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1. Observing many researchers using the same data and hypothesis reveals a hidden universe of uncertainty

Author

Breznau, Nate, Rinke, Eike Mark, Wuttke, Alexander, Nguyen, Hung H. V., Adem, Muna, Adriaans, Jule, Alvarez-Benjumea, Amalia, Andersen, Henrik K., Auer, Daniel, Azevedo, Flavio, Bahnsen, Oke, Balzer, Dave, Bauer, Gerrit, Bauer, Paul C., Baumann, Markus, Baute, Sharon, Benoit, Verena, Bernauer, Julian, Berning, Carl, Berthold, Anna, Bethke, Felix S., Biegert, Thomas, Blinzler, Katharina, Blumenberg, Johannes N., Bobzien, Licia, Bohman, Andrea, Bol, Thijs, Bostic, Amie, Brzozowska, Zuzanna, Burgdorf, Katharina, Burger, Kaspar, Busch, Kathrin B., Carlos-Castillo, Juan, Chan, Nathan, Christmann, Pablo, Connelly, Roxanne, Czymara, Christian S., Damian, Elena, Ecker, Alejandro, Edelmann, Achim, Eger, Maureen A., Ellerbrock, Simon, Forke, Anna, Forster, Andrea, Gaasendam, Chris, Gavras, Konstantin, Gayle, Vernon, Gessler, Theresa, Gnambs, Timo, Godefroidt, Amélie, Grömping, Max, Groß, Martin, Gruber, Stefan, Gummer, Tobias, Hadjar, Andreas, Heisig, Jan Paul, Hellmeier, Sebastian, Heyne, Stefanie, Hirsch, Magdalena, Hjerm, Mikael, Hochman, Oshrat, Hövermann, Andreas, Hunger, Sophia, Hunkler, Christian, Huth, Nora, Ignácz, Zsófia S., Jacobs, Laura, Jacobsen, Jannes, Jaeger, Bastian, Jungkunz, Sebastian, Jungmann, Nils, Kauff, Mathias, Kleinert, Manuel, Klinger, Julia, Kolb, Jan-Philipp, Kołczyńska, Marta, Kuk, John, Kunißen, Katharina, Sinatra, Dafina Kurti, Langenkamp, Alexander, Lersch, Philipp M., Löbel, Lea-Maria, Lutscher, Philipp, Mader, Matthias, Madia, Joan E., Malancu, Natalia, Maldonado, Luis, Marahrens, Helge, Martin, Nicole, Martinez, Paul, Mayerl, Jochen, Mayorga, Oscar J., McManus, Patricia, McWagner, Kyle, Meeusen, Cecil, Meierrieks, Daniel, Mellon, Jonathan, Merhout, Friedolin, Merk, Samuel, Meyer, Daniel, Micheli, Leticia, Mijs, Jonathan, Moya, Cristóbal, Neunhoeffer, Marcel, Nüst, Daniel, Nygård, Olav, Ochsenfeld, Fabian, Otte, Gunnar, Pechenkina, Anna O., Prosser, Christopher, Raes, Louis, Ralston, Kevin, Ramos, Miguel R., Roets, Arne, Rogers, Jonathan, Ropers, Guido, Samuel, Robin, Sand, Gregor, Schachter, Ariela, Schaeffer, Merlin, Schieferdecker, David, Schlueter, Elmar, Schmidt, Regine, Schmidt, Katja M., Schmidt-Catran, Alexander, Schmiedeberg, Claudia, Schneider, Jürgen, Schoonvelde, Martijn, Schulte-Cloos, Julia, Schumann, Sandy, Schunck, Reinhard, Schupp, Jürgen, Seuring, Julian, Silber, Henning, Sleegers, Willem, Sonntag, Nico, Staudt, Alexander, Steiber, Nadia, Steiner, Nils, Sternberg, Sebastian, Stiers, Dieter, Stojmenovska, Dragana, Storz, Nora, Striessnig, Erich, Stroppe, Anne-Kathrin, Teltemann, Janna, Tibajev, Andrey, Tung, Brian, Vagni, Giacomo, Van Assche, Jasper, van der Linden, Meta, van der Noll, Jolanda, Van Hootegem, Arno, Vogtenhuber, Stefan, Voicu, Bogdan, Wagemans, Fieke, Wehl, Nadja, Werner, Hannah, Wiernik, Brenton M., Winter, Fabian, Wolf, Christof, Yamada, Yuki, Zhang, Nan, Ziller, Conrad, Zins, Stefan, and Żółtak, Tomasz

Published
2022

2. Pre-Migration Status, Social Capital, and the Educational Aspirations of Children of Immigrants in Disadvantaged Swedish Schools

Author

Nygård, Olav

Abstract

High aspirations can be an important factor for educational attainment, especially for youth in disadvantaged schools who are otherwise more likely to leave school early. In this article, I study the relationships between pre-migration status, social capital, and educational aspirations among youth in disadvantaged Swedish schools, using data on 960 students collected in 2014. Regression results showed that access to social capital was related to pre-migration status, and that both factors contributed to high university aspirations among children of immigrants, partly through high expectations from parents. The findings consequently show how post-migration resources and outcomes relate to pre-migration factors, challenging the destination country bias that is often present in studies on immigrants and their children.

Published
2022
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4. Extracurricular activities and educational ouctomes : evidence from high-performing schools in St Petersburg, Russia

Author

Kravchenko, Zhanna, Nygård, Olav, Kravchenko, Zhanna, and Nygård, Olav

Abstract

This article is based on a survey carried out among 2,428 ninth-graders from 64 high-performing schools in St. Petersburg, Russia. In the study, we examine the relationships between socioeconomic background, extracurricular participation, and educational outcomes. The findings demonstrate high levels of participation in out-of-school, compared to school-based, extracurricular activities. Extracurricular participation was also shown to be associated with better grades and, to some extent, with higher levels of university aspirations. The relatively small estimate sizes indicate, however, that extracurricular participation is not a major factor in differences in educational outcomes. Nevertheless, since participation was higher among socioeconomically more advantaged students, and grades and/or levels of university aspirations were higher among those who participated, we argue that extracurricular participation should be understood as part of social reproduction in Russia., Funding Agencies|Ostersjostiftelsen [2199/3.1.1/2014]

Published
2023
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5. Origin-country gender norms, individual work experience, and employment among immigrant women in Sweden

Author

Tibajev, Andrey, Nygård, Olav, Tibajev, Andrey, and Nygård, Olav

Abstract

Many Western countries are built on a dual-earner model and have high levels of female labor force participation. Increasing the labor market activity of immigrant women is therefore seen as a key part of immigrant integration. However, female labor force participation (LFP) differs substantially between countries, reflecting differences in work-related gender norms that can continue to influence preferences and behaviors after migration. In this study, we investigate how origin-country gender norms and migrant selection interact to produce post-migration outcomes. Our data shows that immigrant women in Sweden have a higher level of pre-migration work experience than expected based on origin-country female LFP, indicating positive selection. Furthermore, the association between origin-country LFP and post-migration employment varied with work experience. For women without origin-country work experience, origin-country LFP was positively associated with employment in Sweden. For women with origin-country work experience, origin-country LFP however was not associated with higher likelihood of employment in Sweden. Though our focus is on immigrant women, we also include immigrant men in our analysis to test our prediction more thoroughly. For men without origin-country work experience, origin-country LFP was negatively associated with employment in Sweden, while we found no association for men with origin-country work experience. Our results show that migrant selection is a crucial factor in understanding the relationship between origin-country LFP and post-migration labor market outcomes, and that these patterns vary with gender. Policy interventions targeting immigrant women from countries with low female LFP should therefore not assume that women arrive socialized with gender-norms that hinder labor market activity., Funding: This study was supported by the Swedish Research Council (Vetenskapsrdet) [2018-03365]. [2018-03365]; Swedish Research Council (Vetenskapsrdet)

Published
2023
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8. Extracurricular activities and educational ouctomes : evidence from high-performing schools in St Petersburg, Russia

Author

Kravchenko, Zhanna, Nygård, Olav, Kravchenko, Zhanna, and Nygård, Olav

Abstract

This article is based on a survey carried out among 2,428 ninth-graders from 64 high-performing schools in St. Petersburg, Russia. In the study, we examine the relationships between socioeconomic background, extracurricular participation, and educational outcomes. The findings demonstrate high levels of participation in out-of-school, compared to school-based, extracurricular activities. Extracurricular participation was also shown to be associated with better grades and, to some extent, with higher levels of university aspirations. The relatively small estimate sizes indicate, however, that extracurricular participation is not a major factor in differences in educational outcomes. Nevertheless, since participation was higher among socioeconomically more advantaged students, and grades and/or levels of university aspirations were higher among those who participated, we argue that extracurricular participation should be understood as part of social reproduction in Russia., Funding Agencies|Ostersjostiftelsen [2199/3.1.1/2014]

Published
2022
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10. Immigration Background and Differences in School-to- work Trajectories of Early School Leavers

Author

Nygård, Olav

Subjects
education, Labor. Work. Working class, Sociology (excluding Social Work, Social Psychology and Social Anthropology), Gender, Ethnicity, Age and Diversity, Sociologi (exklusive socialt arbete, socialpsykologi och socialantropologi), HD4801-8943, Early school leavers, immigrant background, income, life course, school-to-work transition
Abstract

This article focuses on the school-to-work trajectories of early school leavers in Sweden. I use sequence analysis of population-level registry data covering the first 10 years after compulsory school for 6404 early school leavers to identify four clusters of school-to-work trajectories: an exclusion trajectory characterized by not being in employment, education, or training; an education trajectory characterized by second-chance education and an increasing share of tertiary education; a precarity trajectory; and a career trajectory. Having an immigrant background or being a woman was associated with a lower likelihood of being in the career trajectory than having a non-immigrant background or being a man. Differences in the likelihood of being in the education trajectory between persons with immigrant and non-immigrant background could however be fully explained by parents education, if education level was measured relative to their country of origin. This highlights the importance of pre-migration factors for post-migration outcomes.

