; Cloud, Mark D. ; Cohn, Michael ; Cohoon, Johanna ; Columbus, Simon ; Cordes, Andreas ; Costantini, Giulio ; Alvarez, Leslie D. Cramblet ; Cremata, Ed ; Crusius, Jan ; DeCoster, Jamie ; DeGaetano, Michelle A. ; Della Penna, Nicolas ; den Bezemer, Bobby ; Deserno, Marie K. ; Devitt, Olivia ; Dewitte, Laura ; Dobolyi, David G. ; Dodson, Geneva T. ; Donnellan, M. Brent ; Donohue, Ryan ; Dore, Rebecca A. ; Dorrough, Angela ; Dreber, Anna ; Dugas, Michelle ; Dunn, Elizabeth W. ; Easey, Kayleigh ; Eboigbe, Sylvia ; Eggleston, Casey ; Embley, Jo ; Epskamp, Sacha ; Errington, Timothy M. ; Estel, Vivien ; Farach, Frank J. ; Feather, Jenelle ; Fedor, Anna ; Fernandez-Castilla, Belen ; Fiedler, Susann ; Field, James G. ; Fitneva, Stanka A. ; Flagan, Taru ; Forest, Amanda L. ; Forsell, Eskil ; Foster, Joshua D. ; Frank, Michael C. ; Frazier, Rebecca S. ; Fuchs, Heather ; Gable, Philip ; Galak, Jeff ; Galliani, Elisa Maria ; Gampa, Anup ; Garcia, Sara ; Gazarian, Douglas ; Gilbert, Elizabeth ; Giner-Sorolla, Roger ; Glöckner, Andreas ; Göllner, Lars ; Goh, Jin X. ; Goldberg, Rebecca ; Goodbourn, Patrick T. ; Gordon-McKeon, Shauna ; Gorges, Bryan ; Gorges, Jessie ; Goss, Justin ; Graham, Jesse ; Grange, James A. ; Gray, Jeremy ; Hartgerink, Chris ; Hartshorne, Joshua ; Hasselman, Fred ; Hayes, Timothy ; Heikensten, Emma ; Henninger, Felix ; Hodsoll, John ; Holubar, Taylor ; Hoogendoorn, Gea ; Humphries, Denise J. ; Hung, Cathy O. -Y. ; Immelman, Nathali ; Irsik, Vanessa C. ; Jahn, Georg ; Jaekel, Frank ; Jekel, Marc ; Johannesson, Magnus ; Johnson, Larissa G. ; Johnson, David J. ; Johnson, Kate M. ; Johnston, William J. ; Jonas, Kai ; Joy-Gaba, Jennifer A. ; Kappes, Heather Barry ; Kelso, Kim ; Kidwell, Mallory C. ; Kim, Seung Kyung ; Kirkhart, Matthew ; Kleinberg, Bennett ; Knezevic, Goran ; Kolorz, Franziska Maria ; Kossakowski, Jolanda J. ; Krause, Robert Wilhelm ; Krijnen, Job ; Kuhlmann, Tim ; Kunkels, Yoram K. ; Kyc, Megan M. ; Lai, Calvin K. ; Laique, Aamir ; Lakens, Daniel ; Lane, Kristin A. ; Lassetter, Bethany ; Lazarevic, Ljiljana B. ; LeBel, Etienne P. ; Lee, Key Jung ; Lee, Minha ; Lemm, Kristi ; Levitan, Carmel A. ; Lewis, Melissa ; Lin, Lin ; Lin, Stephanie ; Lippold, Matthias ; Loureiro, Darren ; Luteijn, Ilse ; Mackinnon, Sean ; Mainard, Heather N. ; Marigold, Denise C. ; Martin, Daniel P. ; Martinez, Tylar ; Masicampo, E. J. ; Matacotta, Josh ; Mathur, Maya ; May, Michael ; Mechin, Nicole ; Mehta, Pranjal ; Meixner, Johannes ; Melinger, Alissa ; Miller, Jeremy K. ; Miller, Mallorie ; Moore, Katherine ; Möschl, Marcus ; Motyl, Matt ; Müller, Stephanie M. ; Munafo, Marcus ; Neijenhuijs, Koen I. ; Nervi, Taylor ; Nicolas, Gandalf ; Nilsonne, Gustav ; Nosek, Brian A. ; Nuijten, Michele B. ; Olsson, Catherine ; Osborne, Colleen ; Ostkamp, Lutz ; Pavel, Misha ; Penton-Voak, Ian S. ; Perna, Olivia ; Pernet, Cyril ; Perugini, Marco ; Pipitone, R. Nathan ; Pitts, Michael ; Plessow, Franziska ; Prenoveau, Jason M. ; Rahal, Rima-Maria ; Ratliff, Kate A. ; Reinhard, David ; Renkewitz, Frank ; Ricker, Ashley A. ; Rigney, Anastasia ; Rivers, Andrew M. ; Roebke, Mark ; Rutchick, Abraham M. ; Ryan, Robert S. ; Sahin, Onur ; Saide, Anondah ; Sandstrom, Gillian M. ; Santos, David ; Saxe, Rebecca ; Schlegelmilch, Rene ; Schmidt, Kathleen ; Scholz, Sabine ; Seibel, Larissa ; Selterman, Dylan Faulkner ; Shaki, Samuel ; Simpson, William B. ; Sinclair, H. Colleen ; Skorinko, Jeanine L. M. ; Slowik, Agnieszka ; Snyder, Joel S. ; Soderberg, Courtney ; Sonnleitner, Carina ; Spencer, Nick ; Spies, Jeffrey R. ; Steegen, Sara ; Stieger, Stefan ; Strohminger, Nina ; Sullivan, Gavin B. ; Talhelm, Thomas ; Tapia, Megan ; te Dorsthorst, Anniek ; Thomae, Manuela ; Thomas, Sarah L. ; Tio, Pia ; Traets, Frits ; Tsang, Steve ; Tuerlinckx, Francis ; Turchan, Paul ; Valasek, Milan ; Van Aert, Robbie ; van Assen, Marcel ; van Bork, Riet ; van de Ven, Mathijs ; van den Bergh, Don ; van der Hulst, Marije ; van Dooren, Roel ; van Doorn, Johnny ; van Renswoude, Daan R. ; van Rijn, Hedderik ; Vanpaemel, Wolf ; Echeverria, Alejandro Vasquez ; Vazquez, Melissa ; Velez, Natalia ; Vermue, Marieke ; Verschoor, Mark ; Vianello, Michelangelo ; Voracek, Martin ; Vuu, Gina ; Wagenmakers, Eric-Jan ; Weerdmeester, Joanneke ; Welsh, Ashlee ; Westgate, Erin C. ; Wissink, Joeri ; Wood, Michael ; Woods, Andy ; Wright, Emily ; Wu, Sining ; Zeelenberg, Marcel ; Zuni, Kellylynn
Reproducibility is a defining feature of science, but the extent to which it characterizes current research is unknown. We conducted replications of 100 experimental and correlational studies published in three psychology journals using high-powered designs and original materials when available. Replication effects were half the magnitude of original effects, representing a substantial decline. Ninety-seven percent of original studies had statistically significant results. Thirty-six percent of replications had statistically significant results; 47% of original effect sizes were in the 95% confidence interval of the replication effect size; 39% of effects were subjectively rated to have replicated the original result; and if no bias in original results is assumed, combining original and replication results left 68% with statistically significant effects. Correlational tests suggest that replication success was better predicted by the strength of original evidence than by characteristics of the original and replication teams.
Brodeur, Abel ; Mikola, Derek ; Cook, Nikolai ; Brailey, Thomas ; Briggs, Ryan ; Gendre, Alexandra de ; Dupraz, Yannick ; Fiala, Lenka ; Gabani, Jacopo ; Gauriot, Romain ; Haddad, Joanne ; Lima, Goncalo ; Ankel-Peters, Jörg ; Dreber, Anna ; Campbell, Douglas ; Kattan, Lamis ; Fages, Diego Marino ; Mierisch, Fabian ; Sun, Pu ; Wright, Taylor ; Connolly, Marie ; Hoces de la Guardia, Fernando ; Johannesson, Magnus ; Miguel, Edward ; Vilhuber, Lars ; Abarca, Alejandro ; Acharya, Mahesh ; Adjisse, Sossou Simplice ; Akhtar, Ahwaz ; Lizardi, Eduardo Alberto Ramirez ; Albrecht, Sabina ; Andersen, Synve Nygaard ; Andlib, Zubaria ; Arrora, Falak ; Ash, Thomas ; Bacher, Etienne ; Bachler, Sebastian ; Bacon, Félix ; Bagues, Manuel ; Balogh, Timea ; Batmanov, Alisher ; Barschkett, Mara ; Basdil, B. Kaan ; Dower, Jaromneda ; Castek, Ondrej ; Caviglia-Harris, Jill ; Strand, Gabriella Chauca ; Chen, Shi ; Chzhen, Asya ; Chung, Jong ; Collins, Jason ; Coppock, Alexander ; Cordeau, Hugo ; Couillard, Ben ; Crechet, Jonathan ; Crippa, Lorenzo ; Cui, Jeanne ; Czymara, Christian ; Daarstad, Haley ; Dao, Danh Chi ; Dao, Dong ; Schmandt, Marco David ; Linde, Astrid de ; Melo, Lucas De ; Deer, Lachlan ; Vera, Micole De ; Dimitrova, Velichka ; Dollbaum, Jan Fabian ; Dollbaum, Jan Matti ; Donnelly, Michael ; Huynh, Luu Duc Toan ; Dumbalska, Tsvetomira ; Duncan, Jamie ; Duong, Kiet Tuan ; Duprey, Thibaut ; Dworschak, Christoph ; Ellingsrud, Sigmund ; Elminejad, Ali ; Eissa, Yasmine ; Erhart, Andrea ; Etingin-Frati, Giulian ; Fatemi-Pour, Elaheh ; Federice, Alexa ; Feld, Jan ; Fenig, Guidon ; Firouzjaeiangalougah, Mojtaba ; Fleisje, Erlend ; Fortier-Chouinard, Alexandre ; Engel, Julia Francesca ; Fries, Tilman ; Fortier, Reid ; Fréchet, Nadjim ; Galipeau, Thomas ; Gallegos, Sebastián ; Gangji, Areez ; Gao, Xiaoying ; Garnache, Cloé ; Gáspár, Attila ; Gavrilova, Evelina ; Ghosh, Arijit ; Gibney, Garreth ; Gibson, Grant ; Godager, Geir ; Goff, Leonard ; Gong, Da ; González, Javier ; Gretton, Jeremy ; Griffa, Cristina ; Grigoryeva, Idaliya ; Grtting, Maja ; Guntermann, Eric ; Guo, Jiaqi ; Gugushvili, Alexi ; Habibnia, Hooman ; Häffner, Sonja ; Hall, Jonathan D. ; Hammar, Olle ; Kordt, Amund Hanson ; Hashimoto, Barry ; Hartley, Jonathan S. ; Hausladen, Carina I. ; Havránek, Tomáš ; Hazen, Jacob ; He, Harry ; Hepplewhite, Matthew ; Herrera-Rodriguez, Mario ; Heuer, Felix ; Heyes, Anthony ; Ho, Anson T. Y. ; Holmes, Jonathan ; Holzknecht, Armando ; Hsu, Yu-Hsiang Dexter ; Hu, Shiang-Hung ; Huang, Yu-Shiuan ; Huebener, Mathias ; Huber, Christoph ; Huynh, Kim P. ; Irsova, Zuzana ; Isler, Ozan ; Jakobsson, Niklas ; Frith, Michael James ; Jananji, Raphaël ; Jayalath, Tharaka A. ; Jetter, Michael ; John, Jenny ; Forshaw, Rachel Joy ; Juan, Felipe ; Kadriu, Valon ; Karim, Sunny ; Kelly, Edmund ; Dang, Duy Khanh Hoang ; Khushboo, Tazia ; Kim, Jin ; Kjellsson, Gustav ; Kjelsrud, Anders ; Kotsadam, Andreas ; Korpershoek, Jori ; Krashinsky, Lewis ; Kundu, Suranjana ; Kustov, Alexander ; Lalayev, Nurlan ; Langlois, Audrée ; Laufer, Jill ; Lee-Whiting, Blake ; Leibing, Andreas ; Lenz, Gabriel ; Levin, Joel ; Li, Peng ; Li, Tongzhe ; Lin, Yuchen ; Listo, Ariel ; Liu, Dan ; Lu, Xuewen ; Lukmanova, Elvina ; Luscombe, Alex ; Lusher, Lester R. ; Lyu, Ke ; Ma, Hai ; Mäder, Nicolas ; Makate, Clifton ; Malmberg, Alice ; Maitra, Adit ; Mandas, Marco ; Marcus, Jan ; Margaryan, Shushanik ; Márk, Lili ; Martignano, Andres ; Marsh, Abigail ; Masetto, Isabella ; McCanny, Anthony ; McManus, Emma ; McWay, Ryan ; Metson, Lennard ; Kinge, Jonas Minet ; Mishra, Sumit ; Mohnen, Myra ; Möller, Jakob ; Montambeault, Rosalie ; Montpetit, Sébastien ; Morin, Louis-Philippe ; Morris, Todd ; Moser, Scott ; Motoki, Fabio ; Muehlenbachs, Lucija ; Musulan, Andreea ; Musumeci, Marco ; Nabin, Munirul ; Nchare, Karim ; Neubauer, Florian ; Nguyen, Quan M. P. ; Nguyen, Tuan ; Nguyen-Tien, Viet ; Niazi, Ali ; Nikolaishvili, Giorgi ; Nordstrom, Ardyn ; Nü, Patrick ; Odermatt, Angela ; Olson, Matt ; ien, Henning ; Ölkers, Tim ; Vert, Miquel Oliver i. ; Oral, Emre ; Oswald, Christian ; Ousman, Ali ; Özak, Ömer ; Pandey, Shubham ; Pavlov, Alexandre ; Pelli, Martino ; Penheiro, Romeo ; Park, RyuGyung ; Martel, Eva Pérez ; Petrovičová, Tereza ; Phan, Linh ; Prettyman, Alexa ; Procházka, Jakub ; Putri, Aqila ; Quandt, Julian ; Qiu, Kangyu ; Nguyen, Loan Quynh Thi ; Rahman, Andaleeb ; Rea, Carson H. ; Reiremo, Adam ; Renée, Laëtitia ; Richardson, Joseph ; Rivers, Nicholas ; Rodrigues, Bruno ; Roelofs, William ; Roemer, Tobias ; Rogeberg, Ole ; Rose, Julian ; Roskos-Ewoldsen, Andrew ; Rosmer, Paul ; Sabada, Barbara ; Saberian, Soodeh ; Salamanca, Nicolas ; Sator, Georg ; Sawyer, Antoine ; Scates, Daniel ; Schlüter, Elmar ; Sells, Cameron ; Sen, Sharmi ; Sethi, Ritika ; Shcherbiak, Anna ; Sogaolu, Moyosore ; Soosalu, Matt ; Srensen, Erik ; Sovani, Manali ; Spencer, Noah ; Staubli, Stefan ; Stans, Renske ; Stewart, Anya ; Stips, Felix ; Stockley, Kieran ; Strobel, Stephenson ; Struby, Ethan ; Tang, John ; Tanrisever, Idil ; Yang, Thomas Tao ; Tastan, Ipek ; Tatić, Dejan ; Tatlow, Benjamin ; Seuyong, Féraud Tchuisseu ; Thériault, Rémi ; Thivierge, Vincent ; Tian, Wenjie ; Toma, Filip-Mihai ; Totarelli, Maddalena ; Tran, Van-Anh ; Truong, Hung ; Tsoy, Nikita ; Tuzcuoglu, Kerem ; Ubfal, Diego ; Villalobos, Laura ; Walterskirchen, Julian ; Wang, Joseph Taoyi ; Wattal, Vasudha ; Webb, Matthew D. ; Weber, Bryan ; Weisser, Reinhard ; Weng, Wei-Chien ; Westheide, Christian ; White, Kimberly ; Winter, Jacob ; Wochner, Timo ; Woerman, Matt ; Wong, Jared ; Woodard, Ritchie ; Wroński, Marcin ; Yazbeck, Myra ; Yang, Gustav Chung ; Yap, Luther ; Yassin, Kareman ; Ye, Hao ; Yoon, Jin Young ; Yurris, Chris ; Zahra, Tahreen ; Zaneva, Mirela ; Zayat, Aline ; Zhang, Jonathan ; Zhao, Ziwei ; Yaolang, Zhong
This study pushes our understanding of research reliability by reproducing and replicating claims from 110 papers in leading economic and political science journals. The analysis involves computational reproducibility checks and robustness assessments. It reveals several patterns. First, we uncover a high rate of fully computationally reproducible results (over 85%). Second, excluding minor issues like missing packages or broken pathways, we uncover coding errors for about 25% of studies, with some studies containing multiple errors. Third, we test the robustness of the results to 5,511 re-analyses. We find a robustness reproducibility of about 70%. Robustness reproducibility rates are relatively higher for re-analyses that introduce new data and lower for re-analyses that change the sample or the definition of the dependent variable. Fourth, 52% of re-analysis effect size estimates are smaller than the original published estimates and the average statistical significance of a re-analysis is 77% of the original. Lastly, we rely on six teams of researchers working independently to answer eight additional research questions on the determinants of robustness reproducibility. Most teams find a negative relationship between replicators' experience and reproducibility, while finding no relationship between reproducibility and the provision of intermediate or even raw data combined with the necessary cleaning codes.
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