The Diversity–Innovation Paradox in Science
Prior work finds a diversity paradox: Diversity breeds innovation, yet underrepresented groups that diversify organizations have less successful careers within them. Does the diversity paradox hold for scientists as well? We study this by utilizing a near-complete population of ∼1.2 million US docto...
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Veröffentlicht in: | Proceedings of the National Academy of Sciences - PNAS 2020-04, Vol.117 (17), p.9284-9291 |
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container_title | Proceedings of the National Academy of Sciences - PNAS |
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creator | Hofstra, Bas Kulkarni, Vivek V. Galvez, Sebastian Munoz-Najar He, Bryan Jurafsky, Dan McFarland, Daniel A. |
description | Prior work finds a diversity paradox: Diversity breeds innovation, yet underrepresented groups that diversify organizations have less successful careers within them. Does the diversity paradox hold for scientists as well? We study this by utilizing a near-complete population of ∼1.2 million US doctoral recipients from 1977 to 2015 and following their careers into publishing and faculty positions. We use text analysis and machine learning to answer a series of questions: How do we detect scientific innovations? Are underrepresented groups more likely to generate scientific innovations? And are the innovations of underrepresented groups adopted and rewarded? Our analyses show that underrepresented groups produce higher rates of scientific novelty. However, their novel contributions are devalued and discounted: For example, novel contributions by gender and racial minorities are taken up by other scholars at lower rates than novel contributions by gender and racial majorities, and equally impactful contributions of gender and racial minorities are less likely to result in successful scientific careers than for majority groups. These results suggest there may be unwarranted reproduction of stratification in academic careers that discounts diversity’s role in innovation and partly explains the underrepresentation of some groups in academia. |
doi_str_mv | 10.1073/pnas.1915378117 |
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Does the diversity paradox hold for scientists as well? We study this by utilizing a near-complete population of ∼1.2 million US doctoral recipients from 1977 to 2015 and following their careers into publishing and faculty positions. We use text analysis and machine learning to answer a series of questions: How do we detect scientific innovations? Are underrepresented groups more likely to generate scientific innovations? And are the innovations of underrepresented groups adopted and rewarded? Our analyses show that underrepresented groups produce higher rates of scientific novelty. However, their novel contributions are devalued and discounted: For example, novel contributions by gender and racial minorities are taken up by other scholars at lower rates than novel contributions by gender and racial majorities, and equally impactful contributions of gender and racial minorities are less likely to result in successful scientific careers than for majority groups. 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subjects | Careers Cultural Diversity Discounts Faculty Female Gender Humans Innovations Inventions - trends Learning algorithms Machine learning Male Minority & ethnic groups Minority Groups - education Minority Groups - psychology Paradoxes Racial Groups - education Racial Groups - psychology Racism - economics Racism - psychology Science Social Behavior Social Sciences |
title | The Diversity–Innovation Paradox in Science |
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