Same data, different analysts: Variation in effect sizes due to analytical 
decisions in ecology and evolutionary biology

Gould, Elliot; Fraser, Hannah S.; Parker, Timothy H.; Nakagawa, Shinichi; Griffith, Simon C.; Vesk, Peter A.; Fidler, Fiona; Hamilton, Daniel G.; Abbey-Lee, Robin N.; Abbott, Jessica K.; Aguirre, Luis A.; Alcaraz, Carles; Aloni, Irith; Altschul, Drew; Arekar, Kunal; Atkins, Jeff W.; Atkinson, Joe; Baker, Christopher; Barrett, Meghan; Bell, Kristian; Bello, Suleiman Kehinde; Beltrán, Iván; Berauer, Bernd J.; Bertram, Michael Grant; Billman, Peter D.; Blake, Charlie K.; Blake, Shannon; Bliard, Louis; Bonisoli-Alquati, Andrea; Bonnet, Timothée; Bordes, Camille Nina Marion; Bose, Aneesh P. H.; Botterill-James, Thomas; Boyd, Melissa Anna; Boyle, Sarah A.; Bradfer-Lawrence, Tom; Bradham, Jennifer; Brand, Jack A.; Brengdahl, Martin I.; Bulla, Martin; Bussière, Luc; Camerlenghi, Ettore; Campbell, Sara E.; Campos, Leonardo L. F.; Caravaggi, Anthony; Cardoso, Pedro; Carroll, Charles J. W.; Catanach, Therese A.; Chen, Xuan; Chik, Heung Ying Janet; Choy, Emily Sarah; Christie, Alec Philip; Chuang, Angela; Chunco, Amanda J.; Clark, Bethany L.; Contina, Andrea; Covernton, Garth A.; Cox, Murray P.; Cressman, Kimberly A.; Crotti, Marco; Crouch, Connor Davidson; D'Amelio, Pietro B.; de Sousa, Alexandra Allison; Döbert, Timm Fabian; Dobler, Ralph; Dobson, Adam J.; Doherty, Tim S.; Drobniak, Szymon Marian; Duffy, Alexandra Grace; Duncan, Alison B.; Dunn, Robert P.; Dunning, Jamie; Dutta, Trishna; Eberhart-Hertel, Luke J.; Elmore, Jared Alan; Elsherif, Mahmoud Medhat; English, Holly M.; Ensminger, David C.; Ernst, Ulrich Rainer; Ferguson, Stephen M.; Fernández-Juricic, Esteban; Ferreira-Arruda, Thalita; Fieberg, John; Finch, Elizabeth A.; Fiorenza, Evan A.; Fisher, David N.; Fontaine, Amélie; Forstmeier, Wolfgang; Fourcade, Yoan; Frank, Graham S.; Freund, Cathryn A.; Fuentes-Lillo, Eduardo; Gandy, Sara L.; Gannon, Dustin G.; García-Cervigón, Ana I.; Garretson, Alexis C.; Ge, Xuezhen; Geary, William L.; Géron, Charly; Gilles, Marc; Girndt, Antje; Gliksman, Daniel; Goldspiel, Harrison B.; Gomes, Dylan G. E.; Good, Megan Kate; Goslee, Sarah C.; Gosnell, J. Stephen; Grames, Eliza M.; Gratton, Paolo; Grebe, Nicholas M.; Greenler, Skye M.; Griffioen, Maaike; Griffith, Daniel M.; Griffith, Frances J.; Grossman, Jake J.; Güncan, Ali; Haesen, Stef; Hagan, James G.; Hager, Heather A.; Harris, Jonathan Philo; Harrison, Natasha Dean; Hasnain, Sarah Syedia; Havird, Justin Chase; Heaton, Andrew J.; Herrera-Chaustre, María Laura; Howard, Tanner J.; Hsu, Bin-Yan; Iannarilli, Fabiola; Iranzo, Esperanza C.; Iverson, Erik N. K.; Jimoh, Saheed Olaide; Johnson, Douglas H.; Johnsson, Martin; Jorna, Jesse; Jucker, Tommaso; Jung, Martin; Kačergytė, Ineta; Kaltz, Oliver; Ke, Alison; Kelly, Clint D.; Keogan, Katharine; Keppeler, Friedrich Wolfgang; Killion, Alexander K.; Kim, Dongmin; Kochan, David P.; Korsten, Peter; Kothari, Shan; Kuppler, Jonas; Kusch, Jillian M.; Lagisz, Malgorzata; Lalla, Kristen Marianne; Larkin, Daniel J.; Larson, Courtney L.; Lauck, Katherine