Gender Diversity in Boards of Directors: A Bibliometric Mapping
Abstract
:1. Introduction
2. Literature Review
2.1. First Period (1994–2005)
2.2. Second Period (2006–2012)
2.3. Third Period (2013–2020)
3. Materials and Methods
4. Analysis
4.1. Citation Analysis
4.2. Keyword Analysis
4.3. Co-Citation Analysis
5. Discussion
Gender Diversity and Open Innovation
6. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
- European Institute for Gender Equality (EIGE). Gender Equality Index 2019 Work-Life Balance; European Union, Publications Office of the European Union: Luxembourg, 2019. [Google Scholar]
- Adams, R.B.; Funk, P. Beyond the glass ceiling: Does gender matter? Manage. Sci. 2012, 58, 219–235. [Google Scholar] [CrossRef] [Green Version]
- Chizema, A.; Kamuriwo, D.S.; Shinozawa, Y. Women on corporate boards around the world: Triggers and barriers. Leadersh. Q. 2015, 26, 1051–1065. [Google Scholar] [CrossRef] [Green Version]
- Ayuso, V.M.; Robledo, I.S. Barreras que apuntalan el techo de cristal: Barreras que apuntalan el techo de cristal: Una revisión de sus causas en los consejos de administración de las empresas del IBEX 35. Inf. Comer. Española ICE Rev. Econ. 2016, 892, 123–135. [Google Scholar]
- Akpinar-Sposito, C. Career barriers for women executives and the glass ceiling syndrome: The case study comparison between french and turkish women executives. Procedia Soc. Behav. Sci. 2013. [CrossRef] [Green Version]
- Heredia, E.B.; Ramos, A.; Sarrió, M.; Candela, C. Más allá del “techo de cristal”. Diversidad de género. Rev. Minist. Trab. Asun. Soc. 2002, 40, 55–68. [Google Scholar]
- Broadbridge, A.; Mavin, S. Editorial (Beyond the glass ceiling and metaphors). Gend. Manag. 2016, 31, 502–513. [Google Scholar] [CrossRef]
- Quezada, R.G. Acceso de las mujeres a los cargos directivos: Universidades con techos de cristal. CS 2018, 24, 67–90. [Google Scholar] [CrossRef]
- Smith, G.I.; Main, B. Symbolic management and the glass cliff: Evidence from the boardroom careers of female and male directors. Br. J. Manag. 2018, 29, 136–155. [Google Scholar]
- Cook, A.; Glass, C. Above the glass ceiling: When are women and racial/ethnic minorities promoted to CEO? Strateg. Manag. J. 2014, 35, 1080–1089. [Google Scholar] [CrossRef]
- European Union. Proposal for a Directive of the European Parliament and of the Council on Improving the Gender Balance among Non-Executive Directors of Companies Listed on Stock Exchanges and Related Measures. 2012. Available online: https://ec.europa.eu/info/policies/justice-and-fundamental-rights/gender-equality (accessed on 24 December 2020).
