Regression discontinuity design and its applications to Science of Science: A survey

Akhtari, M., Moreira, D., & Trucco, L. (2022). Political turnover, bureaucratic turnover, and the quality of public services. American Economic Review, 112(2), 442–493. Akhtari M. Moreira D. Trucco L. ( 2022 ). Political turnover, bureaucratic turnover, and the quality of public services . American Economic Review , 112 ( 2 ), 442 - 493 . Search in Google Scholar

AlShebli, B. K., Rahwan, T., & Woon, W. L. (2018). The preeminence of ethnic diversity in scientific collaboration. Nature communications, 9(1), 5163. AlShebli B. K. Rahwan T. Woon W. L. ( 2018 ). The preeminence of ethnic diversity in scientific collaboration . Nature communications , 9 ( 1 ), 5163 . Search in Google Scholar

Anderson, M. L. (2014). Subways, Strikes, and Slowdowns: The Impacts of Public Transit on Traffic Congestion. American Economic Review, 104(9), 2763–2796. Anderson M. L. ( 2014 ). Subways, Strikes, and Slowdowns: The Impacts of Public Transit on Traffic Congestion . American Economic Review , 104 ( 9 ), 2763 - 2796 . Search in Google Scholar

Angrist, J., & Pischke, J.-S. (2009). Mostly Harmless Econometrics: An Empiricist’s Companion. In Mostly Harmless Econometrics: An Empiricist’s Companion. Angrist J. Pischke J.-S. ( 2009 ). Mostly Harmless Econometrics: An Empiricist’s Companion . In Mostly Harmless Econometrics: An Empiricist’s Companion . Search in Google Scholar

Aral, S., & Nicolaides, C. (2017). Exercise contagion in a global social network. Nature communications, 8(1), 1–8. Aral S. Nicolaides C. ( 2017 ). Exercise contagion in a global social network . Nature communications , 8 ( 1 ), 1 - 8 . Search in Google Scholar

Asher, S., & Novosad, P. (2020). Rural Roads and Local Economic Development. American Economic Review, 110(3), 797–823. Asher S. Novosad P. ( 2020 ). Rural Roads and Local Economic Development . American Economic Review , 110 ( 3 ), 797 - 823 . Search in Google Scholar

Athey, S., & Imbens, G. W. (2017). The State of Applied Econometrics: Causality and Policy Evaluation. Journal of Economic Perspectives, 31(2), 3–32. Athey S. Imbens G. W. ( 2017 ). The State of Applied Econometrics: Causality and Policy Evaluation . Journal of Economic Perspectives , 31 ( 2 ), 3 - 32 . Search in Google Scholar

Ayres, A. B., Meng, K. C., & Plantinga, A. J. (2019). Do Environmental Markets Improve on Open Access? Evidence from California Groundwater Rights. National Bureau of Economic Research Working Paper Series, No. 26268. Ayres A. B. Meng K. C. Plantinga A. J. ( 2019 ). Do Environmental Markets Improve on Open Access? Evidence from California Groundwater Rights . National Bureau of Economic Research Working Paper Series, No. 26268 . Search in Google Scholar

Azoulay, P., Graff-Zivin, J., Uzzi, B., Wang, D., Williams, H., Evans, J. A., … Guinan, E. C. (2018). Toward a more scientific science. Science, 361(6408), 1194–1197. Azoulay P. Graff-Zivin J. Uzzi B. Wang D. Williams H. Evans J. A. Guinan E. C. ( 2018 ). Toward a more scientific science . Science , 361 ( 6408 ), 1194 - 1197 . Search in Google Scholar

Azoulay, P., Graff Zivin, J. S., Li, D., & Sampat, B. N. (2019). Public R&D investments and private-sector patenting: evidence from NIH funding rules. The Review of Economic Studies, 86(1), 117–152. Azoulay P. Graff Zivin J. S. Li D. Sampat B. N. ( 2019 ). Public R&D investments and private-sector patenting: evidence from NIH funding rules . The Review of Economic Studies , 86 ( 1 ), 117 - 152 . Search in Google Scholar