S.; Lauterbur, M. Elise; Law, Alan; Léandri-Breton, Don-Jean; Lembrechts, Jonas J.; L'Herpiniere, Kiara; Lievens, Eva J. P.; de Lima, Daniela Oliveira; Lindsay, Shane; Luquet, Martin; MacLeod, Ross; Macphie, Kirsty H.; Magellan, Kit; Mair, Magdalena M.; Malm, Lisa E.; Mammola, Stefano; Mandeville, Caitlin P.; Manhart, Michael; Manrique-Garzon, Laura Milena; Mäntylä, Elina; Marchand, Philippe; Marshall, Benjamin Michael; Martin, Charles A.; Martin, Dominic Andreas; Martin, Jake Mitchell; Martinig, April Robin; McCallum, Erin S.; McCauley, Mark; McNew, Sabrina M.; Meiners, Scott J.; Merkling, Thomas; Michelangeli, Marcus; Moiron, Maria; Moreira, Bruno; Mortensen, Jennifer; Mos, Benjamin; Muraina, Taofeek Olatunbosun; Murphy, Penelope Wrenn; Nelli, Luca; Niemelä, Petri; Nightingale, Josh; Nilsonne, Gustav; Nolazco, Sergio; Nooten, Sabine S.; Novotny, Jessie Lanterman; Olin, Agnes Birgitta; Organ, Chris L.; Ostevik, Kate L.; Palacio, Facundo Xavier; Paquet, Matthieu; Parker, Darren James; Pascall, David J.; Pasquarella, Valerie J.; Paterson, John Harold; Payo-Payo, Ana; Pedersen, Karen Marie; Perez, Grégoire; Perry, Kayla I.; Pottier, Patrice; Proulx, Michael J.; Proulx, Raphaël; Pruett, Jessica L.; Ramananjato, Veronarindra; Randimbiarison, Finaritra Tolotra; Razafindratsima, Onja H.; Rennison, Diana J.; Riva, Federico; Riyahi, Sepand; Roast, Michael James; Rocha, Felipe Pereira; Roche, Dominique G.; Román-Palacios, Cristian; Rosenberg, Michael S.; Ross, Jessica; Rowland, Freya E.; Rugemalila, Deusdedith; Russell, Avery L.; Ruuskanen, Suvi; Saccone, Patrick; Sadeh, Asaf; Salazar, Stephen M.; Sales, Kris; Salmón, Pablo; Sánchez-Tójar, Alfredo; Santos, Leticia Pereira; Santostefano, Francesca; Schilling, Hayden T.; Schmidt, Marcus; Schmoll, Tim; Schneider, Adam C.; Schrock, Allie E.; Schroeder, Julia; Schtickzelle, Nicolas; Schultz, Nick L.; Scott, Drew A.; Scroggie, Michael Peter; Shapiro, Julie Teresa; Sharma, Nitika; Shearer, Caroline L.; Simón, Diego; Sitvarin, Michael I.; Skupien, Fabrício Luiz; Slinn, Heather Lea; Smith, Grania Polly; Smith, Jeremy A.; Sollmann, Rahel; Whitney, Kaitlin Stack; Still, Shannon Michael; Stuber, Erica F.; Sutton, Guy F.; Swallow, Ben; Taff, Conor Claverie; Takola, Elina; Tanentzap, Andrew J.; Tarjuelo, Rocío; Telford, Richard J.; Thawley, Christopher J.; Thierry, Hugo; Thomson, Jacqueline; Tidau, Svenja; Tompkins, Emily M.; Tortorelli, Claire Marie; Trlica, Andrew; Turnell, Biz R.; Urban, Lara; de Vondel, Stijn Van; van der Wal, Jessica Eva Megan; Eeckhoven, Jens Van; van Oordt, Francis; Vanderwel, K. Michelle; Vanderwel, Mark C.; Vanderwolf, Karen J.; Vélez, Juliana; Vergara-Florez, Diana Carolina; Verrelli, Brian C.; Vieira, Marcus Vinícius; Villamil, Nora; Vitali, Valerio; Vollering, Julien; Walker, Jeffrey; Walker, Xanthe J.; Walter, Jonathan A.; Waryszak, Pawel; Weaver, Ryan J.; Wedegärtner, Ronja E. M.; Weller, Daniel L.; Whelan, Shannon; White, Rachel Louise; Wolfson, David William; Wood, Andrew; Yanco, Scott W.; Yen, Jian D. L.; Youngflesh, Casey; Zilio, Giacomo; Zimmer, Cédric; Zimmerman, Gregory Mark; Zitomer, Rachel A.