- OECD. Recommendation of the Council on Gender Equality in Education; Employment and Entrepreneurship: Paris, French, 2013. [Google Scholar]
- Poletti-Hughes, J.; Briano-Turrent, G.C. Gender diversity on the board of directors and corporate risk: A behavioural agency theory perspective. Int. Rev. Financ. Anal. 2019, 62, 80–90. [Google Scholar] [CrossRef]
- Jurkus, A.F.; Park, J.C.; Woodard, L.S. Women in top management and agency costs. J. Bus. Res. 2011, 64, 180–186. [Google Scholar] [CrossRef]
- Nishii, L.H.; Gotte, A.; Raver, J.L. Upper Echelon Theory Revisited: The Relationship between Upper Echelon Diversity, the Adoption of Diversity Practices, and Organizational Performance (CAHRS Working Paper #07-04); Cornell University, School of Industrial and Labor Relations, Center for Advanced Human Resource Studies: Ithaca, NY, USA, 2007. [Google Scholar]
- Rodríguez-Fernández, M.; Gaspar-González, A.I.; Sánchez-Teba, E.M. Does diversity in top management teams contribute to organizational performance? The response of the IBEX 35 companies. Soc. Sci. 2020, 9, 36. [Google Scholar] [CrossRef] [Green Version]
- Ruiz-Jiménez, J.M.; Fuentes-Fuentes, M.M.; Ruiz-Arroyo, M. Combination capability and innovation: The effects of gender diversity on top management teams in technology-based firms. J. Bus. Ethics 2016, 135, 503–515. [Google Scholar] [CrossRef]
- Van Eck, N.J.; Waltman, L. Software survey: VOSviewer, a computer program for bibliometric mapping. Scientometrics 2010, 84, 523–538. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Moreno-Gómez, J.; Lafuente, E.; Vaillant, Y. Gender diversity in the board, women’s leadership and business performance. Gend. Manag. 2018, 33, 104–122. [Google Scholar] [CrossRef]
- Adams, R.B.; Ferreira, D. Women in the boardroom and their impact on governance and performance. J. Financ. Econ. 2009, 94, 291–309. [Google Scholar] [CrossRef] [Green Version]
- Berezinets, I.V.; Garanina, T.A.; Ilina, Y.B. Social capital of women directors and financial performance of a company: Empirical study. Russ. Manage. J. 2018, 16, 337–370. [Google Scholar] [CrossRef]
- Usman, M.; Farooq, M.U.; Zhang, J.; Makki, M.A.M.; Khan, M.K. Female directors and the cost of debt: Does gender diversity in the boardroom matter to lenders? Manag. Audit. J. 2019, 34, 374–392. [Google Scholar] [CrossRef]
- Setó-Pamies, D. The relationship between women directors and corporate social responsibility. Corp. Soc. Responsib. Environ. Manag. 2015, 22, 334–345. [Google Scholar] [CrossRef]
- Cook, A.; Ingersoll, A.R.; Glass, C. Gender gaps at the top: Does board composition affect executive compensation? Hum. Relat. 2019, 72, 1292–1314. [Google Scholar] [CrossRef]
- Seierstad, C.; Kirton, G. Having it all? Women in high commitment careers and work-life balance in Norway. Gend. Work. Organ. 2015, 22, 390–404. [Google Scholar] [CrossRef]
- De Cabo, R.; Terjesen, S.; Escot, L.; Gimeno, R. Do ‘soft law’ board gender quotas work? Evidence from a natural experiment. Eur. Manag. J. 2019, 37, 611–624. [Google Scholar] [CrossRef]
- Bilimoria, D.; Piderit, S. Board committee membership, effects of sex-based bias. Acad. Manag. J. 1994, 37, 1453–1477. [Google Scholar] [CrossRef]
- Sheridan, A.; Milgate, G. Accessing board positions: A comparison of female and male board members’ views. Corp. Gov. 2005, 13, 847–855. [Google Scholar] [CrossRef]
- Daily, C.M.; Certo, S.T.; Dalton, D.R. A decade of corporate women: Some progress in the boardroom, none in the executive suite. Strateg. Manag. J. 1999, 20, 93–100. [Google Scholar] [CrossRef]
- Campbell, K.; Minguez-Vera, A. Female board appointments and firm valuation: Short and long-term effects. J. Manag. Gov. 2010, 14, 37–59. [Google Scholar] [CrossRef]