Azoulay, P., Graff Zivin, J. S., & Manso, G. (2011). Incentives and creativity: evidence from the academic life sciences. The RAND Journal of Economics, 42(3), 527–554. Azoulay P. Graff Zivin J. S. Manso G. ( 2011 ). Incentives and creativity: evidence from the academic life sciences . The RAND Journal of Economics , 42 ( 3 ), 527 - 554 . Search in Google Scholar

Azoulay, P., & Li, D. (2020). Scientific grant funding National Bureau of Economic Research Working Paper Series, No. 26889. https://www.nber.org/papers/w26889. Azoulay P. Li D. ( 2020 ). Scientific grant funding National Bureau of Economic Research Working Paper Series, No. 26889 . https://www.nber.org/papers/w26889 . Search in Google Scholar

Benavente, J. M., Crespi, G., Figal Garone, L., & Maffioli, A. (2012). The impact of national research funds: A regression discontinuity approach to the Chilean FONDECYT. Research Policy, 41(8), 1461–1475. Benavente J. M. Crespi G. Figal Garone L. Maffioli A. ( 2012 ). The impact of national research funds: A regression discontinuity approach to the Chilean FONDECYT . Research Policy , 41 ( 8 ), 1461 - 1475 . Search in Google Scholar

Bento, A., Kaffine, D., Roth, K., & Zaragoza-Watkins, M. (2014). The Effects of Regulation in the Presence of Multiple Unpriced Externalities: Evidence from the Transportation Sector. American Economic Journal: Economic Policy, 6(3), 1–29. Bento A. Kaffine D. Roth K. Zaragoza-Watkins M. ( 2014 ). The Effects of Regulation in the Presence of Multiple Unpriced Externalities: Evidence from the Transportation Sector . American Economic Journal: Economic Policy , 6 ( 3 ), 1 - 29 . Search in Google Scholar

Bol, T., de Vaan, M., & van de Rijt, A. (2018). The Matthew effect in science funding. Proceedings of the National Academy of Sciences, 115(19), 4887–4890. Bol T. de Vaan M. van de Rijt A. ( 2018 ). The Matthew effect in science funding . Proceedings of the National Academy of Sciences , 115 ( 19 ), 4887 - 4890 . Search in Google Scholar

Bronzini, R., & Iachini, E. (2014). Are incentives for R&D effective? Evidence from a regression discontinuity approach. American Economic Journal: Economic Policy, 6(4), 100–134. Bronzini R. Iachini E. ( 2014 ). Are incentives for R&D effective? Evidence from a regression discontinuity approach . American Economic Journal: Economic Policy , 6 ( 4 ), 100 - 134 . Search in Google Scholar

Burger, N. E., Kaffine, D. T., & Yu, B. (2014). Did California’s hand-held cell phone ban reduce accidents? Transportation Research Part A: Policy and Practice, 66, 162–172. Burger N. E. Kaffine D. T. Yu B. ( 2014 ). Did California’s hand-held cell phone ban reduce accidents? Transportation Research Part A: Policy and Practice , 66 , 162 - 172 . Search in Google Scholar

Calcagno, V., Demoinet, E., Gollner, K., Guidi, L., Ruths, D., & de Mazancourt, C. (2012). Flows of Research Manuscripts Among Scientific Journals Reveal Hidden Submission Patterns. Science, 338(6110), 1065–1069. Calcagno V. Demoinet E. Gollner K. Guidi L. Ruths D. de Mazancourt C. ( 2012 ). Flows of Research Manuscripts Among Scientific Journals Reveal Hidden Submission Patterns . Science , 338 ( 6110 ), 1065 - 1069 . Search in Google Scholar

Calonico, S., Cattaneo, M. D., Farrell, M. H., & Titiunik, R. (2017). Rdrobust: Software for Regression-discontinuity Designs. The Stata Journal, 17(2), 372–404. Calonico S. Cattaneo M. D. Farrell M. H. Titiunik R. ( 2017 ). Rdrobust: Software for Regression-discontinuity Designs . The Stata Journal , 17 ( 2 ), 372 - 404 . Search in Google Scholar

