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Do data-driven CSR initiatives improve CSR performance? The importance of big data analytics capability

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  • Choi, Hyoung-Yong
  • Park, Junyoung

Abstract

Despite the increasing number of companies deploying big data analytics (BDA) in corporate social responsibility (CSR) activities, few studies have investigated how the use of BDA in CSR activities affects CSR performance. Drawing on the resource-based view, we propose that the impact of BDA use in CSR initiatives (BDA-enabled CSR) on CSR performance depends on a firm's ability to provide data-driven insights through big data management and big data analytics (big data analytics capability, BDAC). We further show that the positive interaction effect of BDA-enabled CSR and BDAC on CSR performance is pronounced in the CSR performance categories of environmental impact, employee relations, product safety, and corporate governance, but not in community relations, human rights, and workplace diversity. This study contributes to BDA literature as well as CSR literature by empirically demonstrating how BDA-enabled CSR and BDAC influence CSR performance. This study provides practical implications to strategy managers, social entrepreneurs, venture capitalists or investors, and policy makers.

Suggested Citation

  • Choi, Hyoung-Yong & Park, Junyoung, 2022. "Do data-driven CSR initiatives improve CSR performance? The importance of big data analytics capability," Technological Forecasting and Social Change, Elsevier, vol. 182(C).
    • Handle: RePEc:eee:tefoso:v:182:y:2022:i:c:s0040162522003262
    DOI: 10.1016/j.techfore.2022.121802
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    as
    1. Janssen, Marijn & van der Voort, Haiko & Wahyudi, Agung, 2017. "Factors influencing big data decision-making quality," Journal of Business Research, Elsevier, vol. 70(C), pages 338-345.
    2. Feng Li & Russell Lundholm & Michael Minnis, 2013. "A Measure of Competition Based on 10‐K Filings," Journal of Accounting Research, Wiley Blackwell, vol. 51(2), pages 399-436, May.
    3. Stephan Hollander & Maarten Pronk & Erik Roelofsen, 2010. "Does Silence Speak? An Empirical Analysis of Disclosure Choices During Conference Calls," Journal of Accounting Research, Wiley Blackwell, vol. 48(3), pages 531-563, June.
    4. Xueming Luo & Heli Wang & Sascha Raithel & Qinqin Zheng, 2015. "Corporate social performance, analyst stock recommendations, and firm future returns," Strategic Management Journal, Wiley Blackwell, vol. 36(1), pages 123-136, January.
    5. Bongsug (Kevin) Chae & Eunhye (Olivia) Park, 2018. "Corporate Social Responsibility (CSR): A Survey of Topics and Trends Using Twitter Data and Topic Modeling," Sustainability, MDPI, vol. 10(7), pages 1-20, June.
    6. Caroline Flammer & Aleksandra Kacperczyk, 2019. "Corporate social responsibility as a defense against knowledge spillovers: Evidence from the inevitable disclosure doctrine," Strategic Management Journal, Wiley Blackwell, vol. 40(8), pages 1243-1267, August.
    7. Henri Servaes & Ane Tamayo, 2013. "The Impact of Corporate Social Responsibility on Firm Value: The Role of Customer Awareness," Management Science, INFORMS, vol. 59(5), pages 1045-1061, May.
    8. Prasanna Tambe & Lorin M. Hitt, 2012. "The Productivity of Information Technology Investments: New Evidence from IT Labor Data," Information Systems Research, INFORMS, vol. 23(3-part-1), pages 599-617, September.
    9. Guiso, Luigi & Sapienza, Paola & Zingales, Luigi, 2015. "The value of corporate culture," Journal of Financial Economics, Elsevier, vol. 117(1), pages 60-76.
    10. Elif Akben-Selcuk, 2016. "Factors Affecting Firm Competitiveness: Evidence from an Emerging Market," IJFS, MDPI, vol. 4(2), pages 1-10, May.
    11. Kolk, Ans, 2016. "The social responsibility of international business: From ethics and the environment to CSR and sustainable development," Journal of World Business, Elsevier, vol. 51(1), pages 23-34.
    12. Shahriar Akter & Samuel Fosso Wamba, 2016. "Big data analytics in E-commerce: a systematic review and agenda for future research," Electronic Markets, Springer;IIM University of St. Gallen, vol. 26(2), pages 173-194, May.
    13. Heckman, James, 2013. "Sample selection bias as a specification error," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 31(3), pages 129-137.
    14. Carroll, Archie B., 1991. "The pyramid of corporate social responsibility: Toward the moral management of organizational stakeholders," Business Horizons, Elsevier, vol. 34(4), pages 39-48.
    15. Adriana Barbeito‐Caamaño & Ricardo Chalmeta, 2020. "Using big data to evaluate corporate social responsibility and sustainable development practices," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 27(6), pages 2831-2848, November.
