Skip to main content
Erschienen in: Empirical Software Engineering 4/2023

01.07.2023

Relationship between diversity of collaborative group members’ race and ethnicity and the frequency of their collaborative contributions in GitHub

verfasst von: Sheik Shameer, Gema Rodríguez-Pérez, Meiyappan Nagappan

Erschienen in: Empirical Software Engineering | Ausgabe 4/2023

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Online collaborative platforms provide an environment for diverse developers to collaborate together in Open Source Software (OSS) projects. Previous studies in Software Engineering have shown the benefits of increasing gender and tenure diversity in OSS projects. However, little is known about racial and ethnic diversity’s role in OSS projects. An empirical study that analyzes how peer members’ racial and ethnic diversity in a collaborative group relates to the frequency of their collaborative contributions in OSS projects. We performed a large-scale quantitative analysis of the relationship between the race and ethnicity of peer members in a collaborative group and the frequency of their collaborative contributions in GitHub. We first inferred the peers working in collaborative groups within a project based on the collaboration between the developers in that project. We then used the Name-Prism tool to extract the race and ethnicity of the collaborative group’s peers from the names they use in GitHub. We finally used mixed effects regression modeling of the group members’ contributions – measured by the total number of pull requests merged as a collaborative group – to assess the relationship between the racial and ethnic diversity of the members in a collaborative group and the frequency of their collaborative contributions. Our results indicate that (1) a major part of the developers’ population are White developers; (2.1) the distribution of collaborative members’ contributions from homogeneous and heterogeneous collaborative groups, with respect to the race and ethnicity of the groups’ members, is different. Heterogeneous groups have a higher median number of contributions than homogeneous groups; and (2.2) the diversity of race and ethnicity of members in a collaborative group does have a statistically significant relationship with the frequency of the collaborative group members’ contributions. The racial and ethnic diversity of peer members in a collaborative group may have a role to play in the frequency of groups’ contributions in OSS. Hence, further research is needed to understand how the diverse racial and ethnic composition of collaborative group members leads to a higher rate of group contributions.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Literatur
Zurück zum Zitat Alesina A, Ferrara EL (2005) Ethnic diversity and economic performance. Journal of economic literature 43(3):762–800CrossRef Alesina A, Ferrara EL (2005) Ethnic diversity and economic performance. Journal of economic literature 43(3):762–800CrossRef
Zurück zum Zitat Ali M, Kulik CT, Metz I (2011) The gender diversity-performance relationship in services and manufacturing organizations. The International Journal of Human Resource Management 22(07):1464–1485CrossRef Ali M, Kulik CT, Metz I (2011) The gender diversity-performance relationship in services and manufacturing organizations. The International Journal of Human Resource Management 22(07):1464–1485CrossRef
Zurück zum Zitat AlShebli BK, Rahwan T, Woon WL (2018) The preeminence of ethnic diversity in scientific collaboration. Nature Communications 9(1):1–10CrossRef AlShebli BK, Rahwan T, Woon WL (2018) The preeminence of ethnic diversity in scientific collaboration. Nature Communications 9(1):1–10CrossRef
Zurück zum Zitat Arcuri A, Briand L (2011) A practical guide for using statistical tests to assess randomized algorithms in software engineering. In 2011 33rd International Conference on Software Engineering (ICSE) pages 1–10 Arcuri A, Briand L (2011) A practical guide for using statistical tests to assess randomized algorithms in software engineering. In 2011 33rd International Conference on Software Engineering (ICSE) pages 1–10
Zurück zum Zitat Aué J, Haisma M, Tómasdóttir K, Bacchelli A (2016) Social diversity and growth levels of open source software projects on github. In Proceedings of the 10th ACM/IEEE international symposium on empirical software engineering and measurement pages 1–6 Aué J, Haisma M, Tómasdóttir K, Bacchelli A (2016) Social diversity and growth levels of open source software projects on github. In Proceedings of the 10th ACM/IEEE international symposium on empirical software engineering and measurement pages 1–6
Zurück zum Zitat Avery DR, McKay PF, Tonidandel S, Volpone SD, Morris MA (2012) Is there method to the madness? examining how racioethnic matching influences retail store productivity. Personnel Psychology 65(1):167–199CrossRef Avery DR, McKay PF, Tonidandel S, Volpone SD, Morris MA (2012) Is there method to the madness? examining how racioethnic matching influences retail store productivity. Personnel Psychology 65(1):167–199CrossRef