Cattaneo, M. D., Frandsen, B. R., & Titiunik, R. (2015). Randomization inference in the regression discontinuity design: An application to party advantages in the US Senate. Journal of Causal Inference, 3(1), 1–24. Cattaneo M. D. Frandsen B. R. Titiunik R. ( 2015 ). Randomization inference in the regression discontinuity design: An application to party advantages in the US Senate . Journal of Causal Inference , 3 ( 1 ), 1 - 24 . Search in Google Scholar

Cattaneo, M. D., & Titiunik, R. (2022). Regression discontinuity designs. Annual Review of Economics, 14, 821–851. Cattaneo M. D. Titiunik R. ( 2022 ). Regression discontinuity designs . Annual Review of Economics , 14 , 821 - 851 . Search in Google Scholar

Clark, D., & Royer, H. (2013). The Effect of Education on Adult Mortality and Health: Evidence from Britain. The American Economic Review, 103(6), 2087–2120. Clark D. Royer H. ( 2013 ). The Effect of Education on Adult Mortality and Health: Evidence from Britain . The American Economic Review , 103 ( 6 ), 2087 - 2120 . Search in Google Scholar

Davies, N. M., Dickson, M., Davey Smith, G., Van Den Berg, G. J., & Windmeijer, F. (2018). The causal effects of education on health outcomes in the UK Biobank. Nature Human Behaviour, 2(2), 117–125. Davies N. M. Dickson M. Davey Smith G. Van Den Berg G. J. Windmeijer F. ( 2018 ). The causal effects of education on health outcomes in the UK Biobank . Nature Human Behaviour , 2 ( 2 ), 117 - 125 . Search in Google Scholar

Eibich, P. (2015). Understanding the effect of retirement on health: Mechanisms and heterogeneity. Journal of Health Economics, 43, 1–12. Eibich P. ( 2015 ). Understanding the effect of retirement on health: Mechanisms and heterogeneity . Journal of Health Economics , 43 , 1 - 12 . Search in Google Scholar

Fortunato, S., Bergstrom, C. T., Börner, K., Evans, J. A., Helbing, D., Milojević, S., … Barabási, A.-L. (2018). Science of Science. Science, 359(6379), eaao0185. https://www.science.org/doi/10.1126/science.aao0185. Fortunato S. Bergstrom C. T. Börner K. Evans J. A. Helbing D. Milojević S. Barabási A.-L. ( 2018 ). Science of Science . Science , 359 ( 6379 ), eaao0185 . https://www.science.org/doi/10.1126/science.aao0185 . Search in Google Scholar

Frank, M. R., Wang, D., Cebrian, M., & Rahwan, I. (2019). The evolution of citation graphs in artificial intelligence research. Nature Machine Intelligence, 1(2), 79–85. Frank M. R. Wang D. Cebrian M. Rahwan I. ( 2019 ). The evolution of citation graphs in artificial intelligence research . Nature Machine Intelligence , 1 ( 2 ), 79 - 85 . Search in Google Scholar

Ganguli, I. (2017). Saving Soviet Science: The Impact of Grants When Government R&D Funding Disappears. American Economic Journal: Applied Economics, 9(2), 165–201. Ganguli I. ( 2017 ). Saving Soviet Science: The Impact of Grants When Government R&D Funding Disappears . American Economic Journal: Applied Economics , 9 ( 2 ), 165 - 201 . Search in Google Scholar

García-Jimeno, C., Iglesias, A., & Yildirim, P. (2022). Information Networks and Collective Action: Evidence from the Women’s Temperance Crusade. American Economic Review, 112(1), 41–80. García-Jimeno C. Iglesias A. Yildirim P. ( 2022 ). Information Networks and Collective Action: Evidence from the Women’s Temperance Crusade . American Economic Review , 112 ( 1 ), 41 - 80 . Search in Google Scholar

Hahn, J., Todd, P., & Van der Klaauw, W. (2001). Identification and estimation of treatment effects with a regression-discontinuity design. Econometrica, 69(1), 201–209. Hahn J. Todd P. Van der Klaauw W. ( 2001 ). Identification and estimation of treatment effects with a regression-discontinuity design . Econometrica , 69 ( 1 ), 201 - 209 . Search in Google Scholar