    16. Garen, John, 1984. "The Returns to Schooling: A Selectivity Bias Approach with a Continuous Choice Variable," Econometrica, Econometric Society, vol. 52(5), pages 1199-1218, September.
    17. Jun Li & Di (Andrew) Wu, 2020. "Do Corporate Social Responsibility Engagements Lead to Real Environmental, Social, and Governance Impact?," Management Science, INFORMS, vol. 66(6), pages 2564-2588, June.
    18. Lynn Wu & Lorin Hitt & Bowen Lou, 2020. "Data Analytics, Innovation, and Firm Productivity," Management Science, INFORMS, vol. 66(5), pages 2017-2039, May.
    19. Lynn Wu & Erik Brynjolfsson, 2015. "The Future of Prediction: How Google Searches Foreshadow Housing Prices and Sales," NBER Chapters, in: Economic Analysis of the Digital Economy, pages 89-118, National Bureau of Economic Research, Inc.
    20. Pedersen, Lasse Heje & Fitzgibbons, Shaun & Pomorski, Lukasz, 2021. "Responsible investing: The ESG-efficient frontier," Journal of Financial Economics, Elsevier, vol. 142(2), pages 572-597.
    21. Dubey, Rameshwar & Gunasekaran, Angappa & Childe, Stephen J. & Papadopoulos, Thanos & Luo, Zongwei & Wamba, Samuel Fosso & Roubaud, David, 2019. "Can big data and predictive analytics improve social and environmental sustainability?," Technological Forecasting and Social Change, Elsevier, vol. 144(C), pages 534-545.
    22. Daniel Nunan & Marialaura Di Domenico, 2017. "Big Data: A Normal Accident Waiting to Happen?," Journal of Business Ethics, Springer, vol. 145(3), pages 481-491, October.
    23. Jie Cao & Hao Liang & Xintong Zhan, 2019. "Peer Effects of Corporate Social Responsibility," Management Science, INFORMS, vol. 65(12), pages 5487-5503, December.
    24. Clarkson, Peter M. & Li, Yue & Richardson, Gordon D. & Vasvari, Florin P., 2011. "Does it really pay to be green? Determinants and consequences of proactive environmental strategies," Journal of Accounting and Public Policy, Elsevier, vol. 30(2), pages 122-144, March.
    25. El Ghoul, Sadok & Guedhami, Omrane & Wang, He & Kwok, Chuck C.Y., 2016. "Family control and corporate social responsibility," Journal of Banking & Finance, Elsevier, vol. 73(C), pages 131-146.
    26. John D’Arcy & Idris Adjerid & Corey M. Angst & Ante Glavas, 2020. "Too Good to Be True: Firm Social Performance and the Risk of Data Breach," Information Systems Research, INFORMS, vol. 31(4), pages 1200-1223, December.
    27. J. J. Po-An Hsieh & Arun Rai & Sean Xin Xu, 2011. "Extracting Business Value from IT: A Sensemaking Perspective of Post-Adoptive Use," Management Science, INFORMS, vol. 57(11), pages 2018-2039, November.
    28. Ma-Lin Song & Ron Fisher & Jian-Lin Wang & Lian-Biao Cui, 2018. "Environmental performance evaluation with big data: theories and methods," Annals of Operations Research, Springer, vol. 270(1), pages 459-472, November.
    29. Caroline Flammer, 2015. "Does Corporate Social Responsibility Lead to Superior Financial Performance? A Regression Discontinuity Approach," Management Science, INFORMS, vol. 61(11), pages 2549-2568, November.
    30. Li, Kai & Liu, Xing & Mai, Feng & Zhang, Tengfei, 2021. "The Role of Corporate Culture in Bad Times: Evidence from the COVID-19 Pandemic," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 56(7), pages 2545-2583, November.
    31. Calic, Goran & Ghasemaghaei, Maryam, 2021. "Big data for social benefits: Innovation as a mediator of the relationship between big data and corporate social performance," Journal of Business Research, Elsevier, vol. 131(C), pages 391-401.
    32. Li, Feng, 2008. "Annual report readability, current earnings, and earnings persistence," Journal of Accounting and Economics, Elsevier, vol. 45(2-3), pages 221-247, August.
    33. Adhikari, Binay K., 2016. "Causal effect of analyst following on corporate social responsibility," Journal of Corporate Finance, Elsevier, vol. 41(C), pages 201-216.
    34. Irina Goloshchapova & Ser-Huang Poon & Matthew Pritchard & Phil Reed, 2019. "Corporate social responsibility reports: topic analysis and big data approach," The European Journal of Finance, Taylor & Francis Journals, vol. 25(17), pages 1637-1654, November.
    35. Francesco Testa & Olivier Boiral & Iñaki Heras‐Saizarbitoria, 2018. "Improving CSR performance by hard and soft means: The role of organizational citizenship behaviours and the internalization of CSR standards," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 25(5), pages 853-865, September.
    36. Gandomi, Amir & Haider, Murtaza, 2015. "Beyond the hype: Big data concepts, methods, and analytics," International Journal of Information Management, Elsevier, vol. 35(2), pages 137-144.
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