Zurück zum Zitat Bates D, Mächler M, Bolker B, Walker S (2014) Fitting linear mixed-effects models using lme4. arXiv preprint arXiv:1406.5823 Bates D, Mächler M, Bolker B, Walker S (2014) Fitting linear mixed-effects models using lme4. arXiv preprint arXiv:​1406.​5823
Zurück zum Zitat Bell ST (2007) Deep-level composition variables as predictors of team performance: a meta-analysis. Journal of Applied Psychology 92(3):595–615CrossRef Bell ST (2007) Deep-level composition variables as predictors of team performance: a meta-analysis. Journal of Applied Psychology 92(3):595–615CrossRef
Zurück zum Zitat Biazzini M, Baudry B (2014) “may the fork be with you”: Novel metrics to analyze collaboration on github. In Proceedings of the 5th international workshop on emerging trends in software metrics pages 37–43 Biazzini M, Baudry B (2014) “may the fork be with you”: Novel metrics to analyze collaboration on github. In Proceedings of the 5th international workshop on emerging trends in software metrics pages 37–43
Zurück zum Zitat Blau PM (1977) Inequality and heterogeneity: A primitive theory of social structure, vol 7. Free Press, New York Blau PM (1977) Inequality and heterogeneity: A primitive theory of social structure, vol 7. Free Press, New York
Zurück zum Zitat Burnett M, Stumpf S, Macbeth J, Makri S, Beckwith L, Kwan I, Peters A, Jernigan W (2016) Gendermag: A method for evaluating software’s gender inclusiveness. Interacting with Computers 28(6):760–787CrossRef Burnett M, Stumpf S, Macbeth J, Makri S, Beckwith L, Kwan I, Peters A, Jernigan W (2016) Gendermag: A method for evaluating software’s gender inclusiveness. Interacting with Computers 28(6):760–787CrossRef
Zurück zum Zitat Byrne DE (1971) The attraction paradigm, vol 462. Academic Press Byrne DE (1971) The attraction paradigm, vol 462. Academic Press
Zurück zum Zitat Casalnuovo C, Vasilescu B, Devanbu P, Filkov V (2015) Developer onboarding in github: The role of prior social links and language experience. In Proceedings of the 2015 10th joint meeting on foundations of software engineering page 817–828, New York, NY, USA, 2015. Association for Computing Machinery Casalnuovo C, Vasilescu B, Devanbu P, Filkov V (2015) Developer onboarding in github: The role of prior social links and language experience. In Proceedings of the 2015 10th joint meeting on foundations of software engineering page 817–828, New York, NY, USA, 2015. Association for Computing Machinery
Zurück zum Zitat Catolino G, Palomba F, Tamburri DA, Serebrenik A, Ferrucci F (2019) Gender diversity and women in software teams: How do they affect community smells? In 2019 IEEE/ACM 41st international conference on software engineering: software engineering in society (ICSE-SEIS) pages 11–20. IEEE Catolino G, Palomba F, Tamburri DA, Serebrenik A, Ferrucci F (2019) Gender diversity and women in software teams: How do they affect community smells? In 2019 IEEE/ACM 41st international conference on software engineering: software engineering in society (ICSE-SEIS) pages 11–20. IEEE
Zurück zum Zitat Chen J, Ren Y, Riedl J (2010) The effects of diversity on group productivity and member withdrawal in online volunteer groups. In Proceedings of the SIGCHI conference on human factors in computing systems pages 821–830 Chen J, Ren Y, Riedl J (2010) The effects of diversity on group productivity and member withdrawal in online volunteer groups. In Proceedings of the SIGCHI conference on human factors in computing systems pages 821–830
Zurück zum Zitat Chen X, Wang D, Zhao T (2013) Geotext: an intelligent dynamic geometry textbook. ACM Communications in Computer Algebra 46(3/4):171–175CrossRef Chen X, Wang D, Zhao T (2013) Geotext: an intelligent dynamic geometry textbook. ACM Communications in Computer Algebra 46(3/4):171–175CrossRef
Zurück zum Zitat Cohen J, Cohen P, West SG, Aiken LS (2013) Applied multiple regression/correlation analysis for the behavioral sciences. Routledge, New YorkCrossRef Cohen J, Cohen P, West SG, Aiken LS (2013) Applied multiple regression/correlation analysis for the behavioral sciences. Routledge, New YorkCrossRef
Zurück zum Zitat Constantinou E, Mens T (2017) Socio-technical evolution of the ruby ecosystem in github. In 2017 IEEE 24th international conference on software analysis, evolution and reengineering (SANER) pages 34–44. IEEE Constantinou E, Mens T (2017) Socio-technical evolution of the ruby ecosystem in github. In 2017 IEEE 24th international conference on software analysis, evolution and reengineering (SANER) pages 34–44. IEEE
Zurück zum Zitat Crowston K, Li Q, Wei K, Eseryel UY, Howison J (2007) Self-organization of teams for free/libre open source software development. Information and software technology 49(6):564–575CrossRef Crowston K, Li Q, Wei K, Eseryel UY, Howison J (2007) Self-organization of teams for free/libre open source software development. Information and software technology 49(6):564–575CrossRef
Zurück zum Zitat Crowston K, Wei K, Howison J, Wiggins A (2008) Free/libre open-source software development: What we know and what we do not know. ACM Computing Surveys (CSUR) 44(2):1–35CrossRef Crowston K, Wei K, Howison J, Wiggins A (2008) Free/libre open-source software development: What we know and what we do not know. ACM Computing Surveys (CSUR) 44(2):1–35CrossRef