Published
2021

12. How Many Replicators Does It Take to Achieve Reliability? Investigating Researcher Variability in a Crowdsourced Replication

Author

Breznau, Nate, primary, Rinke, Eike Mark, additional, Wuttke, Alexander, additional, Nguyen, Hung Hoang Viet, additional, Adem, Muna, additional, Adriaans, Jule, additional, Akdeniz, Esra, additional, Alvarez-Benjumea, Amalia, additional, Andersen, Henrik Kenneth, additional, Auer, Daniel, additional, Azevedo, Flavio, additional, Bahnsen, Oke, additional, Bai, Ling, additional, Balzer, Dave, additional, Bauer, Gerrit, additional, Bauer, Paul, additional, Baumann, Markus, additional, Baute, Sharon, additional, Benoit, Verena, additional, Bernauer, Julian, additional, Berning, Carl, additional, Berthold, Anna, additional, Bethke, Felix S., additional, Biegert, Thomas, additional, Blinzler, Katharina, additional, Blumenberg, Johannes, additional, Bobzien, Licia, additional, Bohman, Andrea, additional, Bol, Thijs, additional, Bostic, Amie, additional, Brzozowska, Zuzanna, additional, Burgdorf, Katharina, additional, Burger, Kaspar, additional, Busch, Kathrin, additional, Castillo, Juan Carlos, additional, Chan, Nathan, additional, Christmann, Pablo, additional, Connelly, Roxanne, additional, Czymara, Christian S., additional, Damian, Elena, additional, de Rooij, Eline Adriane, additional, Ecker, Alejandro, additional, Edelmann, Achim, additional, Eder, Christina, additional, Eger, Maureen A., additional, Ellerbrock, Simon, additional, Forke, Anna, additional, Forster, Andrea Gabriele, additional, Freire, Danilo, additional, Gaasendam, Chris, additional, Gavras, Konstantin, additional, Gayle, Vernon, additional, Gessler, Theresa, additional, Gnambs, Timo, additional, Godefroidt, Amélie, additional, Grömping, Max, additional, Groß, Martin, additional, Gruber, Stefan, additional, Gummer, Tobias, additional, Hadjar, Andreas, additional, Halbherr, Verena, additional, Heisig, Jan Paul, additional, Hellmeier, Sebastian, additional, Heyne, Stefanie, additional, Hirsch, Magdalena, additional, Hjerm, Mikael, additional, Hochman, Oshrat, additional, Höffler, Jan H., additional, Hövermann, Andreas, additional, Hunger, Sophia, additional, Hunkler, Christian, additional, Huth, Nora, additional, Ignacz, Zsofia, additional, Israel, Sabine, additional, Jacobs, Laura, additional, Jacobsen, Jannes, additional, Jaeger, Bastian, additional, Jungkunz, Sebastian, additional, Jungmann, Nils, additional, Kanjana, Jennifer, additional, Kauff, Mathias, additional, Khan, Salman, additional, Khatua, Sayak, additional, Kleinert, Manuel, additional, Klinger, Julia, additional, Kolb, Jan-Philipp, additional, Kolczynska, Marta, additional, Kuk, John Seungmin, additional, Kunißen, Katharina, additional, Sinatra, Dafina Kurti, additional, Greinert, Alexander, additional, Lee, Robin C., additional, Lersch, Philipp M., additional, Liu, David, additional, Löbel, Lea-Maria, additional, Lutscher, Philipp, additional, Mader, Matthias, additional, Madia, Joan Eliel, additional, Malancu, Natalia, additional, Maldonado, Luis, additional, Marahrens, Helge, additional, Martin, Nicole, additional, Martinez, Paul, additional, Mayerl, Jochen, additional, MAYORGA, OSCAR Jose, additional, McDonnell, Robert Myles, additional, McManus, Patricia A., additional, Wagner, Kyle, additional, Meeusen, Cecil, additional, Meierrieks, Daniel, additional, Mellon, Jonathan, additional, Merhout, Friedolin, additional, Merk, Samuel, additional, Meyer, Daniel, additional, Micheli, Leticia, additional, Mijs, Jonathan J.B., additional, Moya, Cristóbal, additional, Neunhoeffer, Marcel, additional, Nüst, Daniel, additional, Nygård, Olav, additional, Ochsenfeld, Fabian, additional, Otte, Gunnar, additional, Pechenkina, Anna, additional, Pickup, Mark, additional, Prosser, Christopher, additional, Raes, Louis, additional, Ralston, Kevin, additional, Ramos, Miguel, additional, Reichert, Frank, additional, Roets, Arne, additional, Rogers, Jonathan, additional, Ropers, Guido, additional, Samuel, Robin, additional, Sand, Gergor, additional, Petrarca, Constanza Sanhueza, additional, Schachter, Ariela, additional, Schaeffer, Merlin, additional, Schieferdecker, David, additional, Schlueter, Elmar, additional, Schmidt, Katja, additional, Schmidt, Regine, additional, Schmidt-Catran, Alexander, additional, Schmiedeberg, Claudia, additional, Schneider, Jürgen, additional, Schoonvelde, Martijn, additional, Schulte-Cloos, Julia, additional, Schumann, Sandy, additional, Schunck, Reinhard, additional, Schupp, Juergen, additional, Seuring, Julian, additional, Silber, Henning, additional, Sleegers, Willem W. A., additional, Sonntag, Nico, additional, Staudt, Alexander, additional, Steiber, Nadia, additional, Steiner, Nils, additional, Sternberg, Sebastian, additional, Stiers, Dieter, additional, Stojmenovska, Dragana, additional, Storz, Nora, additional, Striessnig, Erich, additional, Stroppe, Anne-Kathrin, additional, Suchow, Jordan, additional, Teltemann, Janna, additional, Tibajev, Andrey, additional, Tung, Brian B., additional, Vagni, Giacomo, additional, Van Assche, Jasper, additional, van der Linden, Meta, additional, van der Noll, Jolanda, additional, Van Hootegem, Arno, additional, Vogtenhuber, Stefan, additional, Voicu, Bogdan, additional, Wagemans, Fieke, additional, Wehl, Nadja, additional, Werner, Hannah, additional, Wiernik, Brenton M., additional, Winter, Fabian, additional, Wolf, Christof, additional, Wu, Cary, additional, Yamada, Yuki, additional, Zakula, Björn, additional, Zhang, Nan, additional, Ziller, Conrad, additional, Zins, Stefan, additional, and Żółtak, Tomasz, additional

Published
2021
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14. How Many Replicators Does It Take to Achieve Reliability? Investigating Researcher Variability in a Crowdsourced Replication