Hausman, C., & Rapson, D. S. (2017). Regression Discontinuity in Time: Considerations for Empirical Applications. In: National Bureau of Economic Research. https://www. annualreviews.org/doi/10.1146/annurev-resource-121517-033306. Hausman C. Rapson D. S. ( 2017 ). Regression Discontinuity in Time: Considerations for Empirical Applications . In: National Bureau of Economic Research . https://www. annualreviews.org/doi/10.1146/annurev-resource-121517-033306 . Search in Google Scholar

Henry, G. T., Fortner, C. K., & Thompson, C. L. (2010). Targeted funding for educationally disadvantaged students: A regression discontinuity estimate of the impact on high school student achievement. Educational Evaluation and Policy Analysis, 32(2), 183–204. Henry G. T. Fortner C. K. Thompson C. L. ( 2010 ). Targeted funding for educationally disadvantaged students: A regression discontinuity estimate of the impact on high school student achievement . Educational Evaluation and Policy Analysis , 32 ( 2 ), 183 - 204 . Search in Google Scholar

Huang, W., & Zhou, Y. (2013). Effects of education on cognition at older ages: evidence from China’s Great Famine. Social Science & Medicine (1982), 98, 54–62. Huang W. Zhou Y. ( 2013 ). Effects of education on cognition at older ages: evidence from China’s Great Famine . Social Science & Medicine (1982) , 98 , 54 - 62 . Search in Google Scholar

Imbens, G., & Kalyanaraman, K. (2012). Optimal Bandwidth Choice for the Regression Discontinuity Estimator. Review of Economic Studies, 79(3), 933–959. Imbens G. Kalyanaraman K. ( 2012 ). Optimal Bandwidth Choice for the Regression Discontinuity Estimator . Review of Economic Studies , 79 ( 3 ), 933 - 959 . Search in Google Scholar

Imbens, G. W., & Lemieux, T. (2008). Regression discontinuity designs: A guide to practice. The regression discontinuity design: Theory and applications, 142(2), 615–635. Imbens G. W. Lemieux T. ( 2008 ). Regression discontinuity designs: A guide to practice . The regression discontinuity design: Theory and applications , 142 ( 2 ), 615 - 635 . Search in Google Scholar

Jacob, B. A., & Lefgren, L. (2002). Remedial Education and Student Achievement: A Regression-Discontinuity Analysis. National Bureau of Economic Research Working Paper Series, No. 8918. https://www.nber.org/system/files/working_papers/w8918/w8918.pdf. Jacob B. A. Lefgren L. ( 2002 ). Remedial Education and Student Achievement: A Regression-Discontinuity Analysis . National Bureau of Economic Research Working Paper Series, No. 8918 . https://www.nber.org/system/files/working_papers/w8918/w8918.pdf . Search in Google Scholar

Jacob, B. A., & Lefgren, L. (2011a). The Impact of NIH Postdoctoral Training Grants on Scientific Productivity. Research Policy, 40(6), 864–874. Jacob B. A. Lefgren L. ( 2011a ). The Impact of NIH Postdoctoral Training Grants on Scientific Productivity . Research Policy , 40 ( 6 ), 864 - 874 . Search in Google Scholar

Jacob, B. A., & Lefgren, L. (2011b). The impact of research grant funding on scientific productivity. Journal of public economics, 95(9-10), 1168–1177. Jacob B. A. Lefgren L. ( 2011b ). The impact of research grant funding on scientific productivity . Journal of public economics , 95 ( 9-10 ), 1168 - 1177 . Search in Google Scholar

Jin, C., Ma, Y. F., & Uzzi, B. (2021). Scientific prizes and the extraordinary growth of scientific topics. Nature communications, 12(1), 5619. https://www.nature.com/articles/s41467-021-25712-2. Jin C. Ma Y. F. Uzzi B. ( 2021 ). Scientific prizes and the extraordinary growth of scientific topics . Nature communications , 12 ( 1 ), 5619 . https://www.nature.com/articles/s41467-021-25712-2 . Search in Google Scholar