Zurück zum Zitat Cuevas A, Febrero M, Fraiman R (2004) An anova test for functional data. Computational Statistics & Data Analysis 47(1):111–122MathSciNetMATHCrossRef Cuevas A, Febrero M, Fraiman R (2004) An anova test for functional data. Computational Statistics & Data Analysis 47(1):111–122MathSciNetMATHCrossRef
Zurück zum Zitat Dabbish L, Stuart C, Tsay J, Herbsleb J (2012) Social coding in github: transparency and collaboration in an open software repository. In Proceedings of the ACM 2012 conference on computer supported cooperative work pages 1277–1286 Dabbish L, Stuart C, Tsay J, Herbsleb J (2012) Social coding in github: transparency and collaboration in an open software repository. In Proceedings of the ACM 2012 conference on computer supported cooperative work pages 1277–1286
Zurück zum Zitat Daniel S, Agarwal R, Stewart KJ (2013) The effects of diversity in global, distributed collectives: A study of open source project success. Information Systems Research 24(2):312–333CrossRef Daniel S, Agarwal R, Stewart KJ (2013) The effects of diversity in global, distributed collectives: A study of open source project success. Information Systems Research 24(2):312–333CrossRef
Zurück zum Zitat Diamond R, McQuade T, Qian F (2019) The effects of rent control expansion on tenants, landlords, and inequality: Evidence from san francisco. American Economic Review 109(9):3365–94CrossRef Diamond R, McQuade T, Qian F (2019) The effects of rent control expansion on tenants, landlords, and inequality: Evidence from san francisco. American Economic Review 109(9):3365–94CrossRef
Zurück zum Zitat Earley CP, Mosakowski E (2000) Creating hybrid team cultures: An empirical test of transnational team functioning. Academy of Management Journal 43(1):26–49CrossRef Earley CP, Mosakowski E (2000) Creating hybrid team cultures: An empirical test of transnational team functioning. Academy of Management Journal 43(1):26–49CrossRef
Zurück zum Zitat El Mezouar M, Zhang F, Zou Y (2019) An empirical study on the teams structures in social coding using github projects. Empirical Software Engineering 24(6):3790–3823CrossRef El Mezouar M, Zhang F, Zou Y (2019) An empirical study on the teams structures in social coding using github projects. Empirical Software Engineering 24(6):3790–3823CrossRef
Zurück zum Zitat Finkel JR, Grenager T, Manning CD (2005) Incorporating non-local information into information extraction systems by gibbs sampling. In Proceedings of the 43rd annual meeting of the association for computational linguistics (ACL’05) pages 363–370 Finkel JR, Grenager T, Manning CD (2005) Incorporating non-local information into information extraction systems by gibbs sampling. In Proceedings of the 43rd annual meeting of the association for computational linguistics (ACL’05) pages 363–370
Zurück zum Zitat Galinsky AD, Todd AR, Homan AC, Phillips KW, Apfelbaum EP, Sasaki SJ, Richeson JA, Olayon JB, Maddux WW (2015) Maximizing the gains and minimizing the pains of diversity: A policy perspective. Perspectives on Psychological Science 10(6):742–748CrossRef Galinsky AD, Todd AR, Homan AC, Phillips KW, Apfelbaum EP, Sasaki SJ, Richeson JA, Olayon JB, Maddux WW (2015) Maximizing the gains and minimizing the pains of diversity: A policy perspective. Perspectives on Psychological Science 10(6):742–748CrossRef
Zurück zum Zitat German DM (2003) The gnome project: a case study of open source, global software development. Software Process: Improvement and Practice 8(4):201–215CrossRef German DM (2003) The gnome project: a case study of open source, global software development. Software Process: Improvement and Practice 8(4):201–215CrossRef
Zurück zum Zitat Gerosa M, Wiese I, Trinkenreich B, Link G, Robles G, Treude C, Steinmacher I, Sarma A (2021) The shifting sands of motivation: Revisiting what drives contributors in open source. In 2021 IEEE/ACM 43rd international conference on software engineering (ICSE) pages 1046–1058. IEEE Gerosa M, Wiese I, Trinkenreich B, Link G, Robles G, Treude C, Steinmacher I, Sarma A (2021) The shifting sands of motivation: Revisiting what drives contributors in open source. In 2021 IEEE/ACM 43rd international conference on software engineering (ICSE) pages 1046–1058. IEEE
Zurück zum Zitat Gila AR, Jaafa J, Omar M, Tunio MZ (2014) Impact of personality and gender diversity on software development teams’ performance. In 2014 International conference on computer, communications, and control technology (I4CT) pages 261–265. IEEE Gila AR, Jaafa J, Omar M, Tunio MZ (2014) Impact of personality and gender diversity on software development teams’ performance. In 2014 International conference on computer, communications, and control technology (I4CT) pages 261–265. IEEE
Zurück zum Zitat Gornall W, Strebulaev IA (2019) Gender, race, and entrepreneurship: A randomized field experiment on venture capitalists and angels. Available at SSRN 3301982 Gornall W, Strebulaev IA (2019) Gender, race, and entrepreneurship: A randomized field experiment on venture capitalists and angels. Available at SSRN 3301982
