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ACCOUNTING, CORPORATE GOVERNANCE & BUSINESS ETHICS

Big data analytics capabilities (BDAC) and sustainability reporting on Facebook: Does tone at the top matter?

ORCID Icon, ORCID Icon & ORCID Icon
Article: 2186745 | Received 18 Jan 2023, Accepted 28 Feb 2023, Published online: 16 Mar 2023

References

  • Akinbowale, O. E., Mashigo, P., & Zerihun, M. F. (2023). The integration of forensic accounting and big data technology frameworks for internal fraud mitigation in the banking industry. Cogent Business & Management, 10(1), 2163560. https://doi.org/10.1080/23311975.2022.2163560
  • Al-Htaybat, K., & von Alberti-Alhtaybat, L. (2017). Big data and corporate reporting: Impacts and paradoxes. Accounting, Auditing and Accountability Journal, 30(4), 850–20. https://doi.org/10.1108/AAAJ-07-2015-2139
  • Al-Sartawi, A. M., & Hamdan, A. (2019). Social Media Reporting and Firm Value. In Conference on e-Business, e-Services and e-Society (pp. 356–366). Springer, Cham.
  • Amernic, J., Craig, R., & Tourish, D. (2010). Measuring and assessing tone at the top using annual report CEO letters. The Institute of Chartered Accountants of Scotland.
  • Amin, M. H., Mohamed, E. K. A., & Elragal, A. (2020). Corporate disclosure via social media: A data science approach. Online Information Review, 44(1), 278–298. https://doi.org/10.1108/OIR-03-2019-0084
  • Amran, A., Ooi, S. K., Mydin, R. T., & Devi, S. S. (2015). The impact of business strategies on online sustainability disclosures. Business Strategy and the Environment, 24(6), 551–564. https://doi.org/10.1002/bse.1837
  • Arena, C., Bozzolan, S., & Michelon, G. (2015). Environmental reporting: Transparency to stakeholders or stakeholder manipulation? An Analysis of disclosure tone and the role of the board of directors. Corporate Social Responsibility and Environmental Management, 22(6), 346–361. https://doi.org/10.1002/csr.1350
  • Arnaboldi, M., Busco, C., & Cuganesan, S. (2017). Accounting, accountability, social media and big data: Revolution or hype? Accounting, Auditing & Accountability Journal, 30(4), 762–776. https://doi.org/10.1108/AAAJ-03-2017-2880
  • Aydiner, A. S., Tatoglu, E., Bayraktar, E., Zaim, S., & Delen, D. (2019). Business analytics and firm performance: The mediating role of business process performance. Journal of Business Research, 96(October 2018), 228–237. https://doi.org/10.1016/j.jbusres.2018.11.028
  • Bahrami, M., & Shokouhyar, S. (2022). The role of big data analytics capabilities in bolstering supply chain resilience and firm performance: A dynamic capability view. Information Technology & People, 35(5), 1621–1651. https://doi.org/10.1108/ITP-01-2021-0048
  • Behl, A. (2022). Antecedents to firm performance and competitiveness using the lens of big data analytics: A cross-cultural study. Management Decision, 60(2), 368–398. https://doi.org/10.1108/MD-01-2020-0121
  • Bellucci, M., & Manetti, G. (2017). Facebook as a tool for supporting dialogic accounting? Evidence from large philanthropic foundations in the United States. Accounting, Auditing & Accountability Journal, 30(4), 874–905. https://doi.org/10.1108/AAAJ-07-2015-2122
  • Bligh, M. C., Kohles, J. C., & Meindl, J. R. (2004). Charting the language of leadership: A methodological investigation of President Bush and the crisis of 9/11. Journal of Applied Psychology, 89(3), 562–574. https://doi.org/10.1037/0021-9010.89.3.562
  • Chae, B. K. (2015). Insights from hashtag# supplychain and Twitter analytics: Considering Twitter and Twitter data for supply chain practice and research. International Journal of Production Economics, 165, 247–259. https://doi.org/10.1016/j.ijpe.2014.12.037
  • Chatterjee, S., Chaudhuri, R., & Vrontis, D. (2022). Does remote work flexibility enhance organization performance? Moderating role of organization policy and top management support. Journal of Business Research, 139, 1501–1512. https://doi.org/10.1016/j.jbusres.2021.10.069
  • Choi, H. Y., & Park, J. (2022). Do data-driven CSR initiatives improve CSR performance? The importance of big data analytics capability. Technological Forecasting and Social Change, 182, 121802. https://doi.org/10.1016/j.techfore.2022.121802
  • Cho, C. H., Roberts, R. W., & Patten, D. M. (2010). The language of US corporate environmental disclosure. Accounting, Organizations and Society, 35(4), 431–443. https://doi.org/10.1016/j.aos.2009.10.002
  • Cong, Y., Freedman, M., & Park, J. D. (2014). Tone at the top: CEO environmental rhetoric and environmental performance. Advances in Accounting, 30(2), 322–327. https://doi.org/10.1016/j.adiac.2014.09.007
  • Crête, R. (2016). The Volkswagen scandal from the viewpoint of corporate governance. European Journal of Risk Regulation, 7(1), 25–31. https://doi.org/10.1017/S1867299X0000533X
  • Cronbach, L. J. (1971). Test validation. In R. L. Thorndike (Ed.), Educational measurement (2nd) ed., pp. 443–507). American Council on Education.