Author

Breznau, Nate, Rinke, Eike Mark, Wuttke, Alexander, Nguyen, Hung H. V., Adem, Muna, Adriaans, Jule, Akdeniz, Esra, Alvarez-Benjumea, Amalia, Andersen, Henrik Kenneth, Auer, Daniel, Azevedo, Flavio, Bahnsen, Oke, Bai, Ling, Balzer, Dave, Bauer, Gerrit, Bauer, Paul C., Baumann, Markus, Baute, Sharon, Benoit, Verena, Bernauer, Julian, Berning, Carl, Berthold, Anna, Bethke, Felix, Biegert, Thomas, Blinzler, Katharina, Blumenberg, Johannes, Bobzien, Licia, Bohman, Andrea, Bol, Thijs, Bostic, Amie, Brzozowska, Zuzanna, Burgdorf, Katharina, Burger, Kaspar, Busch, Kathrin, Castillo, Juan Carlos, Chan, Nathan, Christmann, Pablo, Connelly, Roxanne, Czymara, Christian S., Damian, Elena, Rooij, Eline De, Ecker, Alejandro, Edelmann, Achim, Eder, Christina, Eger, Maureen A., Ellerbrock, Simon, Forke, Anna, Forster, Andrea, Freire, Danilo, Gaasendam, Chris, Gavras, Konstantin, Gayle, Vernon, Gessler, Theresa, Gnambs, Timo, Godefroidt, Amélie, Grömping, Max, Groß, Martin, Gruber, Stefan, Gummer, Tobias, Hadjar, Andreas, Halbherr, Verena, Heisig, Jan Paul, Hellmeier, Sebastian, Heyne, Stefanie, Hirsch, Magdalena, Hjerm, Mikael, Hochman, Oshrat, Höffler, Jan H., Hövermann, Andreas, Hunger, Sophia, Hunkler, Christian, Huth, Nora, Ignacz, Zsofia, Israel, Sabine, Jacobs, Laura, Jacobsen, Jannes, Jaeger, Bastian, Jungkunz, Sebastian, Jungmann, Nils, Kanjana, Jennifer, Kauff, Mathias, Khan, Salman, Khatua, Sayak, Kleinert, Manuel, Klinger, Julia, Kolb, Jan-Philipp, Kołczyńska, Marta, Kuk, John Seungmin, Kunißen, Katharina, Sinatra, Dafina Kurti, Greinert, Alexander, C. Lee, Robin, Lersch, Philipp M., Liu, David, Löbel, Lea-Maria, Lutscher, Philipp, Mader, Matthias, Madia, Joan, Malancu, Natalia, Maldonado, Luis, Marahrens, Helge, Martin, Nicole, Martinez, Paul, Mayerl, Jochen, Mayorga, Oscar Jose, McDonnell, Robert Myles, McManus, Patricia, Wagner, Kyle, Meeusen, Cecil, Meierrieks, Daniel, Mellon, Jonathan, Merhout, Friedolin, Merk, Samuel, Meyer, Daniel, Micheli, Leticia, Mijs, Jonathan J. B., Moya, Cristóbal, Neunhoeffer, Marcel, Nüst, Daniel, Nygård, Olav, Ochsenfeld, Fabian, Otte, Gunnar, Pechenkina, Anna, Pickup, Mark, Prosser, Christopher, Raes, Louis, Ralston, Kevin, Ramos, Miguel, Reichert, Frank, Roets, Arne, Rogers, Jonathan, Ropers, Guido, Samuel, Robin, Sand, Gregor, Petrarca, Constanza Sanhueza, Schachter, Ariela, Schaeffer, Merlin, Schieferdecker, David, Schlueter, Elmar, Schmidt, Katja, Schmidt, Regine, Schmidt-Catran, Alexander, Schmiedeberg, Claudia, Schneider, Jürgen, Schoonvelde, Martijn, Schulte-Cloos, Julia, Schumann, Sandy, Schunck, Reinhard, Schupp, Jürgen, Seuring, Julian, Silber, Henning, Sleegers, Willem, Sonntag, Nico, Staudt, Alexander, Steiber, Nadia, Steiner, Nils, Sternberg, Sebastian, Stojmenovska, Dragana, Storz, Nora, Striessnig, Erich, Stroppe, Anne-Kathrin, Suchow, Jordan W., Teltemann, Janna, Tibajev, Andrey, Tung, Brian B., Vagni, Giacomo, Assche, Jasper Van, Linden, Meta Van Der, Noll, Jolanda Van Der, Hootegem, Arno Van, Vogtenhuber, Stefan, Voicu, Bogdan, Wagemans, Fieke, Wehl, Nadja, Werner, Hannah, Wiernik, Brenton M., Winter, Fabian, Wolf, Christof, Wu, Cary, Yamada, Yuki, Zakula, Björn, Zhang, Nan, Ziller, Conrad, Zins, Stefan, Żółtak, Tomasz, Breznau, Nate, Rinke, Eike Mark, Wuttke, Alexander, Nguyen, Hung H. V., Adem, Muna, Adriaans, Jule, Akdeniz, Esra, Alvarez-Benjumea, Amalia, Andersen, Henrik Kenneth, Auer, Daniel, Azevedo, Flavio, Bahnsen, Oke, Bai, Ling, Balzer, Dave, Bauer, Gerrit, Bauer, Paul C., Baumann, Markus, Baute, Sharon, Benoit, Verena, Bernauer, Julian, Berning, Carl, Berthold, Anna, Bethke, Felix, Biegert, Thomas, Blinzler, Katharina, Blumenberg, Johannes, Bobzien, Licia, Bohman, Andrea, Bol, Thijs, Bostic, Amie, Brzozowska, Zuzanna, Burgdorf, Katharina, Burger, Kaspar, Busch, Kathrin, Castillo, Juan Carlos, Chan, Nathan, Christmann, Pablo, Connelly, Roxanne, Czymara, Christian S., Damian, Elena, Rooij, Eline De, Ecker, Alejandro, Edelmann, Achim, Eder, Christina, Eger, Maureen A., Ellerbrock, Simon, Forke, Anna, Forster, Andrea, Freire, Danilo, Gaasendam, Chris, Gavras, Konstantin, Gayle, Vernon, Gessler, Theresa, Gnambs, Timo, Godefroidt, Amélie, Grömping, Max, Groß, Martin, Gruber, Stefan, Gummer, Tobias, Hadjar, Andreas, Halbherr, Verena, Heisig, Jan Paul, Hellmeier, Sebastian, Heyne, Stefanie, Hirsch, Magdalena, Hjerm, Mikael, Hochman, Oshrat, Höffler, Jan H., Hövermann, Andreas, Hunger, Sophia, Hunkler, Christian, Huth, Nora, Ignacz, Zsofia, Israel, Sabine, Jacobs, Laura, Jacobsen, Jannes, Jaeger, Bastian, Jungkunz, Sebastian, Jungmann, Nils, Kanjana, Jennifer, Kauff, Mathias, Khan, Salman, Khatua, Sayak, Kleinert, Manuel, Klinger, Julia, Kolb, Jan-Philipp, Kołczyńska, Marta, Kuk, John Seungmin, Kunißen, Katharina, Sinatra, Dafina Kurti, Greinert, Alexander, C. Lee, Robin, Lersch, Philipp M., Liu, David, Löbel, Lea-Maria, Lutscher, Philipp, Mader, Matthias, Madia, Joan, Malancu, Natalia, Maldonado, Luis, Marahrens, Helge, Martin, Nicole, Martinez, Paul, Mayerl, Jochen, Mayorga, Oscar Jose, McDonnell, Robert Myles, McManus, Patricia, Wagner, Kyle, Meeusen, Cecil, Meierrieks, Daniel, Mellon, Jonathan, Merhout, Friedolin, Merk, Samuel, Meyer, Daniel, Micheli, Leticia, Mijs, Jonathan J. B., Moya, Cristóbal, Neunhoeffer, Marcel, Nüst, Daniel, Nygård, Olav, Ochsenfeld, Fabian, Otte, Gunnar, Pechenkina, Anna, Pickup, Mark, Prosser, Christopher, Raes, Louis, Ralston, Kevin, Ramos, Miguel, Reichert, Frank, Roets, Arne, Rogers, Jonathan, Ropers, Guido, Samuel, Robin, Sand, Gregor, Petrarca, Constanza Sanhueza, Schachter, Ariela, Schaeffer, Merlin, Schieferdecker, David, Schlueter, Elmar, Schmidt, Katja, Schmidt, Regine, Schmidt-Catran, Alexander, Schmiedeberg, Claudia, Schneider, Jürgen, Schoonvelde, Martijn, Schulte-Cloos, Julia, Schumann, Sandy, Schunck, Reinhard, Schupp, Jürgen, Seuring, Julian, Silber, Henning, Sleegers, Willem, Sonntag, Nico, Staudt, Alexander, Steiber, Nadia, Steiner, Nils, Sternberg, Sebastian, Stojmenovska, Dragana, Storz, Nora, Striessnig, Erich, Stroppe, Anne-Kathrin, Suchow, Jordan W., Teltemann, Janna, Tibajev, Andrey, Tung, Brian B., Vagni, Giacomo, Assche, Jasper Van, Linden, Meta Van Der, Noll, Jolanda Van Der, Hootegem, Arno Van, Vogtenhuber, Stefan, Voicu, Bogdan, Wagemans, Fieke, Wehl, Nadja, Werner, Hannah, Wiernik, Brenton M., Winter, Fabian, Wolf, Christof, Wu, Cary, Yamada, Yuki, Zakula, Björn, Zhang, Nan, Ziller, Conrad, Zins, Stefan, and Żółtak, Tomasz

Abstract

The paper reports findings from a crowdsourced replication. Eighty-four replicator teams attempted to verify results reported in an original study by running the same models with the same data. The replication involved an experimental condition. A “transparent” group received the original study and code, and an “opaque” group received the same underlying study but with only a methods section and description of the regression coefficients without size or significance, and no code. The transparent group mostly verified the original study (95.5%), while the opaque group had less success (89.4%). Qualitative investigation of the replicators’ workflows reveals many causes of non-verification. Two categories of these causes are hypothesized, routine and non-routine. After correcting non-routine errors in the research process to ensure that the results reflect a level of quality that should be present in ‘real-world’ research, the rate of verification was 96.1 in the transparent group and 92.4 in the opaque group. Two conclusions follow: (1) Although high, the verification rate suggests that it would take a minimum of three replicators per study to achieve replication reliability of at least 95 confidence assuming ecological validity in this controlled setting, and (2) like any type of scientific research, replication is prone to errors that derive from routine and undeliberate actions in the research process. The latter suggests that idiosyncratic researcher variability might provide a key to understanding part of the “reliability crisis” in social and behavioral science and is a reminder of the importance of transparent and well documented workflows.