doi:10.32942/X2GG62

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Same data, different analysts: Variation in effect sizes due to analytical decisions in ecology and evolutionary biology

Gould, E., Fraser, H. S., Parker, T. H., Nakagawa, S., Griffith, S. C., Vesk, P. A., et al. (2025). Same data, different analysts: Variation in effect sizes due to analytical decisions in ecology and evolutionary biology. EcoEvoRxiv. doi:10.32942/X2GG62.

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Item Permalink: https://hdl.handle.net/21.11116/0000-000E-26D6-6 Version Permalink: https://hdl.handle.net/21.11116/0000-0010-5EF0-6

Genre: Journal Article

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Gould, Elliot, Author
Fraser, Hannah S., Author
Parker, Timothy H., Author
Nakagawa, Shinichi, Author
Griffith, Simon C., Author
Vesk, Peter A., Author
Fidler, Fiona, Author
Hamilton, Daniel G., Author
Abbey-Lee, Robin N., Author
Abbott, Jessica K., Author
Aguirre, Luis A., Author
Alcaraz, Carles, Author
Aloni, Irith, Author
Altschul, Drew, Author
Arekar, Kunal, Author
Atkins, Jeff W., Author
Atkinson, Joe, Author
Baker, Christopher, Author
Barrett, Meghan, Author
Bell, Kristian, Author
Bello, Suleiman Kehinde, AuthorBeltrán, Iván, AuthorBerauer, Bernd J., AuthorBertram, Michael Grant, AuthorBillman, Peter D., AuthorBlake, Charlie K., AuthorBlake, Shannon, AuthorBliard, Louis, AuthorBonisoli-Alquati, Andrea, AuthorBonnet, Timothée, AuthorBordes, Camille Nina Marion, AuthorBose, Aneesh P. H., AuthorBotterill-James, Thomas, AuthorBoyd, Melissa Anna, AuthorBoyle, Sarah A., AuthorBradfer-Lawrence, Tom, AuthorBradham, Jennifer, AuthorBrand, Jack A., AuthorBrengdahl, Martin I., AuthorBulla, Martin¹, Author Bussière, Luc, AuthorCamerlenghi, Ettore, AuthorCampbell, Sara E., AuthorCampos, Leonardo L. F., AuthorCaravaggi, Anthony, AuthorCardoso, Pedro, AuthorCarroll, Charles J. W., AuthorCatanach, Therese A., AuthorChen, Xuan, AuthorChik, Heung Ying Janet, AuthorChoy, Emily Sarah, AuthorChristie, Alec Philip, AuthorChuang, Angela, AuthorChunco, Amanda J., AuthorClark, Bethany L., AuthorContina, Andrea, AuthorCovernton, Garth A., AuthorCox, Murray P., AuthorCressman, Kimberly A., AuthorCrotti, Marco, AuthorCrouch, Connor Davidson, AuthorD'Amelio, Pietro B.², Author de Sousa, Alexandra Allison, AuthorDöbert, Timm Fabian, AuthorDobler, Ralph, AuthorDobson, Adam J., AuthorDoherty, Tim S., AuthorDrobniak, Szymon Marian, AuthorDuffy, Alexandra Grace, AuthorDuncan, Alison B., AuthorDunn, Robert P., AuthorDunning, Jamie, AuthorDutta, Trishna, AuthorEberhart-Hertel, Luke J.³, Author Elmore, Jared Alan, AuthorElsherif, Mahmoud Medhat, AuthorEnglish, Holly M., AuthorEnsminger, David C., AuthorErnst, Ulrich Rainer, AuthorFerguson, Stephen M., AuthorFernández-Juricic, Esteban, AuthorFerreira-Arruda, Thalita, AuthorFieberg, John, AuthorFinch, Elizabeth A., AuthorFiorenza, Evan A., AuthorFisher, David N., AuthorFontaine, Amélie, AuthorForstmeier, Wolfgang³, Author Fourcade, Yoan, AuthorFrank, Graham S., AuthorFreund, Cathryn A., AuthorFuentes-Lillo, Eduardo, AuthorGandy, Sara L., AuthorGannon, Dustin