Zurück zum Zitat Gupta R (2013) Workforce diversity and organizational performance. International Journal of Business and Management Invention 2(6):36–41 Gupta R (2013) Workforce diversity and organizational performance. International Journal of Business and Management Invention 2(6):36–41
Zurück zum Zitat Hagberg A, Swart P, S Chult D (2008) Exploring network structure, dynamics, and function using networkx. Technical report, Los Alamos National Lab. (LANL), Los Alamos, NM (United States) Hagberg A, Swart P, S Chult D (2008) Exploring network structure, dynamics, and function using networkx. Technical report, Los Alamos National Lab. (LANL), Los Alamos, NM (United States)
Zurück zum Zitat Hankerson D, Marshall AR, Booker J, El Mimouni H, Walker I, Rode JA (2016) Does technology have race? In Proceedings of the 2016 CHI Conference Extended Abstracts on Human Factors in Computing Systems pages 473–486 Hankerson D, Marshall AR, Booker J, El Mimouni H, Walker I, Rode JA (2016) Does technology have race? In Proceedings of the 2016 CHI Conference Extended Abstracts on Human Factors in Computing Systems pages 473–486
Zurück zum Zitat Harrison DA, Klein KJ (2007) What’s the difference? diversity constructs as separation, variety, or disparity in organizations. Academy of Management Review 32(4):1199–1228CrossRef Harrison DA, Klein KJ (2007) What’s the difference? diversity constructs as separation, variety, or disparity in organizations. Academy of Management Review 32(4):1199–1228CrossRef
Zurück zum Zitat Hogg MA, Abrams D, Otten S, Hinkle S (2004) The social identity perspective: Intergroup relations, self-conception, and small groups. Small Group Research 35(3):246–276CrossRef Hogg MA, Abrams D, Otten S, Hinkle S (2004) The social identity perspective: Intergroup relations, self-conception, and small groups. Small Group Research 35(3):246–276CrossRef
Zurück zum Zitat Horwitz SK, Horwitz IB (2007) The effects of team diversity on team outcomes: A meta-analytic review of team demography. Journal of Management 33(6):987–1015CrossRef Horwitz SK, Horwitz IB (2007) The effects of team diversity on team outcomes: A meta-analytic review of team demography. Journal of Management 33(6):987–1015CrossRef
Zurück zum Zitat Huang WHD, Hood DW, Yoo SJ (2013) Gender divide and acceptance of collaborative web 2.0 applications for learning in higher education. The Internet and Higher Education 16:57–65CrossRef Huang WHD, Hood DW, Yoo SJ (2013) Gender divide and acceptance of collaborative web 2.0 applications for learning in higher education. The Internet and Higher Education 16:57–65CrossRef
Zurück zum Zitat Hunt V, Layton D, Prince S (2015) Diversity matters. McKinsey & Company 1(1):15–29 Hunt V, Layton D, Prince S (2015) Diversity matters. McKinsey & Company 1(1):15–29
Zurück zum Zitat Ibe NA, Howsmon R, Penney L, Granor N, DeLyser LA, Wang K (2018) Reflections of a diversity, equity, and inclusion working group based on data from a national cs education program. In Proceedings of the 49th ACM Technical Symposium on Computer Science Education pages 711–716 Ibe NA, Howsmon R, Penney L, Granor N, DeLyser LA, Wang K (2018) Reflections of a diversity, equity, and inclusion working group based on data from a national cs education program. In Proceedings of the 49th ACM Technical Symposium on Computer Science Education pages 711–716
Zurück zum Zitat Iyer RN, Yun SA, Nagappan M, Hoey J (2019) Effects of personality traits on pull request acceptance. IEEE Transactions on Software Engineering pages 1–12 Iyer RN, Yun SA, Nagappan M, Hoey J (2019) Effects of personality traits on pull request acceptance. IEEE Transactions on Software Engineering pages 1–12
Zurück zum Zitat Jackson SE, Joshi A (2004) Diversity in social context: a multi-attribute, multilevel analysis of team diversity and sales performance. Journal of Organizational Behavior: The International Journal of Industrial, Occupational and Organizational Psychology and Behavior 25(6):675–702CrossRef Jackson SE, Joshi A (2004) Diversity in social context: a multi-attribute, multilevel analysis of team diversity and sales performance. Journal of Organizational Behavior: The International Journal of Industrial, Occupational and Organizational Psychology and Behavior 25(6):675–702CrossRef
Zurück zum Zitat Jackson SE, Joshi A, Erhardt NL (2003) Recent research on team and organizational diversity: Swot analysis and implications. Journal of Management 29(6):801–830CrossRef Jackson SE, Joshi A, Erhardt NL (2003) Recent research on team and organizational diversity: Swot analysis and implications. Journal of Management 29(6):801–830CrossRef
Zurück zum Zitat Joblin M, Mauerer W, Apel S, Siegmund J, Riehle D (2015) From developer networks to verified communities: A fine-grained approach. In 2015 IEEE/ACM 37th IEEE International Conference on Software Engineering volume 1, pages 563–573, New York City, 2015. IEEE Joblin M, Mauerer W, Apel S, Siegmund J, Riehle D (2015) From developer networks to verified communities: A fine-grained approach. In 2015 IEEE/ACM 37th IEEE International Conference on Software Engineering volume 1, pages 563–573, New York City, 2015. IEEE