Published
2021

15. Observing Many Researchers Using the Same Data and Hypothesis Reveals a Hidden Universe of Uncertainty

Author

Breznau, Nate, Rinke, Eike Mark, Wuttke, Alexander, Adem, Muna, Adriaans, Jule, Alvarez-Benjumea, Amalia, Andersen, Henrik Kenneth, Auer, Daniel, Azevedo, Flavio, Bahnsen, Oke, Balzer, Dave, Bauer, Gerrit, Bauer, Paul C., Baumann, Markus, Baute, Sharon, Benoit, Verena, Bernauer, Julian, Berning, Carl, Berthold, Anna, Bethke, Felix, Biegert, Thomas, Blinzler, Katharina, Blumenberg, Johannes, Bobzien, Licia, Bohman, Andrea, Bol, Thijs, Bostic, Amie, Brzozowska, Zuzanna, Burgdorf, Katharina, Burger, Kaspar, Busch, Kathrin, Castillo, Juan Carlos, Chan, Nathan, Christmann, Pablo, Connelly, Roxanne, Czymara, Christian S., Damian, Elena, Ecker, Alejandro, Edelmann, Achim, Eger, Maureen A., Ellerbrock, Simon, Forke, Anna, Forster, Andrea, Gaasendam, Chris, Gavras, Konstantin, Gayle, Vernon, Gessler, Theresa, Gnambs, Timo, Godefroidt, Amélie, Grömping, Max, Groß, Martin, Gruber, Stefan, Gummer, Tobias, Hadjar, Andreas, Heisig, Jan Paul, Hellmeier, Sebastian, Heyne, Stefanie, Hirsch, Magdalena, Hjerm, Mikael, Hochman, Oshrat, Hövermann, Andreas, Hunger, Sophia, Hunkler, Christian, Huth, Nora, Ignacz, Zsofia, Jacobs, Laura, Jacobsen, Jannes, Jaeger, Bastian, Jungkunz, Sebastian, Jungmann, Nils, Kauff, Mathias, Kleinert, Manuel, Klinger, Julia, Kolb, Jan-Philipp, Kołczyńska, Marta, Kuk, John Seungmin, Kunißen, Katharina, Sinatra, Dafina Kurti, Greinert, Alexander, Lersch, Philipp M., Löbel, Lea-Maria, Lutscher, Philipp, Mader, Matthias, Madia, Joan, Malancu, Natalia, Maldonado, Luis, Marahrens, Helge, Martin, Nicole, Martinez, Paul, Mayerl, Jochen, Mayorga, Oscar Jose, McManus, Patricia, Wagner, Kyle, Meeusen, Cecil, Meierrieks, Daniel, Mellon, Jonathan, Merhout, Friedolin, Merk, Samuel, Meyer, Daniel, Micheli, Leticia, Mijs, Jonathan J. B., Moya, Cristóbal, Neunhoeffer, Marcel, Nüst, Daniel, Nygård, Olav, Ochsenfeld, Fabian, Otte, Gunnar, Pechenkina, Anna, Prosser, Christopher, Raes, Louis, Ralston, Kevin, Ramos, Miguel, Roets, Arne, Rogers, Jonathan, Ropers, Guido, Samuel, Robin, Sand, Gregor, Schachter, Ariela, Schaeffer, Merlin, Schieferdecker, David, Schlueter, Elmar, Schmidt, Katja M., Schmidt, Regine, Schmidt-Catran, Alexander, Schmiedeberg, Claudia, Schneider, Jürgen, Schoonvelde, Martijn, Schulte-Cloos, Julia, Schumann, Sandy, Schunck, Reinhard, Schupp, Jürgen, Seuring, Julian, Silber, Henning, Sleegers, Willem, Sonntag, Nico, Staudt, Alexander, Steiber, Nadia, Steiner, Nils, Sternberg, Sebastian, Stiers, Dieter, Stojmenovska, Dragana, Storz, Nora, Striessnig, Erich, Stroppe, Anne-Kathrin, Teltemann, Janna, Tibajev, Andrey, Tung, Brian B., Vagni, Giacomo, Assche, Jasper Van, Linden, Meta Van Der, Noll, Jolanda Van Der, Hootegem, Arno Van, Vogtenhuber, Stefan, Voicu, Bogdan, Wagemans, Fieke, Wehl, Nadja, Werner, Hannah, Wiernik, Brenton M., Winter, Fabian, Wolf, Christof, Yamada, Yuki, Zhang, Nan, Ziller, Conrad, Zins, Stefan, Żółtak, Tomasz, Nguyen, Hung H. V., Breznau, Nate, Rinke, Eike Mark, Wuttke, Alexander, Adem, Muna, Adriaans, Jule, Alvarez-Benjumea, Amalia, Andersen, Henrik Kenneth, Auer, Daniel, Azevedo, Flavio, Bahnsen, Oke, Balzer, Dave, Bauer, Gerrit, Bauer, Paul C., Baumann, Markus, Baute, Sharon, Benoit, Verena, Bernauer, Julian, Berning, Carl, Berthold, Anna, Bethke, Felix, Biegert, Thomas, Blinzler, Katharina, Blumenberg, Johannes, Bobzien, Licia, Bohman, Andrea, Bol, Thijs, Bostic, Amie, Brzozowska, Zuzanna, Burgdorf, Katharina, Burger, Kaspar, Busch, Kathrin, Castillo, Juan Carlos, Chan, Nathan, Christmann, Pablo, Connelly, Roxanne, Czymara, Christian S., Damian, Elena, Ecker, Alejandro, Edelmann, Achim, Eger, Maureen A., Ellerbrock, Simon, Forke, Anna, Forster, Andrea, Gaasendam, Chris, Gavras, Konstantin, Gayle, Vernon, Gessler, Theresa, Gnambs, Timo, Godefroidt, Amélie, Grömping, Max, Groß, Martin, Gruber, Stefan, Gummer, Tobias, Hadjar, Andreas, Heisig, Jan Paul, Hellmeier, Sebastian, Heyne, Stefanie, Hirsch, Magdalena, Hjerm, Mikael, Hochman, Oshrat, Hövermann, Andreas, Hunger, Sophia, Hunkler, Christian, Huth, Nora, Ignacz, Zsofia, Jacobs, Laura, Jacobsen, Jannes, Jaeger, Bastian, Jungkunz, Sebastian, Jungmann, Nils, Kauff, Mathias, Kleinert, Manuel, Klinger, Julia, Kolb, Jan-Philipp, Kołczyńska, Marta, Kuk, John Seungmin, Kunißen, Katharina, Sinatra, Dafina Kurti, Greinert, Alexander, Lersch, Philipp M., Löbel, Lea-Maria, Lutscher, Philipp, Mader, Matthias, Madia, Joan, Malancu, Natalia, Maldonado, Luis, Marahrens, Helge, Martin, Nicole, Martinez, Paul, Mayerl, Jochen, Mayorga, Oscar Jose, McManus, Patricia, Wagner, Kyle, Meeusen, Cecil, Meierrieks, Daniel, Mellon, Jonathan, Merhout, Friedolin, Merk, Samuel, Meyer, Daniel, Micheli, Leticia, Mijs, Jonathan J. B., Moya, Cristóbal, Neunhoeffer, Marcel, Nüst, Daniel, Nygård, Olav, Ochsenfeld, Fabian, Otte, Gunnar, Pechenkina, Anna, Prosser, Christopher, Raes, Louis, Ralston, Kevin, Ramos, Miguel, Roets, Arne, Rogers, Jonathan, Ropers, Guido, Samuel, Robin, Sand, Gregor, Schachter, Ariela, Schaeffer, Merlin, Schieferdecker, David, Schlueter, Elmar, Schmidt, Katja M., Schmidt, Regine, Schmidt-Catran, Alexander, Schmiedeberg, Claudia, Schneider, Jürgen, Schoonvelde, Martijn, Schulte-Cloos, Julia, Schumann, Sandy, Schunck, Reinhard, Schupp, Jürgen, Seuring, Julian, Silber, Henning, Sleegers, Willem, Sonntag, Nico, Staudt, Alexander, Steiber, Nadia, Steiner, Nils, Sternberg, Sebastian, Stiers, Dieter, Stojmenovska, Dragana, Storz, Nora, Striessnig, Erich, Stroppe, Anne-Kathrin, Teltemann, Janna, Tibajev, Andrey, Tung, Brian B., Vagni, Giacomo, Assche, Jasper Van, Linden, Meta Van Der, Noll, Jolanda Van Der, Hootegem, Arno Van, Vogtenhuber, Stefan, Voicu, Bogdan, Wagemans, Fieke, Wehl, Nadja, Werner, Hannah, Wiernik, Brenton M., Winter, Fabian, Wolf, Christof, Yamada, Yuki, Zhang, Nan, Ziller, Conrad, Zins, Stefan, Żółtak, Tomasz, and Nguyen, Hung H. V.

Abstract

How does noise generated by researcher decisions undermine the credibility of science? We test this by observing all decisions made among 73 research teams as they independently conduct studies on the same hypothesis with identical starting data. We find excessive variation of outcomes. When combined, the 107 observed research decisions taken across teams explained at most 2.6 of the total variance in effect sizes and 10 of the deviance in subjective conclusions. Expertise, prior beliefs and attitudes of the researchers explain even less. Each model deployed to test the hypothesis was unique, which highlights a vast universe of research design variability that is normally hidden from view and suggests humility when presenting and interpreting scientific findings.