G., AuthorGarcía-Cervigón, Ana I., AuthorGarretson, Alexis C., AuthorGe, Xuezhen, AuthorGeary, William L., AuthorGéron, Charly, AuthorGilles, Marc, AuthorGirndt, Antje, AuthorGliksman, Daniel, AuthorGoldspiel, Harrison B., AuthorGomes, Dylan G. E., AuthorGood, Megan Kate, AuthorGoslee, Sarah C., AuthorGosnell, J. Stephen, AuthorGrames, Eliza M., AuthorGratton, Paolo, AuthorGrebe, Nicholas M., AuthorGreenler, Skye M., AuthorGriffioen, Maaike, AuthorGriffith, Daniel M., AuthorGriffith, Frances J., AuthorGrossman, Jake J., AuthorGüncan, Ali, AuthorHaesen, Stef, AuthorHagan, James G., AuthorHager, Heather A., AuthorHarris, Jonathan Philo, AuthorHarrison, Natasha Dean, AuthorHasnain, Sarah Syedia, AuthorHavird, Justin Chase, AuthorHeaton, Andrew J., AuthorHerrera-Chaustre, María Laura, AuthorHoward, Tanner J., AuthorHsu, Bin-Yan, AuthorIannarilli, Fabiola, AuthorIranzo, Esperanza C., AuthorIverson, Erik N. K., AuthorJimoh, Saheed Olaide, AuthorJohnson, Douglas H., AuthorJohnsson, Martin, AuthorJorna, Jesse, AuthorJucker, Tommaso, AuthorJung, Martin, AuthorKačergytė, Ineta, AuthorKaltz, Oliver, AuthorKe, Alison, AuthorKelly, Clint D., AuthorKeogan, Katharine, AuthorKeppeler, Friedrich Wolfgang, AuthorKillion, Alexander K., AuthorKim, Dongmin, AuthorKochan, David P., AuthorKorsten, Peter, AuthorKothari, Shan, AuthorKuppler, Jonas, AuthorKusch, Jillian M., AuthorLagisz, Malgorzata, AuthorLalla, Kristen Marianne, AuthorLarkin, Daniel J., AuthorLarson, Courtney L., AuthorLauck, Katherine S., AuthorLauterbur, M. Elise, AuthorLaw, Alan, AuthorLéandri-Breton, Don-Jean, AuthorLembrechts, Jonas J., AuthorL'Herpiniere, Kiara, AuthorLievens, Eva J. P., Authorde Lima, Daniela Oliveira, AuthorLindsay, Shane, AuthorLuquet, Martin, AuthorMacLeod, Ross, AuthorMacphie, Kirsty H., AuthorMagellan, Kit, AuthorMair, Magdalena M., AuthorMalm, Lisa E., AuthorMammola, Stefano, AuthorMandeville, Caitlin P., AuthorManhart, Michael, AuthorManrique-Garzon, Laura Milena, AuthorMäntylä, Elina, AuthorMarchand, Philippe, AuthorMarshall, Benjamin Michael, AuthorMartin, Charles A., AuthorMartin, Dominic Andreas, AuthorMartin, Jake Mitchell, AuthorMartinig, April Robin, AuthorMcCallum, Erin S., AuthorMcCauley, Mark, AuthorMcNew, Sabrina M., AuthorMeiners, Scott J., AuthorMerkling, Thomas, AuthorMichelangeli, Marcus, AuthorMoiron, Maria, AuthorMoreira, Bruno, AuthorMortensen, Jennifer, AuthorMos, Benjamin, AuthorMuraina, Taofeek Olatunbosun, AuthorMurphy, Penelope Wrenn, AuthorNelli, Luca, AuthorNiemelä, Petri, AuthorNightingale, Josh, AuthorNilsonne, Gustav, AuthorNolazco, Sergio, AuthorNooten, Sabine S., AuthorNovotny, Jessie Lanterman, AuthorOlin, Agnes Birgitta, AuthorOrgan, Chris L., AuthorOstevik, Kate L., AuthorPalacio, Facundo Xavier, AuthorPaquet, Matthieu, AuthorParker, Darren James, AuthorPascall, David J., AuthorPasquarella, Valerie J., AuthorPaterson, John Harold, AuthorPayo-Payo, Ana, AuthorPedersen, Karen Marie, AuthorPerez, Grégoire, AuthorPerry, Kayla I., AuthorPottier, Patrice, AuthorProulx, Michael J., AuthorProulx, Raphaël, AuthorPruett, Jessica L., AuthorRamananjato, Veronarindra, AuthorRandimbiarison, Finaritra