  • Dawson, J. F. (2014). Moderation in management research: What, why, when, and how. Journal of Business and Psychology, 29(1), 1–19. https://doi.org/10.1007/s10869-013-9308-7
  • de Camargo Fiorini, P., Seles, B. M. R. P., Jabbour, C. J. C., Mariano, E. B., & de Sousa Jabbour, A. B. L. (2018). Management theory and big data literature: From a review to a research agenda. International Journal of Information Management, 43, 112–129. https://doi.org/10.1016/j.ijinfomgt.2018.07.005
  • Deloitte. (2018). Crunch time 7: Reporting in a digital world. Deloitte Development LLC. https://www2.deloitte.com/content/dam/Deloitte/us/Documents/finance-transformation/us-crunch-time-seven-reporting-in-a-digital-world.pdf
  • Du, S., & Yu, K. (2020). Do corporate social responsibility reports convey value relevant information? Evidence from report readability and tone. Journal of Business Ethics, 172(2), 253–274. https://doi.org/10.1007/s10551-020-04496-3
  • Eikelenboom, M., & de Jong, G. (2019). The impact of dynamic capabilities on the sustainability performance of SMEs. Journal of Cleaner Production, 235, 1360–1370. https://doi.org/10.1016/j.jclepro.2019.07.013
  • Feng, S., & Gao, L. S. (2020). The verbal tone in mandatory environmental disclosures: Evidence from changes in disclosures following SEC guidance. Social and Environmental Accountability Journal, 40(2), 116–139. https://doi.org/10.1080/0969160X.2020.1719172
  • Fisher, R., van Staden, C. J., & Richards, G. (2019). Watch that tone: An investigation of the use and stylistic consequences of tone in corporate accountability disclosures. Accounting, Auditing and Accountability Journal, 33(1), 77–105. https://doi.org/10.1108/AAAJ-10-2016-2745
  • Fornell, C., & Larcker, D. F. (1981). Evaluating structural equation models with unobservable variables and measurement error. Journal of Marketing Research, 18(1), 39–50. https://doi.org/10.1177/002224378101800104
  • Fowler, D., & Pitta, D. (2013). Advances in mining social media: Implications for marketers. Journal of Information Technology Management, 24(4), 25–33.
  • Gavana, G., Gottardo, P., & Moisello, A. M. (2017). Sustainability reporting in family firms: A panel data analysis. Sustainability (Switzerland), 9(1), 1–18. https://doi.org/10.3390/su9010038
  • Ghani, N. A., Hamid, S., Targio Hashem, I. A., & Ahmed, E. (2019). Social media big data analytics: A survey. Computers in Human Behavior, 101(December2017), 417–428. https://doi.org/10.1016/j.chb.2018.08.039
  • Gold, A. H., Malhotra, A., & Segars, A. H. (2001). Knowledge management: An organizational capabilities perspective. Journal of Management Information Systems, 18(1), 185–214. https://doi.org/10.1080/07421222.2001.11045669
  • GRI: Global Reporting Initiative. (2015a). G4 sustainability reporting guidelines. Reporting principles and standard disclosures. https://www.globalreporting.org/information/g4/Pages/default.aspx
  • GRI: Global Reporting Initiative. (2015b). Sustainability and reporting trends in 2025: Preparing for the future. Global Reporting Initiative.