Published
2021

16. Observing Many Researchers Using the Same Data and Hypothesis Reveals a Hidden Universe of Uncertainty

Author

Breznau, Nate, primary, Rinke, Eike Mark, additional, Wuttke, Alexander, additional, Adem, Muna, additional, Adriaans, Jule, additional, Alvarez-Benjumea, Amalia, additional, Andersen, Henrik Kenneth, additional, Auer, Daniel, additional, Azevedo, Flavio, additional, Bahnsen, Oke, additional, Balzer, Dave, additional, Bauer, Gerrit, additional, Bauer, Paul, additional, Baumann, Markus, additional, Baute, Sharon, additional, Benoit, Verena, additional, Bernauer, Julian, additional, Berning, Carl, additional, Berthold, Anna, additional, Bethke, Felix S., additional, Biegert, Thomas, additional, Blinzler, Katharina, additional, Blumenberg, Johannes, additional, Bobzien, Licia, additional, Bohman, Andrea, additional, Bol, Thijs, additional, Bostic, Amie, additional, Brzozowska, Zuzanna, additional, Burgdorf, Katharina, additional, Burger, Kaspar, additional, Busch, Kathrin, additional, Castillo, Juan Carlos, additional, Chan, Nathan, additional, Christmann, Pablo, additional, Connelly, Roxanne, additional, Czymara, Christian S., additional, Damian, Elena, additional, Ecker, Alejandro, additional, Edelmann, Achim, additional, Eger, Maureen A., additional, Ellerbrock, Simon, additional, Forke, Anna, additional, Forster, Andrea Gabriele, additional, Gaasendam, Chris, additional, Gavras, Konstantin, additional, Gayle, Vernon, additional, Gessler, Theresa, additional, Gnambs, Timo, additional, Godefroidt, Amélie, additional, Grömping, Max, additional, Groß, Martin, additional, Gruber, Stefan, additional, Gummer, Tobias, additional, Hadjar, Andreas, additional, Heisig, Jan Paul, additional, Hellmeier, Sebastian, additional, Heyne, Stefanie, additional, Hirsch, Magdalena, additional, Hjerm, Mikael, additional, Hochman, Oshrat, additional, Hövermann, Andreas, additional, Hunger, Sophia, additional, Hunkler, Christian, additional, Huth-Stöckle, Nora, additional, Ignacz, Zsofia, additional, Jacobs, Laura, additional, Jacobsen, Jannes, additional, Jaeger, Bastian, additional, Jungkunz, Sebastian, additional, Jungmann, Nils, additional, Kauff, Mathias, additional, Kleinert, Manuel, additional, Klinger, Julia, additional, Kolb, Jan-Philipp, additional, Kołczyńska, Marta, additional, Kuk, John Seungmin, additional, Kunißen, Katharina, additional, Sinatra, Dafina Kurti, additional, Greinert, Alexander, additional, Lersch, Philipp M., additional, Löbel, Lea-Maria, additional, Lutscher, Philipp, additional, Mader, Matthias, additional, Madia, Joan Eliel, additional, Malancu, Natalia, additional, Maldonado, Luis, additional, Marahrens, Helge, additional, Martin, Nicole, additional, Martinez, Paul, additional, Mayerl, Jochen, additional, MAYORGA, OSCAR Jose, additional, McManus, Patricia A., additional, Wagner, Kyle, additional, Meeusen, Cecil, additional, Meierrieks, Daniel, additional, Mellon, Jonathan, additional, Merhout, Friedolin, additional, Merk, Samuel, additional, Meyer, Daniel, additional, Micheli, Leticia, additional, Mijs, Jonathan J.B., additional, Moya, Cristóbal, additional, Neunhoeffer, Marcel, additional, Nüst, Daniel, additional, Nygård, Olav, additional, Ochsenfeld, Fabian, additional, Otte, Gunnar, additional, Pechenkina, Anna, additional, Prosser, Christopher, additional, Raes, Louis, additional, Ralston, Kevin, additional, Ramos, Miguel, additional, Roets, Arne, additional, Rogers, Jonathan, additional, Ropers, Guido, additional, Samuel, Robin, additional, Sand, Gergor, additional, Schachter, Ariela, additional, Schaeffer, Merlin, additional, Schieferdecker, David, additional, Schlueter, Elmar, additional, Schmidt, Katja, additional, Schmidt, Regine, additional, Schmidt-Catran, Alexander, additional, Schmiedeberg, Claudia, additional, Schneider, Jürgen, additional, Schoonvelde, Martijn, additional, Schulte-Cloos, Julia, additional, Schumann, Sandy, additional, Schunck, Reinhard, additional, Schupp, Juergen, additional, Seuring, Julian, additional, Silber, Henning, additional, Sleegers, Willem W. A., additional, Sonntag, Nico, additional, Staudt, Alexander, additional, Steiber, Nadia, additional, Steiner, Nils, additional, Sternberg, Sebastian, additional, Stiers, Dieter, additional, Stojmenovska, Dragana, additional, Storz, Nora, additional, Striessnig, Erich, additional, Stroppe, Anne-Kathrin, additional, Teltemann, Janna, additional, Tibajev, Andrey, additional, Tung, Brian B., additional, Vagni, Giacomo, additional, Van Assche, Jasper, additional, van der Linden, Meta, additional, van der Noll, Jolanda, additional, Van Hootegem, Arno, additional, Vogtenhuber, Stefan, additional, Voicu, Bogdan, additional, Wagemans, Fieke, additional, Wehl, Nadja, additional, Werner, Hannah, additional, Wiernik, Brenton M., additional, Winter, Fabian, additional, Wolf, Christof, additional, Yamada, Yuki, additional, Zhang, Nan, additional, Ziller, Conrad, additional, Zins, Stefan, additional, Żółtak, Tomasz, additional, and Nguyen, Hung Hoang Viet, additional

Published
2021
Full Text
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19. Educational Aspirations and Attainments : How resources relate to outcomes for children of immigrants in disadvantaged Swedish schools

Author

Nygård, Olav

Subjects
Socialt kapital, Early school leavers, Social capital, Gymnasieavhopp, Ungdomar med migrationsbakgrund, Sociology (excluding Social Work, Social Psychology and Social Anthropology), Children of immigrants, Sociologi (exklusive socialt arbete, socialpsykologi och socialantropologi), Utbildningsambitioner, Educational aspirations
Abstract

In this dissertation, I study educational aspirations among children of immigrants in disadvantaged schools, the factors that influence them, and their relation to educational attainments. The dissertation is based on four research papers, each examining a specific research question using survey or registry data. In Study I, I examine the relationships between pre-migration status, post-migration social capital, and educational aspirations for young people in disadvantaged Swedish schools. High pre-migration status was positively associated with access to social capital, and both factors contributed to higher educational aspirations. This suggests that pre-migration resources influence the accumulation of post-migration resources, highlighting not only what is lost but also what is retained in migration. In Study II, I explore the extent to which social contexts influence students’ aspirations differently under different institutional settings. Early tracking was associated with less optimism about realizing educational aspirations for students in disadvantaged schools, and peer-group attitudes were more strongly associated with educational aspirations when tracking was later. This suggests that educational institutions affect aspirations by structuring both outcomes and students’ interactions. In Study III, I and Alireza Behtoui examine the extent to which access to, and educational returns from, social capital vary between children of immigrants and children of non-immigrants. Students with an immigrant background had equal or better access to social capital, compared to children with at least one parent born in Sweden, and similar rates of returns from social capital. Social capital thus seems to be a partial but incomplete buffer against disadvantages. In Study IV, I explore how migration background and family resources relate to differences in school-to-work trajectories among early school leavers. High pre-migration status was associated with a higher likelihood of education-oriented trajectories, but having an immigrant background was associated with slower labour market establishment. This suggests that children of immigrants are both affected by their families’ pre-migration past and the discrimination of the local labour market in the present during their school-to-work transitions. Taken together, the four studies indicate an interplay between resources lost, retained, and created in and after migration, but also suggest that these resources are often insufficient to compensate for disadvantages in the institutions of education and the labour market. I avhandlingen studerar jag utbildningsambitioner hos ungdomar med migrationsbakgrund i svenska skolor med låga genomsnittsbetyg, faktorer som påverkar dessa ambitioner, samt deras förhållande till utbildningsresultat. Avhandlingen består av en kappa med syfte, forskningsfrågor samt empiriska, teoretiska och metodologiska utgångspunkter, samt fyra artiklar där jag med hjälp av enkät- eller registerdata besvarar forskningsfrågorna. I den första artikeln undersöker jag förhållandet mellan socioekonomisk status före migration, tillgång till socialt kapital efter migration, och utbildningsambitioner hos ungdomar i svenska skolor med låga genomsnittsbetyg. Ungdomar i familjer med högre socioekonomisk status före migration hade bättre tillgång till socialt kapital, och båda faktorerna hade ett positivt samband med utbildningsambitioner. Resultaten tyder på att tillgång till resurser före migration påverkar ansamlingen av resurser efter migration. I den andra artikeln undersöker jag i vilken utsträckning den sociala omgivningen har olika inverkan på ungdomars utbildningsambitioner under olika institutionella förhållanden. Ungdomar i ett utbildningssystem med tidig nivågruppering var mindre optimistiska om att kunna förverkliga sina utbildningsambitioner. Sambandet mellan bekantskapskretsens attityder respektive sammansättning och egna ambitioner var istället starkare när nivågrupperingen skedde senare. Resultaten tyder på att utbildningssystemet kan påverka ambitioner både genom hur det strukturerar utfall, och genom hur det strukturerar interaktioner mellan ungdomar. I den tredje artikeln undersöker jag och Alireza Behtoui i vilken utsträckning tillgång till och avkastning på socialt kapital varierar mellan ungdomar med, respektive utan, migrationsbakgrund. Ungdomar med migrationsbakgrund hade lika god eller bättre tillgång till socialt kapital som ungdomar utan migrationsbakgrund, och liknande avkastning. Resultaten tyder emellertid på att en bättre tillgång till socialt kapital endast delvis kompenserar för sämre tillgång till andra resurser för ungdomar med migrationsbakgrund. I den fjärde artikeln undersöker jag vilka faktorer som påverkar övergången mellan skola och arbete för unga vuxna med ofullständig gymnasieutbildning. Unga vuxna vars familjer hade haft hög socioekonomisk status före migrationen återgick oftare till studier; samtidigt hade unga vuxna med migrationsbakgrund en långsammare etablering på arbetsmarknaden än unga vuxna utan migrationsbakgrund. Resultaten tyder på att unga vuxna med migrationsbakgrund påverkas både av familjens förhållanden före migration, och förhållanden på arbetsmarknaden efter migration i övergången mellan skola och arbete. Avhandlingen visar på en växelverkan mellan resurser som försvunnit, blivit kvar, och skapats i och efter migration, men också hur dessa resurser sällan är tillräckliga för att kompensera för ojämlikheter i skolan och på arbetsmarknaden.