Jones, M., Kondylis, F., Loeser, J., & Magruder, J. (2022). Factor Market Failures and the Adoption of Irrigation in Rwanda. American Economic Review, 112(7), 2316–2352. Jones M. Kondylis F. Loeser J. Magruder J. ( 2022 ). Factor Market Failures and the Adoption of Irrigation in Rwanda . American Economic Review , 112 ( 7 ), 2316 - 2352 . Search in Google Scholar

Lalive, R., & Parrotta, P. (2017). How does pension eligibility affect labor supply in couples? Labour Economics, 46, 177–188. Lalive R. Parrotta P. ( 2017 ). How does pension eligibility affect labor supply in couples? Labour Economics , 46 , 177 - 188 . Search in Google Scholar

Lang, C., & Siler, M. (2013). Engineering estimates versus impact evaluation of energy efficiency projects: Regression discontinuity evidence from a case study. Energy Policy, 61, 360–370. Lang C. Siler M. ( 2013 ). Engineering estimates versus impact evaluation of energy efficiency projects: Regression discontinuity evidence from a case study . Energy Policy , 61 , 360 - 370 . Search in Google Scholar

Leuven, E., Lindahl, M., Oosterbeek, H., & Webbink, D. (2007). The Effect of Extra Funding for Disadvantaged Pupils on Achievement. The Review of Economics and Statistics, 89(4), 721–736. Leuven E. Lindahl M. Oosterbeek H. Webbink D. ( 2007 ). The Effect of Extra Funding for Disadvantaged Pupils on Achievement . The Review of Economics and Statistics , 89 ( 4 ), 721 - 736 . Search in Google Scholar

Liu, L., Wang, Y., Sinatra, R., Giles, C. L., Song, C. M., & Wang, D. S. (2018). Hot streaks in artistic, cultural, and scientific careers. Nature, 559(7714), 396–399. Liu L. Wang Y. Sinatra R. Giles C. L. Song C. M. Wang D. S. ( 2018 ). Hot streaks in artistic, cultural, and scientific careers . Nature , 559 ( 7714 ), 396 - 399 . Search in Google Scholar

Ludwig, J., & Miller, D. L. (2007). Does head start improve children’s life chances? Evidence from a regression discontinuity design. Quarterly Journal of Economics, 122(1), 159–208. Ludwig J. Miller D. L. ( 2007 ). Does head start improve children’s life chances? Evidence from a regression discontinuity design . Quarterly Journal of Economics , 122 ( 1 ), 159 - 208 . Search in Google Scholar

Ma, Y. F., Mukherjee, S., & Uzzi, B. (2020). Mentorship and protégé success in STEM fields. Proceedings of the National Academy of Sciences, 117(25), 14077–14083. Ma Y. F. Mukherjee S. Uzzi B. ( 2020 ). Mentorship and protégé success in STEM fields . Proceedings of the National Academy of Sciences , 117 ( 25 ), 14077 - 14083 . Search in Google Scholar

Matias D. Cattaneo, R. T. (2021). RD Designs. Retrieved from https://rdpackages.github.io/ Matias D. Cattaneo R. T. ( 2021 ). RD Designs . Retrieved from https://rdpackages.github.io/ Search in Google Scholar

Matsudaira, J. D. (2008). Mandatory summer school and student achievement. The regression discontinuity design: Theory and applications, 142(2), 829–850. Matsudaira J. D. ( 2008 ). Mandatory summer school and student achievement . The regression discontinuity design: Theory and applications , 142 ( 2 ), 829 - 850 . Search in Google Scholar

McCrary, J. (2008). Manipulation of the running variable in the regression discontinuity design: A density test. The regression discontinuity design: Theory and applications, 142(2), 698–714. McCrary J. ( 2008 ). Manipulation of the running variable in the regression discontinuity design: A density test . The regression discontinuity design: Theory and applications , 142 ( 2 ), 698 - 714 . Search in Google Scholar

Moscoe, E., Bor, J., & Bärnighausen, T. (2015). Regression discontinuity designs are underutilized in medicine, epidemiology, and public health: a review of current and best practice. Journal of Clinical Epidemiology, 68(2), 132–143. Moscoe E. Bor J. Bärnighausen T. ( 2015 ). Regression discontinuity designs are underutilized in medicine, epidemiology, and public health: a review of current and best practice . Journal of Clinical Epidemiology , 68 ( 2 ), 132 - 143 . Search in Google Scholar