Zurück zum Zitat Kempf E, Tsoutsoura M (2018) Partisan professionals: Evidence from credit rating analysts. Technical report, National Bureau of Economic ResearchCrossRef Kempf E, Tsoutsoura M (2018) Partisan professionals: Evidence from credit rating analysts. Technical report, National Bureau of Economic ResearchCrossRef
Zurück zum Zitat Lazear EP (1999) Globalisation and the market for team-mates. The Economic Journal 109(454):15–40CrossRef Lazear EP (1999) Globalisation and the market for team-mates. The Economic Journal 109(454):15–40CrossRef
Zurück zum Zitat Lee N, Nathan M (2011) Does cultural diversity help innovation in cities: evidence from london firms. Technical report, London School of Economics and Political Science, LSE Library Lee N, Nathan M (2011) Does cultural diversity help innovation in cities: evidence from london firms. Technical report, London School of Economics and Political Science, LSE Library
Zurück zum Zitat Lehmann-Willenbrock N, Allen JA, Meinecke AL (2014) Observing culture: Differences in us-american and german team meeting behaviors. Group Processes & Intergroup Relations 17(2):252–271CrossRef Lehmann-Willenbrock N, Allen JA, Meinecke AL (2014) Observing culture: Differences in us-american and german team meeting behaviors. Group Processes & Intergroup Relations 17(2):252–271CrossRef
Zurück zum Zitat Leibzon W (2016) Social network of software development at github. In 2016 IEEE/ACM International conference on advances in social networks analysis and mining (ASONAM) pages 1374–1376. IEEE Leibzon W (2016) Social network of software development at github. In 2016 IEEE/ACM International conference on advances in social networks analysis and mining (ASONAM) pages 1374–1376. IEEE
Zurück zum Zitat Lopez-Fernandez L, Robles G, Gonzalez-Barahona JM, et al (2004) Applying social network analysis to the information in cvs repositories. In MSR volume 2004, page 1st, Edinburgh, UK, 2004. IET Lopez-Fernandez L, Robles G, Gonzalez-Barahona JM, et al (2004) Applying social network analysis to the information in cvs repositories. In MSR volume 2004, page 1st, Edinburgh, UK, 2004. IET
Zurück zum Zitat Marques M (2015) Software engineering education-does gender matter in project results?-a chilean case study. In 2015 IEEE Frontiers in Education Conference (FIE) pages 1–8. IEEE Marques M (2015) Software engineering education-does gender matter in project results?-a chilean case study. In 2015 IEEE Frontiers in Education Conference (FIE) pages 1–8. IEEE
Zurück zum Zitat Martins LL, Gilson LL, Maynard MT (2004) Virtual teams: What do we know and where do we go from here? Journal of management 30(6):805–835CrossRef Martins LL, Gilson LL, Maynard MT (2004) Virtual teams: What do we know and where do we go from here? Journal of management 30(6):805–835CrossRef
Zurück zum Zitat McKnight PE, Najab J (2010) Mann-whitney u test. The Corsini encyclopedia of psychology pages 1 McKnight PE, Najab J (2010) Mann-whitney u test. The Corsini encyclopedia of psychology pages 1
Zurück zum Zitat Mendez C, Padala HS, Steine-Hanson Z, Hilderbrand C, Horvath A, Hill C, Simpson L, Patil N, Sarma A, Burnett M (2018) Open source barriers to entry, revisited: A sociotechnical perspective. In Proceedings of the 40th international conference on software engineering pages 1004–1015 Mendez C, Padala HS, Steine-Hanson Z, Hilderbrand C, Horvath A, Hill C, Simpson L, Patil N, Sarma A, Burnett M (2018) Open source barriers to entry, revisited: A sociotechnical perspective. In Proceedings of the 40th international conference on software engineering pages 1004–1015
Zurück zum Zitat Meneely A, Williams L (2011) Socio-technical developer networks: Should we trust our measurements? In Proceedings of the 33rd international conference on software engineering pages 281–290, New York, NY, USA, 2011. Association for Computing Machinery Meneely A, Williams L (2011) Socio-technical developer networks: Should we trust our measurements? In Proceedings of the 33rd international conference on software engineering pages 281–290, New York, NY, USA, 2011. Association for Computing Machinery
Zurück zum Zitat Meneely A, Williams L, Snipes W, Osborne J (2008) Predicting failures with developer networks and social network analysis. In Proceedings of the 16th ACM SIGSOFT international symposium on foundations of software engineering pages 13–23, New York, NY, USA, 2008. Association for Computing Machinery Meneely A, Williams L, Snipes W, Osborne J (2008) Predicting failures with developer networks and social network analysis. In Proceedings of the 16th ACM SIGSOFT international symposium on foundations of software engineering pages 13–23, New York, NY, USA, 2008. Association for Computing Machinery
Zurück zum Zitat Middleton J, Murphy-Hill E, Green D, Meade A, Mayer R, White D, McDonald S (2018) Which contributions predict whether developers are accepted into github teams. In 2018 IEEE/ACM 15th International conference on mining software repositories (MSR) pages 403–413, New York City, 2018. IEEE Middleton J, Murphy-Hill E, Green D, Meade A, Mayer R, White D, McDonald S (2018) Which contributions predict whether developers are accepted into github teams. In 2018 IEEE/ACM 15th International conference on mining software repositories (MSR) pages 403–413, New York City, 2018. IEEE