Published
2020

20. Fritid och betyg

Author

Nygård, Olav, Kravchenko, Zhanna, Nygård, Olav, and Kravchenko, Zhanna

Published
2020

22. The Crowdsourced Replication Initiative: Investigating Immigration and Social Policy Preferences. Executive Report

Author

Breznau, Nate, Rinke, Eike Mark, Wuttke, Alexander, Adem, Muna, Adriaans, Jule, Alvarez-Benjumea, Amalia, Andersen, Henrik, Auer, Daniel, Azevedo, Flavio, Bahnsen, Oke, Balzer, Dave, Bauer, Gerrit, Bauer, Paul, Baumann, Markus, Baute, Sharon, Benoit, Verena, Berning, Carl, Bernauer, Julian, Berthold, Anna, Bethke, Felix, Biegert, Thomas, Blinzler, Katharina, Blumenberg, Johannes, Bol, Thijs, Bobzien, Licia, Bohman, Andrea, Bostic, Amie, Brzozowska, Zuzanna, Burgdorf, Katharina, Burger, Kaspar, Busch, Kathrin, Castillo, Juan Carlos, Chan, Nathan, Christmann, Pablo, Connelly, Roxanne, Czymara, Christian, Damian, Elena, Edelmann, Achim, Ecker, Alejandro, Eger, Maureen A., Ellerbrock, Simon, Forke, Anna, Forster, Andrea, Gavras, Konstantin, Gayle, Vernon, Gaasendam, Chris, Gessler, Theresa, Gnambs, Timo, Godefroidt, Amélie, Greinert, Alexander, Groß, Martin, Grömping, Max, Gruber, Stefan, Gummer, Tobias, Hadjar, Andreas, Heisig, Jan Paul, Hellmeier, Sebastian, Heyne, Stefanie, Hirsch, Magdalena, Hjerm, Mikael, Hochman, Oshrat, Hövermann, Andreas, Huth, Nora, Hunger, Sophia, Hunkler, Christian, Ignacz, Zsofia, Jacobs, Laura, Jacobsen, Jannes, Jaeger, Bastian, Jungkunz, Sebastian, Jungmann, Nils, Kauff, Mathias, Kleinert, Manuel, Klinger, Julia, Kolb, Jan-Philipp, Kolczynska, Marta, Kuk, John, Kunißen, Katharina, Kurti, Dafina, Lersch, Philipp M., Löbel, Lea-Maria, Lutscher, Philipp, Mader, Matthias, Madia, Joan Eliel, Malancu, Natalia Cornelia, Maldonado, Luis, Marahrens, Helge, Martin, Nicole, Martinez, Paul, Mayerl, Jochen, MAYORGA, Oscar Jose, McManus, Patricia, Meeusen, Cecil, Meierrieks, Daniel, Mellon, Jonathan, Merhout, Friedolin, Merk, Samuel, Meyer, Daniel, Micheli, Leticia, Mijs, Jonathan, Moya, Cristóbal, Neunhoeffer, Marcel, Nüst, Daniel, Nygård, Olav, Ochsenfeld, Fabian, Otte, Gunnar, Pechenkina, Anna, Prosser, Christopher, Raes, Louis, Ralston, Kevin, Ramos, Miguel, Roets, Arne, Rogers, Jonathan, Ropers, Guido, Samuel, Robin, Sand, Gergor, Schachter, Ariela, Schaeffer, Merlin, Schieferdecker, David, Schlueter, Elmar, Schmidt, Katja, Schmidt, Regine, Schmidt-Catran, Alexander, Schmiedeberg, Claudia, Schneider, Jürgen, Schoonvelde, Martijn, Schulte-Cloos, Julia, Schumann, Sandy, Schunck, Reinhard, Schupp, Juergen, Seuring, Julian, Silber, Henning, Sleegers, Willem, Sonntag, Nico, Staudt, Alexander, Steiber, Nadia, Steiner, Nils, Sternberg, Sebastian, Stiers, Dieter, Striessnig, Erich, Stojmenovska, Dragana, Storz, Nora, Stroppe, Anne-Kathrin, Teltemann, Janna, Tibajev, Andrey, Tung, Brian B., Vagni, Giacomo, Van Assche, Jasper, van der Linden, Meta, van der Noll, Jolanda, Van Hootegem, Arno, Vogtenhuber, Stefan, Voicu, Bogdan, Wagemans, Fieke Maria Antoinet, Wagner, Kyle, Wehl, Nadja, Werner, Hannah, Wiernik, Brenton M., Winter, Fabian, Wolf, Christof, Zakula, Björn, Ziller, Conrad, Zins, Stefan, Zhang, Nan, and Żółtak, Tomasz

Subjects
Sociologie & sciences sociales [H10] [Sciences sociales & comportementales, psychologie], Open Science, Sociology & social sciences [H10] [Social & behavioral sciences, psychology], Data Science, Replication, Crowdsourcing, Immigration, Social Policy
Abstract

In an era of mass migration, social scientists, populist parties and social movements raise concerns over the future of immigration-destination societies. What impacts does this have on policy and social solidarity? Comparative cross-national research, relying mostly on secondary data, has findings in different directions. There is a threat of selective model reporting and lack of replicability. The heterogeneity of countries obscures attempts to clearly define data-generating models. P-hacking and HARKing lurk among standard research practices in this area.This project employs crowdsourcing to address these issues. It draws on replication, deliberation, meta-analysis and harnessing the power of many minds at once. The Crowdsourced Replication Initiative carries two main goals, (a) to better investigate the linkage between immigration and social policy preferences across countries, and (b) to develop crowdsourcing as a social science method. The Executive Report provides short reviews of the area of social policy preferences and immigration, and the methods and impetus behind crowdsourcing plus a description of the entire project. Three main areas of findings will appear in three papers, that are registered as PAPs or in process.

Published
2019

23. The Crowdsourced Replication Initiative: Investigating Immigration and Social Policy Preferences. Executive Report.

Author

Breznau, Nate, primary, Rinke, Eike Mark, additional, Wuttke, Alexander, additional, Adem, Muna, additional, Adriaans, Jule, additional, Alvarez-Benjumea, Amalia, additional, Andersen, Henrik Kenneth, additional, Auer, Daniel, additional, Azevedo, Flavio, additional, Bahnsen, Oke, additional, Balzer, Dave, additional, Bauer, Gerrit, additional, Bauer, Paul, additional, Baumann, Markus, additional, Baute, Sharon, additional, Benoit, Verena, additional, Berning, Carl, additional, Bernauer, Julian, additional, Berthold, Anna, additional, Bethke, Felix, additional, Biegert, Thomas, additional, Blinzler, Katharina, additional, Blumenberg, Johannes, additional, Bol, Thijs, additional, Bobzien, Licia, additional, Bohman, Andrea, additional, Bostic, Amie, additional, Brzozowska, Zuzanna, additional, Burgdorf, Katharina, additional, Burger, Kaspar, additional, Busch, Kathrin, additional, Castillo, Juan Carlos, additional, Chan, Nathan, additional, Christmann, Pablo, additional, Connelly, Roxanne, additional, Czymara, Christian S., additional, Damian, Elena, additional, Edelmann, Achim, additional, Ecker, Alejandro, additional, Eger, Maureen A., additional, Ellerbrock, Simon, additional, Forke, Anna, additional, Forster, Andrea Gabriele, additional, Gavras, Konstantin, additional, Gayle, Vernon, additional, Gaasendam, Chris, additional, Gessler, Theresa, additional, Gnambs, Timo, additional, Godefroidt, Amélie, additional, Greinert, Alexander, additional, Groß, Martin, additional, Grömping, Max, additional, Gruber, Stefan, additional, Gummer, Tobias, additional, Hadjar, Andreas, additional, Heisig, Jan Paul, additional, Hellmeier, Sebastian, additional, Heyne, Stefanie, additional, Hirsch, Magdalena, additional, Hjerm, Mikael, additional, Hochman, Oshrat, additional, Höffler, Jan H., additional, Hövermann, Andreas, additional, Huth, Nora, additional, Hunger, Sophia, additional, Hunkler, Christian, additional, Ignacz, Zsofia, additional, Jacobs, Laura, additional, Jacobsen, Jannes, additional, Jaeger, Bastian, additional, Jungkunz, Sebastian, additional, Jungmann, Nils, additional, Kauff, Mathias, additional, Kleinert, Manuel, additional, Klinger, Julia, additional, Kolb, Jan-Philipp, additional, Kolczynska, Marta, additional, Kuk, John, additional, Kunißen, Katharina, additional, Kurti, Dafina, additional, Lersch, Philipp M., additional, Löbel, Lea-Maria, additional, Lutscher, Philipp, additional, Mader, Matthias, additional, Madia, Joan Eliel, additional, Malancu, Natalia Cornelia, additional, Maldonado, Luis, additional, Marahrens, Helge, additional, Martin, Nicole, additional, Martinez, Paul, additional, Mayerl, Jochen, additional, MAYORGA, OSCAR Jose, additional, McManus, Patricia A., additional, Meeusen, Cecil, additional, Meierrieks, Daniel, additional, Mellon, Jonathan, additional, Merhout, Friedolin, additional, Merk, Samuel, additional, Meyer, Daniel, additional, Micheli, Leticia, additional, Mijs, Jonathan, additional, Moya, Cristóbal, additional, Neunhoeffer, Marcel, additional, Nüst, Daniel, additional, Nygård, Olav, additional, Ochsenfeld, Fabian, additional, Otte, Gunnar, additional, Pechenkina, Anna, additional, Prosser, Christopher, additional, Raes, Louis, additional, Ralston, Kevin, additional, Ramos, Miguel, additional, Roets, Arne, additional, Rogers, Jonathan, additional, Ropers, Guido, additional, Samuel, Robin, additional, Sand, Gergor, additional, Schachter, Ariela, additional, Schaeffer, Merlin, additional, Schieferdecker, David, additional, Schlueter, Elmar, additional, Schmidt, Katja, additional, Schmidt, Regine, additional, Schmidt-Catran, Alexander, additional, Schmiedeberg, Claudia, additional, Schneider, Jürgen, additional, Schoonvelde, Martijn, additional, Schulte-Cloos, Julia, additional, Schumann, Sandy, additional, Schunck, Reinhard, additional, Schupp, Juergen, additional, Seuring, Julian, additional, Silber, Henning, additional, Sleegers, Willem W. A., additional, Sonntag, Nico, additional, Staudt, Alexander, additional, Steiber, Nadia, additional, Steiner, Nils, additional, Sternberg, Sebastian, additional, Stiers, Dieter, additional, Striessnig, Erich, additional, Stojmenovska, Dragana, additional, Storz, Nora, additional, Stroppe, Anne-Kathrin, additional, Teltemann, Janna, additional, Tibajev, Andrey, additional, Tung, Brian B., additional, Vagni, Giacomo, additional, Van Assche, Jasper, additional, van der Linden, Meta, additional, van der Noll, Jolanda, additional, Van Hootegem, Arno, additional, Vogtenhuber, Stefan, additional, Voicu, Bogdan, additional, Wagemans, Fieke Maria Antoinet, additional, Wagner, Kyle, additional, Wehl, Nadja, additional, Werner, Hannah, additional, Wiernik, Brenton M., additional, Winter, Fabian, additional, Wolf, Christof, additional, Yamada, Yuki, additional, Zakula, Björn, additional, Ziller, Conrad, additional, Zins, Stefan, additional, Zhang, Nan, additional, Żółtak, Tomasz, additional, and Nguyen, Hung Hoang Viet, additional