- Elstad, B.; Ladegard, G. Women on corporate boards: Key influencers or tokens? J. Manag. Gov. 2012, 16, 595–615. [Google Scholar] [CrossRef] [Green Version]
- Wynarczyk, P. An Investigation into the Participation of Women in Industrial Research and Development (R&D) in the North East of England; Emerald group: Bingley, UK, 2010. [Google Scholar]
- Erynne, L.; Bernardi, R.; Bosco, S. Recognition for sustained corporate social responsibility: Female directors make a difference. Corp. Soc. Responsib. Environ. Manag. 2016, 23, 27–36. [Google Scholar] [CrossRef]
- Gago, R.F.; García, L.C.; Nieto, M. Corporate social responsibility, board of directors, and firm performance: An analysis of their relationships. Rev. Mang. Sci. 2016, 10, 85–104. [Google Scholar] [CrossRef]
- Orazalin, N.; Baydauletov, M. Corporate social responsibility strategy and corporate environmental and social performance: The moderating role of board gender diversity. Corp. Soc. Responsib. Environ. Manag. 2020, 27, 1664–1676. [Google Scholar] [CrossRef]
- Colakoglu, N.; Eryilmaz, M.; Ferrero, J.M. Is board diversity an antecedent of corporate social responsibility performance in firms? A research on the 500 biggest Turkish companies. Soc. Responsib. J. 2020. [CrossRef]
- Kassinis, G.; Panayiotou, A.; Dimou, A.; Katsifaraki, G. Gender and enviromental sustainability: A longitudinal analysis. Corp. Soc. Responsib. Environ. Manag. 2016, 23, 399–412. [Google Scholar] [CrossRef]
- Hernández-Nicolás, C.M.; Martín-Ugedo, J.F.; Mínguez-Vera, A. The influence of gender on financial decisions: Evidence from small start-up firms in Spain. Ekon. Manag. 2015, 18, 93–107. [Google Scholar] [CrossRef]
- Dang, A.R.; Houanti, L.; Ammari, A.; Lê, N.T. Is there a ‘business case’ for board gender diversity within French listed SMEs. Appl. Econ. Lett. 2018, 25, 980–983. [Google Scholar] [CrossRef]
- Arzubiaga, U.; Iturralde, T.; Maseda, A.; Kotlar, J. Entrepreneurial orientation and firm performance in family SMEs: The moderating effects of family, women, and strategic involvement in the board of directors. Int. Entrep. Manag. J. 2018, 14, 217–244. [Google Scholar] [CrossRef]
- Post, C.; Byron, K. Women on boards and firm financial performance: A meta-analysis. Acad. Manag. J. 2015, 58, 1546–1571. [Google Scholar] [CrossRef]
- Lückerath-Rovers, M. Women on boards and firm performance. J. Manag. Gov. 2013, 17, 491–509. [Google Scholar] [CrossRef] [Green Version]
- Stumbitz, B.; Lewis, S.; Rouse, J. Maternity management in SMEs: A transdisciplinary review and research agenda. Int. J. Manag. Rev. 2018, 20, 500–522. [Google Scholar] [CrossRef]
- Mongeon, P.; Paul-Hus, A. The journal coverage of Web of Science and Scopus: A comparative analysis. Scientometrics 2016, 106, 213–228. [Google Scholar] [CrossRef]
- Cortés, J. Web of Science: Termómetro de la producción internacional de conocimiento: Ventajas y limitaciones. Cult. Científica Tecnológica 2015, 5, 5–15. [Google Scholar]
- Clarivate Analytics. Available online: http://clarivate.libguides.com/webofscienceplatform/coverage (accessed on 20 April 2020).
- Waltman, L.; Van Eck, N.; Noyons, E.C.M. A unified approach to mapping and clustering of bibliometric networks. J. Informetr. 2010, 4, 629–635. [Google Scholar] [CrossRef] [Green Version]
- Sánchez, M.V.G.; Cancino, J.L.T. Los mapas bibliométricos o mapas de la ciencia: Una herramienta útil para desarrollar estudios métricos de información. Bibl. Univ. 2013, 16, 95–108. [Google Scholar] [CrossRef] [Green Version]
- Fabregat-Aibar, L.; Barberà-Mariné, M.; Terceño, A.; Pié, L. A bibliometric and visualization analysis of Socially responsible funds. Sustainability 2019, 11, 2526. [Google Scholar] [CrossRef] [Green Version]
- Erhardt, N.; Werbel, J.; Shrader, C. Board of director diversity and firm financial performance. Corp. Gov. 2003, 11, 102–111. [Google Scholar] [CrossRef] [Green Version]