Seeber, M., Cattaneo, M., Meoli, M., & Malighetti, P. (2019). Self-citations as strategic response to the use of metrics for career decisions. Research Policy, 48(2), 478–491. Seeber M. Cattaneo M. Meoli M. Malighetti P. ( 2019 ). Self-citations as strategic response to the use of metrics for career decisions . Research Policy , 48 ( 2 ), 478 - 491 . Search in Google Scholar

Sinha, A., Shen, Z. H., Song, Y., Ma, H., Eide, D., Hsu, B.-J., & Wang, K. S. (2015). An Overview of Microsoft Academic Service (MAS) and Applications. Paper presented at the Proceedings of the 24th International Conference on World Wide Web, Florence, Italy. http://sonyis.me/paperpdf/Microsoft%20Academic%20Graph%20WWW%202015.pdf. Sinha A. Shen Z. H. Song Y. Ma H. Eide D. Hsu B.-J. Wang K. S. ( 2015 ). An Overview of Microsoft Academic Service (MAS) and Applications . Paper presented at the Proceedings of the 24th International Conference on World Wide Web , Florence, Italy . http://sonyis.me/paperpdf/Microsoft%20Academic%20Graph%20WWW%202015.pdf . Search in Google Scholar

Sun, Y., & Latora, V. (2020). The evolution of knowledge within and across fields in modern physics. Sci Rep, 10(1), 12097. https://doi.org/10.1038/s41598-020-68774-w. Sun Y. Latora V. ( 2020 ). The evolution of knowledge within and across fields in modern physics . Sci Rep , 10 ( 1 ), 12097 . https://doi.org/10.1038/s41598-020-68774-w . Search in Google Scholar

Thistlethwaite, D. L., & Campbell, D. T. (1960). Regression-discontinuity analysis: An alternative to the ex post facto experiment. Journal of Educational Psychology, 51, 309–317. Thistlethwaite D. L. Campbell D. T. ( 1960 ). Regression-discontinuity analysis: An alternative to the ex post facto experiment . Journal of Educational Psychology , 51 , 309 - 317 . Search in Google Scholar

Van Der Klaauw, W. (2002). Estimating the Effect of Financial Aid Offers on College Enrollment: A Regression–Discontinuity Approach. International Economic Review, 43(4), 1249–1287. Van Der Klaauw W. ( 2002 ). Estimating the Effect of Financial Aid Offers on College Enrollment: A Regression–Discontinuity Approach . International Economic Review , 43 ( 4 ), 1249 - 1287 . Search in Google Scholar

Wang, D. S., & Barabási, A.-L. (2021). The Science of Science: Cambridge University Press. Wang D. S. Barabási A.-L. ( 2021 ). The Science of Science : Cambridge University Press . Search in Google Scholar

Wang, D. S., Song, C. M., & Barabási, A.-L. (2013). Quantifying long-term scientific impact. Science, 342(6154), 127–132. Wang D. S. Song C. M. Barabási A.-L. ( 2013 ). Quantifying long-term scientific impact . Science , 342 ( 6154 ), 127 - 132 . Search in Google Scholar

Wang, Y., Jones, B. F., & Wang, D. S. (2019). Early-career setback and future career impact. Nature communications, 10(1), 4331. https://doi.org/10.1038/s41467-019-12189-3. Wang Y. Jones B. F. Wang D. S. ( 2019 ). Early-career setback and future career impact . Nature communications , 10 ( 1 ), 4331 . https://doi.org/10.1038/s41467-019-12189-3 . Search in Google Scholar

Wu, L. F., Wang, D. S., & Evans, J. A. (2019). Large teams develop and small teams disrupt science and technology. Nature, 566(7744), 378–382. Wu L. F. Wang D. S. Evans J. A. ( 2019 ). Large teams develop and small teams disrupt science and technology . Nature , 566 ( 7744 ), 378 - 382 . Search in Google Scholar