Published
2019
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25. Lånade resurser, ärvda poäng : En studie om hur familjebakgrund och socialt kapital påverkar elevers betyg

Author

Nygård, Olav

Subjects
studieresultat, socialt kapital, social reproduktion, svenska skolor
Abstract

Det finns en välkänd koppling mellan social bakgrund och framgång i skolan. Tidigare forskning visar också på ett samband mellan tillgång till socialt kapital och skolresultat. Med ett fåtal undantag, har denna koppling dock inte studerats i svenska förhållanden. Syftet med denna studie är att fylla denna kunskapslucka, och samtidigt undersöka om tillgången till socialt kapital förstärker eller utjämnar skillnader mellan elever med olika social bakgrund. Utifrån de teorier som utvecklats av bland andra Pierre Bourdieu och Nan Lin definierar jag socialt kapital som de värdefulla resurser – ekonomiska, kulturella, sociala eller andra – som är tillgängliga för individen genom hennes relationer till andra. Genom en OLS-regression gjord med data från 1234 svenska niondeklassare framträder fyra källor till socialt kapital vilka har en positiv påverkan på elevens betyg, nämligen familjesammansättning, familjens kontakter, elevens föreningsmedlemskap och elevens vänner. Resultaten tyder på att bättre tillgång till socialt kapital från någon av dessa källor leder till bättre studieresultat. En vidare analys visar att elever med mer välutbildade föräldrar och föräldrar med mer prestigefyllda arbeten har bättre tillgång till socialt kapital. Såväl flickor som elever vars föräldrar är födda i ett annat land har dock bättre tillgång till socialt kapital än andra elever. Detta indikerar att socialt kapital i viss mån kan vara en utjämnande faktor mellan grupper, samtidigt som det i större utsträckning förstärker skillnader mellan klasser. There is a well-known link between social background and educational achievements. Students whose parents have studied longer and have more prestigious work perform better. Research also suggests a connection between access to social capital and achievement in schools. However, this connection is little studied in Sweden. This study aims to fill this gap, while also inquiring into whether social capital is an equalizer or rather a factor that furthers societal divides. Following the theoretical development of Pierre Bourdieu, Nan Lin and others, I define social capital as the valuable resources – economic, cultural, social or other – that are only accessible through a person’s social network. Using a stepwise multiple OLS-regression and data collected from 1234 Swedish students at the last term of compulsory school, I identify four sources of social capital connected with educational achievement: family, friends of the family, membership in voluntary organizations and the student’s peers. The results indicate that greater access to social capital from any of these sources leads to greater academic achievements. A further analysis reveal that access to social capital from each of these sources depends on the student’s social background. Students well educated parents and parents with more prestigious jobs have greater access to social capital. However, both second generation immigrants and girls within this study report greater access to social capital than their male, non-immigrant peers. This suggests that social capital can to some extent be an equalizer between groups, while it to a larger extent is a divider between classes.

Published
2013

26. Att göra tillit : Hur tillit skapas i interaktionen mellan människor

Author

Nygård, Olav and Younis Vainio, Sabrina

Subjects
generaliserad tillit, nätverk, integration, välfärdsregimer, statistisk hypotesprövning
Abstract

The purpose of this essay is to examine the origin of generalized trust. We compare existing theories on trust to determine what approach is more fruitful in explaining the prevalence, or absence, of trust. Our conviction is that trust should be viewed as an interaction, rather than a disposition or a rational choice. The sample is based on the countries of the OECD. In total, five different hypotheses are tested: i) that generalized trust is created by equal distribution of income, ii) that generalized trust is created through monitoring of the state, iii) that generalized trust is created through rule by law; iv) that generalized trust is created when the welfare apparatus is guided by principles of universalism; or iv) that generalized trust is created when the state integrates trust networks. Although there are some results in favor of each hypothesis, no hypothesis gains stronger support than the last. Nations that produce and distribute welfare in a way that promotes interaction between networks exhibit higher degrees of generalized trust than those that encourage interactions within confined networks. Thus, we conclude that there are good reasons for considering trust as a measure of integration. Syftet med denna uppsats är att undersöka hur generaliserad tillit uppstår. Uppsatsen är av argumenterande karaktär: den ställer befintliga teorier om tillit mot varandra för att pröva vilken som erbjuder bäst förklaringsmodell. Vår utgångspunkt är att tillit bör ses som en interaktion, snarare än en disposition eller ett rationellt övervägande. Urvalet är baserat på OECD-länderna. Sammantaget testas fem hypoteser: i) att generaliserad tillit skapas genom jämlik inkomstfördelning; ii) att generaliserad tillit skapas genom granskning av staten; iii) att generaliserad tillit skapas genom lagstyre; iv) att generaliserad tillit skapas genom att statens välfärdsapparat styrs av universella principer; samt v) att generaliserad tillit skapas när ett tillitsnätverk integreras av staten. Resultaten visar att även om stöd finns för samtliga fem hypoteser, är stödet starkast för den sista. Länder som producerar och distribuerar välfärd på ett sätt som främjar interaktion mellan olika nätverk uppvisar högre grad av generaliserad tillit än länder som snarare uppmuntrar interaktion inom slutna nätverk. Vi drar därför slutsatsen att det finns goda skäl att betrakta tillit som ett mått på integration.

Published
2011

28. The Crowdsourced Replication Initiative: Investigating Immigration and Social Policy Preferences. Executive Report

Author

Breznau, Nate, Rinke, Eike Mark, Wuttke, Alexander, Adem, Muna, Adriaans, Jule, Alvarez-Benjumea, Amalia, Andersen, Henrik, Auer, Daniel, Azevedo, Flavio, Bahnsen, Oke, Balzer, Dave, Bauer, Gerrit, Bauer, Paul, Baumann, Markus, Baute, Sharon, Benoit, Verena, Berning, Carl, Bernauer, Julian, Berthold, Anna, Bethke, Felix, Biegert, Thomas, Blinzler, Katharina, Blumenberg, Johannes, Bol, Thijs, Bobzien, Licia, Bohman, Andrea, Bostic, Amie, Brzozowska, Zuzanna, Burgdorf, Katharina, Burger, Kaspar, Busch, Kathrin, Castillo, Juan Carlos, Chan, Nathan, Christmann, Pablo, Connelly, Roxanne, Czymara, Christian, Damian, Elena, Edelmann, Achim, Ecker, Alejandro, Eger, Maureen A., Ellerbrock, Simon, Forke, Anna, Forster, Andrea, Gavras, Konstantin, Gayle, Vernon, Gaasendam, Chris, Gessler, Theresa, Gnambs, Timo, Godefroidt, Amélie, Greinert, Alexander, Groß, Martin, Grömping, Max, Gruber, Stefan, Gummer, Tobias, Hadjar, Andreas, Heisig, Jan Paul, Hellmeier, Sebastian, Heyne, Stefanie, Hirsch, Magdalena, Hjerm, Mikael, Hochman, Oshrat, Hövermann, Andreas, Huth, Nora, Hunger, Sophia, Hunkler, Christian, Ignacz, Zsofia, Jacobs, Laura, Jacobsen, Jannes, Jaeger, Bastian, Jungkunz, Sebastian, Jungmann, Nils, Kauff, Mathias, Kleinert, Manuel, Klinger, Julia, Kolb, Jan-Philipp, Kolczynska, Marta, Kuk, John, Kunißen, Katharina, Kurti, Dafina, Lersch, Philipp M., Löbel, Lea-Maria, Lutscher, Philipp, Mader, Matthias, Madia, Joan Eliel, Malancu, Natalia Cornelia, Maldonado, Luis, Marahrens, Helge, Martin, Nicole, Martinez, Paul, Mayerl, Jochen, Mayorga, Oscar Jose, Mcmanus, Patricia, Meeusen, Cecil, Meierrieks, Daniel, Mellon, Jonathan, Merhout, Friedolin, Merk, Samuel, Meyer, Daniel, Micheli, Leticia, Mijs, Jonathan, Moya, Cristóbal, Neunhoeffer, Marcel, Nüst, Daniel, Nygård, Olav, Ochsenfeld, Fabian, Otte, Gunnar, Pechenkina, Anna, Prosser, Christopher, Raes, Louis, Ralston, Kevin, Ramos, Miguel, Roets, Arne, Rogers, Jonathan, Ropers, Guido, Samuel, Robin, Sand, Gergor, Schachter, Ariela, Schaeffer, Merlin, Schieferdecker, David, Schlueter, Elmar, Schmidt, Katja, Schmidt, Regine, Schmidt-Catran, Alexander, Schmiedeberg, Claudia, Schneider, Jürgen, Schoonvelde, Martijn, Schulte-Cloos, Julia, Schumann, Sandy, Schunck, Reinhard, Schupp, Juergen, Seuring, Julian, Silber, Henning, Sleegers, Willem, Sonntag, Nico, Staudt, Alexander, Steiber, Nadia, Steiner, Nils, Sternberg, Sebastian, Stiers, Dieter, Striessnig, Erich, Stojmenovska, Dragana, Storz, Nora, Stroppe, Anne-Kathrin, Teltemann, Janna, Tibajev, Andrey, Tung, Brian B., Vagni, Giacomo, Assche, Jasper, Linden, Meta, Noll, Jolanda, Hootegem, Arno, Vogtenhuber, Stefan, Voicu, Bogdan, Wagemans, Fieke Maria Antoinet, Wagner, Kyle, Wehl, Nadja, Werner, Hannah, Wiernik, Brenton M., Winter, Fabian, Wolf, Christof, Zakula, Björn, Ziller, Conrad, Zins, Stefan, Zhang, Nan, and Tomasz Żółtak