- Carter, D.; D’Souza, F.; Simkins, B.; Simpson, G. The gender and ethnic diversity of US boards and board committees and firm financial performance. Corp. Gov. 2010, 18, 396–414. [Google Scholar] [CrossRef]
- Hillman, A.J.; Shropshire, C.; Cannella, A.A., Jr. Organizational predictors of women on corporate boards. Acad. Manag. J. 2007, 50, 941–952. [Google Scholar] [CrossRef] [Green Version]
- Nielsen, S.; Huse, M. The contribution of women on boards of directors: Going beyond the surface. Corp. Gov. 2010, 18, 136–148. [Google Scholar] [CrossRef]
- Hillman, A.J.; Cannella, A.A.; Harris, I.C. Women and racial minorities in the boardroom: How do directors differ? J. Manag. 2002, 28, 747–763. [Google Scholar] [CrossRef]
- Smith, N.; Smith, V.; Verner, M. Do women in top management affect firm performance? A panel study of 2500 Danish firms. Int. J. Product. Perform. Manag. 2006, 55, 569–593. [Google Scholar] [CrossRef] [Green Version]
- Konrad, A.M.; Kramer, V.; Erkut, S. The impact of three or more women on corporate boards. Organ. Dyn. 2008, 37, 145–164. [Google Scholar] [CrossRef]
- Small, H. Co-Citation in the scientific literature: A new measure of the relationship between two documents. J. Am. Soc. Inform. Sci. 1973, 24, 265–269. [Google Scholar] [CrossRef]
- Small, H. Co-Citation in the scientific literature: A new measure of the relationship between two documents. Infor. Sci. 1974, 2, 28–31. [Google Scholar] [CrossRef]
- Carter, D.; Simkins, B.; Simpsons, G. Corporate governance, board diversity, and firm value. Financ. Rev. 2003, 38, 33–53. [Google Scholar] [CrossRef]
- Terjesen, S.; Sealy, R.; Singh, V. Women directors on corporate boards: A review and research agenda. Corp. Gov. 2009, 17, 320–337. [Google Scholar] [CrossRef] [Green Version]
- Campbell, K.; Mínguez-Vera, A. Gender diversity in the boardroom and firm financial performance. J. Bus. Ethics 2008, 83, 435–451. [Google Scholar] [CrossRef]
- Farrell, K.A.; Hersch, P.L. Additions to corporate boards: The effect of gender. J. Corp. Financ. 2005, 11, 85–106. [Google Scholar] [CrossRef] [Green Version]
- Jensen, M.; Meckling, W.H. Theory of the firm: Managerial behavior, agency costs and ownership structure. J. Financ. Econ. 1976, 19, 305–360. [Google Scholar] [CrossRef]
- Pfeffer, J. Organizational Design; AHM Publishing Corporation: Arlington Heights, IL, USA, 1978. [Google Scholar]
- Ellili, N. Ownership structure, financial policy and performance of the firm: US evidence. Int. J. Bus. Manag. 2011, 6, 80–93. [Google Scholar] [CrossRef] [Green Version]
- Carroll, A.; Shabana, K.M. The business case for corporate social responsibility: A review of concepts, research and practice. Int. J. Manag. Rev. 2010, 12, 85–105. [Google Scholar] [CrossRef]
- Brammer, S.; Pavelin, S. Voluntary environmental disclosures by large UK companies. J. Bus. Financ. Account. 2006, 33, 1168–1188. [Google Scholar] [CrossRef]
- Kurucz, E.C.; Colbert, B.A.; Wheeler, D. The business case for corporate social responsibility. In The Oxford Handbook of Corporate Social Responsibility; Crane, A., McWilliams, A., Matten, D., Moon, J., Eds.; Oxford University Press: Oxford, UK, 2008; pp. 3–112. [Google Scholar]
- Ciocirlan, C.; Pettersson, C. Does workforce diversity matter in the fight against climate change? An analysis of fortune 500 companies. Corp. Soc. Responsib. Environ. Manag. 2012, 19, 47–62. [Google Scholar] [CrossRef]
- Cabeza-García, L.; Fernández-Gago, R.; Nieto, M. Do board gender diversity and director typology impact CSR reporting? Eur. Manag. Rev. 2018, 15, 559–575. [Google Scholar] [CrossRef]
- Fernandez-Feijoo, B.; Romero, S.; Ruiz-Blanco, S. Women on boards: Do they affect sustainability reporting? Corp. Soc. Responsib. Environ. Manag. 2014, 21, 351–364. [Google Scholar] [CrossRef]