Wuepper, D., & Finger, R. (2022). Regression discontinuity designs in agricultural and environmental economics. European Review of Agricultural Economics, 50(1), 1–28 Wuepper D. Finger R. ( 2022 ). Regression discontinuity designs in agricultural and environmental economics . European Review of Agricultural Economics , 50 ( 1 ), 1 - 28 Search in Google Scholar

Yang, Y., Tian, T. Y., Woodruff, T. K., Jones, B. F., & Uzzi, B. (2022). Gender-diverse teams produce more novel and higher-impact scientific ideas. Proceedings of the National Academy of Sciences, 119(36), e2200841119. https://doi.org/10.1073/pnas.2200841119. Yang Y. Tian T. Y. Woodruff T. K. Jones B. F. Uzzi B. ( 2022 ). Gender-diverse teams produce more novel and higher-impact scientific ideas . Proceedings of the National Academy of Sciences , 119 ( 36 ), e2200841119 . https://doi.org/10.1073/pnas.2200841119 . Search in Google Scholar

Yi, J. J., Chu, J. H., & Png, I. (2022). Early-life exposure to hardship increased risk tolerance and entrepreneurship in adulthood with gender differences. Proceedings of the National Academy of Sciences, 119(15), e2104033119. https://doi.org/10.1073/pnas.2104033119. Yi J. J. Chu J. H. Png I. ( 2022 ). Early-life exposure to hardship increased risk tolerance and entrepreneurship in adulthood with gender differences . Proceedings of the National Academy of Sciences , 119 ( 15 ), e2104033119 . https://doi.org/10.1073/pnas.2104033119 . Search in Google Scholar

Yin, Y., Dong, Y. X., Wang, K. S., Wang, D. S., & Jones, B. F. (2022). Public use and public funding of science. Nature Human Behaviour, 6(10), 1344–1350. Yin Y. Dong Y. X. Wang K. S. Wang D. S. Jones B. F. ( 2022 ). Public use and public funding of science . Nature Human Behaviour , 6 ( 10 ), 1344 - 1350 . Search in Google Scholar

Zeng, A., Fan, Y., Di, Z. R., Wang, Y. G., & Havlin, S. (2021). Fresh teams are associated with original and multidisciplinary research. Nature Human Behaviour, 5(10), 1314–1322. Zeng A. Fan Y. Di Z. R. Wang Y. G. Havlin S. ( 2021 ). Fresh teams are associated with original and multidisciplinary research . Nature Human Behaviour , 5 ( 10 ), 1314 - 1322 . Search in Google Scholar

Zeng, A., Fan, Y., Di, Z. R., Wang, Y. G., & Havlin, S. (2022). Impactful scientists have higher tendency to involve collaborators in new topics. Proceedings of the National Academy of Sciences, 119(33), e2207436119. https://doi.org/10.1073/pnas.2207436119. Zeng A. Fan Y. Di Z. R. Wang Y. G. Havlin S. ( 2022 ). Impactful scientists have higher tendency to involve collaborators in new topics . Proceedings of the National Academy of Sciences , 119 ( 33 ), e2207436119 . https://doi.org/10.1073/pnas.2207436119 . Search in Google Scholar

Zeng, A., Shen, Z. S., Zhou, J. L., Fan, Y., Di, Z. R., Wang, Y. G., … Havlin, S. (2019). Increasing trend of scientists to switch between topics. Nature communications, 10(1), 3439. https://doi. org/10.1038/s41467-019-11401-8. Zeng A. Shen Z. S. Zhou J. L. Fan Y. Di Z. R. Wang Y. G. Havlin S. ( 2019 ). Increasing trend of scientists to switch between topics . Nature communications , 10 ( 1 ), 3439 . https://doi. org/10.1038/s41467-019-11401-8 . Search in Google Scholar

Zeng, A., Shen, Z. S., Zhou, J. L., Wu, J. S., Fan, Y., Wang, Y. G., & Stanley, H. E. (2017). The Science of Science: From the perspective of complex systems. Physics Reports, 714, 1–73. Zeng A. Shen Z. S. Zhou J. L. Wu J. S. Fan Y. Wang Y. G. Stanley H. E. ( 2017 ). The Science of Science: From the perspective of complex systems . Physics Reports , 714 , 1 - 73 . Search in Google Scholar