Zurück zum Zitat Munaiah N, Kroh S, Cabrey C, Nagappan M (2017) Curating github for engineered software projects. Empirical Software Engineering 22(6):3219–3253CrossRef Munaiah N, Kroh S, Cabrey C, Nagappan M (2017) Curating github for engineered software projects. Empirical Software Engineering 22(6):3219–3253CrossRef
Zurück zum Zitat Nadri R, Rodríguez-Pérez G, Nagappan M (2020) Insights into nonmerged pull requests in github: Is there evidence of bias based on perceptible race? IEEE Software Nadri R, Rodríguez-Pérez G, Nagappan M (2020) Insights into nonmerged pull requests in github: Is there evidence of bias based on perceptible race? IEEE Software
Zurück zum Zitat Nadri R, Rodríguez-Pérez G, Nagappan M (2021) On the relationship between the developer’s perceptible race and ethnicity and the evaluation of contributions in oss. IEEE Transactions on Software Engineering Nadri R, Rodríguez-Pérez G, Nagappan M (2021) On the relationship between the developer’s perceptible race and ethnicity and the evaluation of contributions in oss. IEEE Transactions on Software Engineering
Zurück zum Zitat Nakagawa S, Schielzeth H (2013) A general and simple method for obtaining r2 from generalized linear mixed-effects models. Methods in ecology and evolution 4(2):133–142CrossRef Nakagawa S, Schielzeth H (2013) A general and simple method for obtaining r2 from generalized linear mixed-effects models. Methods in ecology and evolution 4(2):133–142CrossRef
Zurück zum Zitat octoverse (2018) Github population details octoverse (2018) Github population details
Zurück zum Zitat Ortu M, Destefanis G, Counsell S, Swift S, Tonelli R, Marchesi M (2017) How diverse is your team? investigating gender and nationality diversity in github teams. Journal of Software Engineering Research and Development 5(1):1–18CrossRef Ortu M, Destefanis G, Counsell S, Swift S, Tonelli R, Marchesi M (2017) How diverse is your team? investigating gender and nationality diversity in github teams. Journal of Software Engineering Research and Development 5(1):1–18CrossRef
Zurück zum Zitat Peeters MAG, Van Tuijl HFJM, Rutte CG, Reymen IMMJ (2006) Personality and team performance: a meta-analysis. European Journal of Personality: Published for the European Association of Personality Psychology 20(5):377–396CrossRef Peeters MAG, Van Tuijl HFJM, Rutte CG, Reymen IMMJ (2006) Personality and team performance: a meta-analysis. European Journal of Personality: Published for the European Association of Personality Psychology 20(5):377–396CrossRef
Zurück zum Zitat Pieterse V, van Eekelen MCJD (2018) Cultural diversity and the performance of student software engineering teams. In Kabanda, S.(ed.), SACLA 2018: 47th Annual Conference of the Southern African Computing Lecturers’ Association Krystal Beach Hotel, Gordon’s Bay Western Cape, South Africa, June 18-20, 2018 pages 120–134. Cape Town: Southern African Computer Lecturers’ Association Pieterse V, van Eekelen MCJD (2018) Cultural diversity and the performance of student software engineering teams. In Kabanda, S.(ed.), SACLA 2018: 47th Annual Conference of the Southern African Computing Lecturers’ Association Krystal Beach Hotel, Gordon’s Bay Western Cape, South Africa, June 18-20, 2018 pages 120–134. Cape Town: Southern African Computer Lecturers’ Association
Zurück zum Zitat Pinzger M, Nagappan N, Murphy B (2008) Can developer-module networks predict failures? In Proceedings of the 16th ACM SIGSOFT international symposium on foundations of software engineering pages 2–12, New York, NY, USA, 2008. Association for Computing Machinery Pinzger M, Nagappan N, Murphy B (2008) Can developer-module networks predict failures? In Proceedings of the 16th ACM SIGSOFT international symposium on foundations of software engineering pages 2–12, New York, NY, USA, 2008. Association for Computing Machinery
Zurück zum Zitat Preoţiuc-Pietro D, Ungar L (2018) User-level race and ethnicity predictors from twitter text. In Proceedings of the 27th International Conference on Computational Linguistics pages 1534–1545 Preoţiuc-Pietro D, Ungar L (2018) User-level race and ethnicity predictors from twitter text. In Proceedings of the 27th International Conference on Computational Linguistics pages 1534–1545
Zurück zum Zitat Pretorius C, Razavian M, Eling K, Langerak F (2020) Combined intuition and rationality increases software feature novelty for female software designers. IEEE Software 38(2):64–69CrossRef Pretorius C, Razavian M, Eling K, Langerak F (2020) Combined intuition and rationality increases software feature novelty for female software designers. IEEE Software 38(2):64–69CrossRef
Zurück zum Zitat R Core Team et al (2013) R: A language and environment for statistical computing R Core Team et al (2013) R: A language and environment for statistical computing