- Rose, C. Does female board representation influence firm performance? The Danish evidence. Corp. Gov. 2007, 15, 404–413. [Google Scholar] [CrossRef]
- Francoeur, C.; Labelle, R.; Sinclair-Desgagné, B. Gender diversity in corporate governance and top management. J. Bus. Ethics 2008, 81, 83–95. [Google Scholar] [CrossRef]
- Ahern, K.R.; Dittmar, A.K. The changing of the boards: The impact on firm valuation of mandated female board representation. Q. J. Econ. 2012, 1277, 137–197. [Google Scholar] [CrossRef]
- Nielsen, S.; Huse, M. Women directors’ contribution to board decision-making and strategic involvement: The role of equality perception. Eur. Manag. Rev. 2010, 7, 16–29. [Google Scholar] [CrossRef]
- Rossi, F.; Hu, C.; Foley, M. Women in the boardroom and corporate decisions of Italian listed companies Does the “critical mass” matter? Manag. Decis. 2017, 55, 1578–1595. [Google Scholar] [CrossRef]
- Brammer, S.; Millington, A.; Pavelin, S. Corporate reputation and women on the board. Br. J. Manag. 2009, 20, 17–29. [Google Scholar] [CrossRef]
- Ruiz-Jiménez, J.M.; Fuentes-Fuentes, M. Management capabilities, innovation, and gender diversity in the top management team: An empirical analysis in technology-based SMEs. BRQ 2016, 19, 107–121. [Google Scholar] [CrossRef] [Green Version]
- Mirza, N.I.; Malik, Q.A.; Mahmood, C.K. The value of board diversity in the relationship of corporate governance and investment decisions of pakistani firms. J. Open Innov. Technol. Mark. Complex 2020, 6, 146. [Google Scholar] [CrossRef]
- Sabharwal, M. From glass ceiling to glass cliff: Women in senior executive service. J. Public Adm. Res. Theory 2015, 25, 399–426. [Google Scholar] [CrossRef]
- Hurley, D.; Choudhary, A. Role of gender and corporate risk taking. Int. J. Bus. Soc. 2020, 20, 383–399. [Google Scholar] [CrossRef]
- Tingbani, I.; Chithambo, L.; Tauringana, V.; Papanikolaou, N. Board gender diversity, environmental committee and greenhouse gas voluntary disclosures. Bus. Strategy Environ. 2020. [CrossRef]
- Malovics, G.; Cretan, R.; Mereine-Berki, B.; Toth, J. Socio-Environmental justice, participatory development, and empowerment of segregated urban Roma: Lessons from Szeged, Hungary. Cities 2019, 91, 137–145. [Google Scholar] [CrossRef]
- Berki, B.M.; Málovics, G.; Toth, J.; Creţan, R. The role of social capital and interpersonal relations in the alleviation of extreme poverty and spatial segregation of Romani people in Szeged. J. Urban Reg. Anal. 2017, 9, 33–50. [Google Scholar]
Authors | Title | Journal | Year Public. | Total Cites | Average per Year |
---|---|---|---|---|---|
Erhardt, Werbeland and Shrade [50] | Board of director diversity and firm financial performance | Corporate Governance: An International Review | 2003 | 503 | 27.94 |
Carter, D’Souza, Simkins and Simpson [51] | The Gender and Ethnic Diversity of US Boards and Board Committees and Firm Financial Performance | Corporate Governance: An International Review | 2010 | 370 | 33.64 |
Hillman, Shropshire and Cannella [52] | Organizational predictors of women on corporate boards | Academy of Management Journal | 2007 | 304 | 21.71 |
Nielsen and Huse [53] | The Contribution of Women on Boards of Directors: Going beyond the Surface | Corporate Governance: An International Review | 2010 | 269 | 24.45 |
Post and Byron [41] | Women on boards and firm financial performance: A meta-analysis | Academy of Management Journal | 2015 | 264 | 44 |
Hillman, Cannella and Harris [54] | Women and racial minorities in the boardroom: How do directors differ? | Journal of Management | 2002 | 259 | 13.63 |
Smith, Smith and Verner [55] | Do women in top management affect firm performance? A panel study of 2500 Danish firms | International Journal of Productivity and Performance Management | 2006 | 250 | 16.67 |