Tolotra, AuthorRazafindratsima, Onja H., AuthorRennison, Diana J., AuthorRiva, Federico, AuthorRiyahi, Sepand, AuthorRoast, Michael James, AuthorRocha, Felipe Pereira, AuthorRoche, Dominique G., AuthorRomán-Palacios, Cristian, AuthorRosenberg, Michael S., AuthorRoss, Jessica, AuthorRowland, Freya E., AuthorRugemalila, Deusdedith, AuthorRussell, Avery L., AuthorRuuskanen, Suvi, AuthorSaccone, Patrick, AuthorSadeh, Asaf, AuthorSalazar, Stephen M., AuthorSales, Kris, AuthorSalmón, Pablo, AuthorSánchez-Tójar, Alfredo, AuthorSantos, Leticia Pereira, AuthorSantostefano, Francesca, AuthorSchilling, Hayden T., AuthorSchmidt, Marcus, AuthorSchmoll, Tim, AuthorSchneider, Adam C., AuthorSchrock, Allie E., AuthorSchroeder, Julia, AuthorSchtickzelle, Nicolas, AuthorSchultz, Nick L., AuthorScott, Drew A., AuthorScroggie, Michael Peter, AuthorShapiro, Julie Teresa, AuthorSharma, Nitika, AuthorShearer, Caroline L., AuthorSimón, Diego, AuthorSitvarin, Michael I., AuthorSkupien, Fabrício Luiz, AuthorSlinn, Heather Lea, AuthorSmith, Grania Polly, AuthorSmith, Jeremy A., AuthorSollmann, Rahel, AuthorWhitney, Kaitlin Stack, AuthorStill, Shannon Michael, AuthorStuber, Erica F., AuthorSutton, Guy F., AuthorSwallow, Ben, AuthorTaff, Conor Claverie, AuthorTakola, Elina, AuthorTanentzap, Andrew J., AuthorTarjuelo, Rocío, AuthorTelford, Richard J., AuthorThawley, Christopher J., AuthorThierry, Hugo, AuthorThomson, Jacqueline, AuthorTidau, Svenja, AuthorTompkins, Emily M., AuthorTortorelli, Claire Marie, AuthorTrlica, Andrew, AuthorTurnell, Biz R., AuthorUrban, Lara, Authorde Vondel, Stijn Van, Authorvan der Wal, Jessica Eva Megan, AuthorEeckhoven, Jens Van, Authorvan Oordt, Francis, AuthorVanderwel, K. Michelle, AuthorVanderwel, Mark C., AuthorVanderwolf, Karen J., AuthorVélez, Juliana, AuthorVergara-Florez, Diana Carolina, AuthorVerrelli, Brian C., AuthorVieira, Marcus Vinícius, AuthorVillamil, Nora, AuthorVitali, Valerio, AuthorVollering, Julien, AuthorWalker, Jeffrey, AuthorWalker, Xanthe J., AuthorWalter, Jonathan A., AuthorWaryszak, Pawel, AuthorWeaver, Ryan J., AuthorWedegärtner, Ronja E. M., AuthorWeller, Daniel L., AuthorWhelan, Shannon, AuthorWhite, Rachel Louise, AuthorWolfson, David William, AuthorWood, Andrew, AuthorYanco, Scott W., AuthorYen, Jian D. L., AuthorYoungflesh, Casey, AuthorZilio, Giacomo, AuthorZimmer, Cédric, AuthorZimmerman, Gregory Mark, AuthorZitomer, Rachel A., Author more..

Affiliations:
1Czech University of Life Sciences Prague, Czech Republic, ou_persistent22
2Department of Behavioural Neurobiology / Gahr, Seewiesen, Max Planck Institute for Biological Intelligence, Max Planck Society, ou_3398355
3Department of Ornithology / Kempenaers, Seewiesen, Max Planck Institute for Biological Intelligence, Max Planck Society, ou_3518530

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Dates: Published Online: 2025

Publication Status: Published online

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Identifiers: DOI: 10.32942/X2GG62

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Title: EcoEvoRxiv

Source Genre: Journal

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