29. Observing many researchers using the same data and hypothesis reveals a hidden universe of uncertainty

Author

Breznau, Nate, Rinke, Eike Mark, Wuttke, Alexander, Nguyen, Hung H.V., Adem, Muna, Adriaans, Jule, Alvarez-Benjumea, Amalia, Andersen, Henrik K., Auer, Daniel, Azevedo, Flavio, Bahnsen, Oke, Balzer, Dave, Bauer, Gerrit, Bauer, Paul C., Baumann, Markus, Baute, Sharon, Benoit, Verena, Bernauer, Julian, Berning, Carl, Berthold, Anna, Bethke, Felix S., Biegert, Thomas, Blinzler, Katharina, Blumenberg, Johannes N., Bobzien, Licia, Bohman, Andrea, Bol, Thijs, Bostic, Amie, Brzozowska, Zuzanna, Burgdorf, Katharina, Burger, Kaspar, Busch, Kathrin B., Carlos-Castillo, Juan, Chan, Nathan, Christmann, Pablo, Connelly, Roxanne, Czymara, Christian S., Damian, Elena, Ecker, Alejandro, Edelmann, Achim, Eger, Maureen A., Ellerbrock, Simon, Forke, Anna, Forster, Andrea, Gaasendam, Chris, Gavras, Konstantin, Gayle, Vernon, Gessler, Theresa, Gnambs, Timo, Godefroidt, Amélie, Grömping, Max, Groß, Martin, Gruber, Stefan, Gummer, Tobias, Hadjar, Andreas, Heisig, Jan Paul, Hellmeier, Sebastian, Heyne, Stefanie, Hirsch, Magdalena, Hjerm, Mikael, Hochman, Oshrat, Hövermann, Andreas, Hunger, Sophia, Hunkler, Christian, Huth, Nora, Ignácz, Zsófia S., Jacobs, Laura, Jacobsen, Jannes, Jaeger, Bastian, Jungkunz, Sebastian, Jungmann, Nils, Kauff, Mathias, Kleinert, Manuel, Klinger, Julia, Kolb, Jan Philipp, Kołczyńska, Marta, Kuk, John, Kunißen, Katharina, Kurti Sinatra, Dafina, Langenkamp, Alexander, Lersch, Philipp M., Löbel, Lea Maria, Lutscher, Philipp, Mader, Matthias, Madia, Joan E., Malancu, Natalia, Maldonado, Luis, Marahrens, Helge, Martin, Nicole, Martinez, Paul, Mayerl, Jochen, Mayorga, Oscar J., McManus, Patricia, McWagner, Kyle, Meeusen, Cecil, Meierrieks, Daniel, Mellon, Jonathan, Merhout, Friedolin, Merk, Samuel, Meyer, Daniel, Micheli, Leticia, Mijs, Jonathan, Moya, Cristóbal, Neunhoeffer, Marcel, Nüst, Daniel, Nygård, Olav, Ochsenfeld, Fabian, Otte, Gunnar, Pechenkina, Anna O., Prosser, Christopher, Raes, Louis, Ralston, Kevin, Ramos, Miguel R., Roets, Arne, Rogers, Jonathan, Ropers, Guido, Samuel, Robin, Sand, Gregor, Schachter, Ariela, Schaeffer, Merlin, Schieferdecker, David, Schlueter, Elmar, Schmidt, Regine, Schmidt, Katja M., Schmidt-Catran, Alexander, Schmiedeberg, Claudia, Schneider, Jürgen, Schoonvelde, Martijn, Schulte-Cloos, Julia, Schumann, Sandy, Schunck, Reinhard, Schupp, Jürgen, Seuring, Julian, Silber, Henning, Sleegers, Willem, Sonntag, Nico, Staudt, Alexander, Steiber, Nadia, Steiner, Nils, Sternberg, Sebastian, Stiers, Dieter, Stojmenovska, Dragana, Storz, Nora, Striessnig, Erich, Stroppe, Anne Kathrin, Teltemann, Janna, Tibajev, Andrey, Tung, Brian, Vagni, Giacomo, Van Assche, Jasper, van der Linden, Meta, van der Noll, Jolanda, Van Hootegem, Arno, Vogtenhuber, Stefan, Voicu, Bogdan, Wagemans, Fieke, Wehl, Nadja, Werner, Hannah, Wiernik, Brenton M., Winter, Fabian, Wolf, Christof, Yamada, Yuki, Zhang, Nan, Ziller, Conrad, Zins, Stefan, Żółtak, Tomasz, Breznau, Nate, Rinke, Eike Mark, Wuttke, Alexander, Nguyen, Hung H.V., Adem, Muna, Adriaans, Jule, Alvarez-Benjumea, Amalia, Andersen, Henrik K., Auer, Daniel, Azevedo, Flavio, Bahnsen, Oke, Balzer, Dave, Bauer, Gerrit, Bauer, Paul C., Baumann, Markus, Baute, Sharon, Benoit, Verena, Bernauer, Julian, Berning, Carl, Berthold, Anna, Bethke, Felix S., Biegert, Thomas, Blinzler, Katharina, Blumenberg, Johannes N., Bobzien, Licia, Bohman, Andrea, Bol, Thijs, Bostic, Amie, Brzozowska, Zuzanna, Burgdorf, Katharina, Burger, Kaspar, Busch, Kathrin B., Carlos-Castillo, Juan, Chan, Nathan, Christmann, Pablo, Connelly, Roxanne, Czymara, Christian S., Damian, Elena, Ecker, Alejandro, Edelmann, Achim, Eger, Maureen A., Ellerbrock, Simon, Forke, Anna, Forster, Andrea, Gaasendam, Chris, Gavras, Konstantin, Gayle, Vernon, Gessler, Theresa, Gnambs, Timo, Godefroidt, Amélie, Grömping, Max, Groß, Martin, Gruber, Stefan, Gummer, Tobias, Hadjar, Andreas, Heisig, Jan Paul, Hellmeier, Sebastian, Heyne, Stefanie, Hirsch, Magdalena, Hjerm, Mikael, Hochman, Oshrat, Hövermann, Andreas, Hunger, Sophia, Hunkler, Christian, Huth, Nora, Ignácz, Zsófia S., Jacobs, Laura, Jacobsen, Jannes, Jaeger, Bastian, Jungkunz, Sebastian, Jungmann, Nils, Kauff, Mathias, Kleinert, Manuel, Klinger, Julia, Kolb, Jan Philipp, Kołczyńska, Marta, Kuk, John, Kunißen, Katharina, Kurti Sinatra, Dafina, Langenkamp, Alexander, Lersch, Philipp M., Löbel, Lea Maria, Lutscher, Philipp, Mader, Matthias, Madia, Joan E., Malancu, Natalia, Maldonado, Luis, Marahrens, Helge, Martin, Nicole, Martinez, Paul, Mayerl, Jochen, Mayorga, Oscar J., McManus, Patricia, McWagner, Kyle, Meeusen, Cecil, Meierrieks, Daniel, Mellon, Jonathan, Merhout, Friedolin, Merk, Samuel, Meyer, Daniel, Micheli, Leticia, Mijs, Jonathan, Moya, Cristóbal, Neunhoeffer, Marcel, Nüst, Daniel, Nygård, Olav, Ochsenfeld, Fabian, Otte, Gunnar, Pechenkina, Anna O., Prosser, Christopher, Raes, Louis, Ralston, Kevin, Ramos, Miguel R., Roets, Arne, Rogers, Jonathan, Ropers, Guido, Samuel, Robin, Sand, Gregor, Schachter, Ariela, Schaeffer, Merlin, Schieferdecker, David, Schlueter, Elmar, Schmidt, Regine, Schmidt, Katja M., Schmidt-Catran, Alexander, Schmiedeberg, Claudia, Schneider, Jürgen, Schoonvelde, Martijn, Schulte-Cloos, Julia, Schumann, Sandy, Schunck, Reinhard, Schupp, Jürgen, Seuring, Julian, Silber, Henning, Sleegers, Willem, Sonntag, Nico, Staudt, Alexander, Steiber, Nadia, Steiner, Nils, Sternberg, Sebastian, Stiers, Dieter, Stojmenovska, Dragana, Storz, Nora, Striessnig, Erich, Stroppe, Anne Kathrin, Teltemann, Janna, Tibajev, Andrey, Tung, Brian, Vagni, Giacomo, Van Assche, Jasper, van der Linden, Meta, van der Noll, Jolanda, Van Hootegem, Arno, Vogtenhuber, Stefan, Voicu, Bogdan, Wagemans, Fieke, Wehl, Nadja, Werner, Hannah, Wiernik, Brenton M., Winter, Fabian, Wolf, Christof, Yamada, Yuki, Zhang, Nan, Ziller, Conrad, Zins, Stefan, and Żółtak, Tomasz

Abstract

This study explores how researchers' analytical choices affect the reliability of scientific findings. Most discussions of reliability problems in science focus on systematic biases. We broaden the lens to emphasize the idiosyncrasy of conscious and unconscious decisions that researchers make during data analysis. We coordinated 161 researchers in 73 research teams and observed their research decisions as they used the same data to independently test the same prominent social science hypothesis: that greater immigration reduces support for social policies among the public. In this typical case of social science research, research teams reported both widely diverging numerical findings and substantive conclusions despite identical start conditions. Researchers' expertise, prior beliefs, and expectations barely predict the wide variation in research outcomes. More than 95% of the total variance in numerical results remains unexplained even after qualitative coding of all identifiable decisions in each team's workflow. This reveals a universe of uncertainty that remains hidden when considering a single study in isolation. The idiosyncratic nature of how researchers' results and conclusions varied is a previously underappreciated explanation for why many scientific hypotheses remain contested. These results call for greater epistemic humility and clarity in reporting scientific findings.

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