Zurück zum Zitat Rastogi A, Nachiappan N (2016) On the personality traits of github contributors. 2016 IEEE 27th International Symposium on Software Reliability Engineering (ISSRE). New York City, IEEE, pp 77–86CrossRef Rastogi A, Nachiappan N (2016) On the personality traits of github contributors. 2016 IEEE 27th International Symposium on Software Reliability Engineering (ISSRE). New York City, IEEE, pp 77–86CrossRef
Zurück zum Zitat Rastogi A, Nagappan N, Gousios G, van der Hoek A (2018) Relationship between geographical location and evaluation of developer contributions in github. In Proceedings of the 12th ACM/IEEE international symposium on empirical software engineering and measurement pages 1–8 Rastogi A, Nagappan N, Gousios G, van der Hoek A (2018) Relationship between geographical location and evaluation of developer contributions in github. In Proceedings of the 12th ACM/IEEE international symposium on empirical software engineering and measurement pages 1–8
Zurück zum Zitat Reynolds A, Lewis D (2017) Teams solve problems faster when they’re more cognitively diverse. Harvard Business Review 23:2019 Reynolds A, Lewis D (2017) Teams solve problems faster when they’re more cognitively diverse. Harvard Business Review 23:2019
Zurück zum Zitat Riva G (2016) I social network. Il mulino Riva G (2016) I social network. Il mulino
Zurück zum Zitat Roberts JA, Hann IH, Slaughter SA (2006) Understanding the motivations, participation, and performance of open source software developers: A longitudinal study of the apache projects. Management science 52(7):984–999CrossRef Roberts JA, Hann IH, Slaughter SA (2006) Understanding the motivations, participation, and performance of open source software developers: A longitudinal study of the apache projects. Management science 52(7):984–999CrossRef
Zurück zum Zitat Rodríguez-Pérez G, Nadri R, Nagappan M (2021) Perceived diversity in software engineering: a systematic literature review. Empirical Software Engineering 26(5):1–38CrossRef Rodríguez-Pérez G, Nadri R, Nagappan M (2021) Perceived diversity in software engineering: a systematic literature review. Empirical Software Engineering 26(5):1–38CrossRef
Zurück zum Zitat Ross J, Irani L, Silberman MS, Zaldivar A, Tomlinson B (2010) Who are the crowdworkers? shifting demographics in mechanical turk. CHI’10 extended abstracts on Human factors in computing systems. Association for Computing Machinery, New York, NY, USA, pp 2863–2872 Ross J, Irani L, Silberman MS, Zaldivar A, Tomlinson B (2010) Who are the crowdworkers? shifting demographics in mechanical turk. CHI’10 extended abstracts on Human factors in computing systems. Association for Computing Machinery, New York, NY, USA, pp 2863–2872
Zurück zum Zitat Salancik GR, Pfeffer J (1978) A social information processing approach to job attitudes and task design. Administrative Science Quarterly pages 224–253 Salancik GR, Pfeffer J (1978) A social information processing approach to job attitudes and task design. Administrative Science Quarterly pages 224–253
Zurück zum Zitat Sax LJ, Zimmerman HB, Blaney JM, Toven-Lindsey B, Lehman K (2017) Diversifying undergraduate computer science: The role of department chairs in promoting gender and racial diversity. J Women Minorities Sci Eng 23(2) Sax LJ, Zimmerman HB, Blaney JM, Toven-Lindsey B, Lehman K (2017) Diversifying undergraduate computer science: The role of department chairs in promoting gender and racial diversity. J Women Minorities Sci Eng 23(2)
Zurück zum Zitat Schulte C, Barwari T, Joshi A, Theofilatos K, Zampetaki A, Barallobre-Barreiro J, Singh B, Sörensen NA, Neumann JT, Zeller T et al (2019) Comparative analysis of circulating noncoding rnas versus protein biomarkers in the detection of myocardial injury. Circulation Research 125(3):328–340CrossRef Schulte C, Barwari T, Joshi A, Theofilatos K, Zampetaki A, Barallobre-Barreiro J, Singh B, Sörensen NA, Neumann JT, Zeller T et al (2019) Comparative analysis of circulating noncoding rnas versus protein biomarkers in the detection of myocardial injury. Circulation Research 125(3):328–340CrossRef
Zurück zum Zitat Stahl GK, Maznevski ML, Voigt A, Jonsen K (2010) Unraveling the effects of cultural diversity in teams: A meta-analysis of research on multicultural work groups. Journal of International Business Studies 41(4):690–709CrossRef Stahl GK, Maznevski ML, Voigt A, Jonsen K (2010) Unraveling the effects of cultural diversity in teams: A meta-analysis of research on multicultural work groups. Journal of International Business Studies 41(4):690–709CrossRef
Zurück zum Zitat Tajfel H (1982) Social psychology of intergroup relations. Annual Review of Psychology 33(1):1–39CrossRef Tajfel H (1982) Social psychology of intergroup relations. Annual Review of Psychology 33(1):1–39CrossRef
Zurück zum Zitat Tamburri DA, Palomba F, Serebrenik A, Zaidman A (2019) Discovering community patterns in open-source: a systematic approach and its evaluation. Empirical Software Engineering 24(3):1369–1417CrossRef Tamburri DA, Palomba F, Serebrenik A, Zaidman A (2019) Discovering community patterns in open-source: a systematic approach and its evaluation. Empirical Software Engineering 24(3):1369–1417CrossRef