Konrad, Kramer and Erkut [56] | Critical mass: The impact of three or more women on corporate boards | Organizational Dynamics | 2008 | 2012 | 16.31 |
Adams and Funk [2] | Beyond the Glass Ceiling: Does Gender Matter? | Management Science | 2012 | 207 | 23 |
Daily, Certo and Dalton [29] | A decade of corporate women: Some progress in the boardroom, none in the executive suite | Strategic Management Journal | 1999 | 172 | 7.82 |
Rank | Keyword | Number of Times Used by Academics | Rank | Keyword | Number of Times Used by Academics |
---|---|---|---|---|---|
1 | Women | 60 | 9 | Impact | 26 |
2 | Directors | 58 | 10 | Women directors | 24 |
3 | Gender diversity | 48 | 11 | Corporate Social Responsibility | 21 |
4 | Governance | 44 | 12 | Board of directors | 20 |
5 | Gender | 42 | 13 | Financial performance | 17 |
6 | Performance | 38 | 14 | Determinants | 14 |
7 | Firm performance | 34 | 15 | Top | 12 |
8 | Management | 28 | - | - | - |
Ranking | Author/s (Year) | Number of Cites | Total Connection Force |
---|---|---|---|
1 | Adams and Ferreira (2009) [20] | 74 | 1421 |
2 | Carter et al. (2003) [59] | 72 | 1424 |
3 | Terjesen et al. (2009) [60] | 61 | 1129 |
4 | Erhardt et al. (2003) [50] | 49 | 1008 |
5 | Campbell and Mínguez-Vera (2008) [61] | 47 | 982 |
6 | Hillman et al. (2002) [54] | 47 | 971 |
7 | Farrell Hersch (2005) [62] | 44 | 812 |
8 | Daily et al. (1999) [29] | 40 | 710 |
9 | Jensen (1976) [63] | 38 | 727 |
10 | Pfeffer (1978) [64] | 37 | 718 |
Co-citation Map (Red Cluster) | Keyword Map (Green Cluster) |
---|---|
“Corporate governance, board diversity, and firm value” Carter et al., 2003 [59] “Women in the boardroom and their impact on governance and performance” Adams and Ferreira, 2009 [20] “Does female board representation influence firm performance? The Danish evidence” Rose, 2007 [72] | Firm Performance |
“Gender diversity in corporate governance and top management” Francoeur et al., 2008 [73] | Corporate Governance |
“Women in the boardroom and their impact on governance and performance” Adams and Ferreira, 2009 [20] “The changing of the boards: The impact on firm valuation of mandated female board” Ahern and Dittmar, 2012 [74] | Impact |
“Board of director diversity and firm financial performance” Erhardt et al., 2003 [50] | Board Gender Diversity |
“Women directors’ contribution to board decision-making and strategic involvement: The role of equality perception” Nielsen and Huse, 2010 [75] | Decision Making |
“Board of director diversity and firm financial performance” Erhardt et al., 2003 [50] “Gender diversity in the Boardroom and firm financial performance” Campbell and Mínguez-Vera, 2008 [61] “Women on boards and firm financial Performance: A meta-analysis” Post et al., 2015 [41] | Financial Performance |
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Sánchez-Teba, E.M.; Benítez-Márquez, M.D.; Porras-Alcalá, P. Gender Diversity in Boards of Directors: A Bibliometric Mapping. J. Open Innov. Technol. Mark. Complex. 2021, 7, 12. https://doi.org/10.3390/joitmc7010012
Sánchez-Teba EM, Benítez-Márquez MD, Porras-Alcalá P. Gender Diversity in Boards of Directors: A Bibliometric Mapping. Journal of Open Innovation: Technology, Market, and Complexity. 2021; 7(1):12. https://doi.org/10.3390/joitmc7010012
Chicago/Turabian StyleSánchez-Teba, Eva María, María Dolores Benítez-Márquez, and Paloma Porras-Alcalá. 2021. "Gender Diversity in Boards of Directors: A Bibliometric Mapping" Journal of Open Innovation: Technology, Market, and Complexity 7, no. 1: 12. https://doi.org/10.3390/joitmc7010012
APA StyleSánchez-Teba, E. M., Benítez-Márquez, M. D., & Porras-Alcalá, P. (2021). Gender Diversity in Boards of Directors: A Bibliometric Mapping. Journal of Open Innovation: Technology, Market, and Complexity, 7(1), 12. https://doi.org/10.3390/joitmc7010012