Zurück zum Zitat Teachman JD (1980) Analysis of population diversity: Measures of qualitative variation. Sociological Methods & Research 8(3):341–362CrossRef Teachman JD (1980) Analysis of population diversity: Measures of qualitative variation. Sociological Methods & Research 8(3):341–362CrossRef
Zurück zum Zitat Terrell J, Kofink A, Middleton J, Rainear C, Murphy-Hill E, Parnin C, Stallings J (2017) Gender differences and bias in open source: Pull request acceptance of women versus men. PeerJ Computer Science 3:e111CrossRef Terrell J, Kofink A, Middleton J, Rainear C, Murphy-Hill E, Parnin C, Stallings J (2017) Gender differences and bias in open source: Pull request acceptance of women versus men. PeerJ Computer Science 3:e111CrossRef
Zurück zum Zitat Thung F, Bissyande TF, Lo D, Jiang L (2013) Network structure of social coding in github. In 2013 17th European conference on software maintenance and reengineering pages 323–326, New York City, 2013. IEEE Thung F, Bissyande TF, Lo D, Jiang L (2013) Network structure of social coding in github. In 2013 17th European conference on software maintenance and reengineering pages 323–326, New York City, 2013. IEEE
Zurück zum Zitat Tsay J, Dabbish L, Herbsleb J (2014) Influence of social and technical factors for evaluating contribution in github. In Proceedings of the 36th international conference on software engineering pages 356–366, New York City, 2014. Association for Computing Machinery Tsay J, Dabbish L, Herbsleb J (2014) Influence of social and technical factors for evaluating contribution in github. In Proceedings of the 36th international conference on software engineering pages 356–366, New York City, 2014. Association for Computing Machinery
Zurück zum Zitat Van Knippenberg D, Schippers MC (2007) Work group diversity. Annu Rev Psychol 58:515–541CrossRef Van Knippenberg D, Schippers MC (2007) Work group diversity. Annu Rev Psychol 58:515–541CrossRef
Zurück zum Zitat Vasilescu B, Filkov V, Serebrenik A (2015) Perceptions of diversity on git hub: A user survey. In 2015 IEEE/ACM 8th international workshop on cooperative and human aspects of software engineering pages 50–56. IEEE Vasilescu B, Filkov V, Serebrenik A (2015) Perceptions of diversity on git hub: A user survey. In 2015 IEEE/ACM 8th international workshop on cooperative and human aspects of software engineering pages 50–56. IEEE
Zurück zum Zitat Vasilescu B, Posnett D, Ray B, van den Brand MGJ, Serebrenik A, Devanbu P, Filkov V (2015) Gender and tenure diversity in github teams. In Proceedings of the 33rd annual ACM conference on human factors in computing systems pages 3789–3798, New York, NY, 2015. ACM Vasilescu B, Posnett D, Ray B, van den Brand MGJ, Serebrenik A, Devanbu P, Filkov V (2015) Gender and tenure diversity in github teams. In Proceedings of the 33rd annual ACM conference on human factors in computing systems pages 3789–3798, New York, NY, 2015. ACM
Zurück zum Zitat Watson WE, Kumar K, Michaelsen LK (1993) Cultural diversity’s impact on interaction process and performance: Comparing homogeneous and diverse task groups. Academy of Management Journal 36(3):590–602CrossRef Watson WE, Kumar K, Michaelsen LK (1993) Cultural diversity’s impact on interaction process and performance: Comparing homogeneous and diverse task groups. Academy of Management Journal 36(3):590–602CrossRef
Zurück zum Zitat Williamsky O (1998) Demographyand diversityinorganizations: Areviewof40yearsof research. Research in Organizational Behavior 20(3):77–140 Williamsky O (1998) Demographyand diversityinorganizations: Areviewof40yearsof research. Research in Organizational Behavior 20(3):77–140
Zurück zum Zitat Yang X (2014) Social network analysis in open source software peer review. In Proceedings of the 22nd ACM SIGSOFT International Symposium on Foundations of Software Engineering pages 820–822, New York, NY, USA, 2014. Association for Computing Machinery Yang X (2014) Social network analysis in open source software peer review. In Proceedings of the 22nd ACM SIGSOFT International Symposium on Foundations of Software Engineering pages 820–822, New York, NY, USA, 2014. Association for Computing Machinery
Zurück zum Zitat Ye J, Han S, Hu Y, Coskun B, Liu M, Qin H, Skiena S (2017) Nationality classification using name embeddings. In Proceedings of the 2017 ACM on conference on information and knowledge management pages 1897–1906 Ye J, Han S, Hu Y, Coskun B, Liu M, Qin H, Skiena S (2017) Nationality classification using name embeddings. In Proceedings of the 2017 ACM on conference on information and knowledge management pages 1897–1906
Metadaten
Titel
Relationship between diversity of collaborative group members’ race and ethnicity and the frequency of their collaborative contributions in GitHub
verfasst von
Sheik Shameer
Gema Rodríguez-Pérez
Meiyappan Nagappan
Publikationsdatum
01.07.2023
Verlag
Springer US
Erschienen in
Empirical Software Engineering / Ausgabe 4/2023
Print ISSN: 1382-3256
Elektronische ISSN: 1573-7616
DOI
https://doi.org/10.1007/s10664-023-10313-y

Weitere Artikel der Ausgabe 4/2023

Empirical Software Engineering 4/2023 Zur Ausgabe

Premium Partner