  • Group, W. B. (2017). The Malaysia Development Experience Series - Open Data Readiness Assessment (ODRA) Report. May, 76. wbg.org/Malaysia
  • Gupta, M., & George, J. F. (2016). Toward the development of a big data analytics capability. Information and Management, 53(8), 1049–1064. https://doi.org/10.1016/j.im.2016.07.004
  • Hahn, R., & Kühnen, M. (2013). Determinants of sustainability reporting: A review of results, trends, theory, and opportunities in an expanding field of research. Journal of Cleaner Production, 59, 5–21. https://doi.org/10.1016/j.jclepro.2013.07.005
  • Hart, R. P. (1984). Systematic analysis of political discourse: The development of DICTION. In K. Sanders et al. (Eds.), Political communication yearbook (pp. 1–5). Southern Illinois University Press.
  • Hart, R. P. (2000). DICTION 5.0: The text-analysis program. Sage.
  • Hassan, A. (2019). Verbal tones in sustainability assurance statements: An empirical exploration of explanatory factors. Sustainability Accounting, Management and Policy Journal, 10(3), 427–450. https://doi.org/10.1108/SAMPJ-06-2017-0051
  • Henseler, J., Ringle, C. M., & Sinkovics, R. R. (2009). The use of partial least squares path modeling in international marketing. In Sinkovics, R.R., & Ghauri, P.N. (Eds.), New challenges to international marketing (pp. 277–319). Emerald Group Publishing Limited.
  • Hermano, V., & Martín-Cruz, N. (2016). The role of top management involvement in firms performing projects: A dynamic capabilities approach. Journal of Business Research, 69(9), 3447–3458. https://doi.org/10.1016/j.jbusres.2016.01.041
  • Herremans, I. M., Nazari, J. A., & Mahmoudian, F. (2016). Stakeholder relationships, engagement, and sustainability reporting. Journal of Business Ethics, 138(3), 417–435. https://doi.org/10.1007/s10551-015-2634-0
  • Kabuye, F., Bugambiro, N., Akugizibwe, I., Nuwasiima, S., & Naigaga, S. (2019). The influence of tone at the top management level and internal audit quality on the effectiveness of risk management practices in the financial services sector. Cogent Business & Management, 6(1), 1704609. https://doi.org/10.1080/23311975.2019.1704609
  • Kamatra, N., & Kartikaningdyah, E. (2015). Effect corporate social responsibility on financial performance. International Journal of Economics and Financial Issues, 5(2015), 157–164. https://www.econjournals.com/index.php/ijefi/article/view/1361
  • Kaplan, A. M., & Haenlein, M. (2010). Users of the world, unite! The challenges and opportunities of Social Media. Business Horizons, 53(1), 59–68. https://doi.org/10.1016/j.bushor.2009.09.003
  • Kiesnere, A. L., & Baumgartner, R. J. (2019). Sustainability management emergence and integration on different management levels in smaller large‐sized companies in Austria. Corporate Social Responsibility and Environmental Management, 26(6), 1607–1626. https://doi.org/10.1002/csr.1854
  • Kim, G., Shin, B., & Kwon, O. (2012). Investigating the value of sociomaterialism in conceptualizing IT capability of a firm. Journal of Management Information Systems, 29(3), 327–362. https://doi.org/10.2753/MIS0742-1222290310
  • Kline, R. (2013). Exploratory and confirmatory factor analysis. In Applied quantitative analysis in the social sciences (pp. 171–207). Routledge.
  • Latan, H., Jabbour, C. J. C., de Sousa Jabbour, A. B. L., Wamba, S. F., & Shahbaz, M. (2018). Effects of environmental strategy, environmental uncertainty and top management’s commitment on corporate environmental performance: The role of environmental management accounting. Journal of Cleaner Production, 180, 297–306. https://doi.org/10.1016/j.jclepro.2018.01.106
  • Li, Z., Jia, J., & Chapple, L. J. (2022). Textual characteristics of corporate sustainability disclosure and corporate sustainability performance: Evidence from Australia. Meditari Accountancy Research.
  • Lodhia, S. (2018). Is the medium the message? Meditari Accountancy Research, 26(1), 2–12. https://doi.org/10.1108/MEDAR-08-2017-0197
  • Lodhia, S., Kaur, A., & Stone, G. (2020). The use of social media as a legitimation tool for sustainability reporting. Meditari Accountancy Research, 28(4), 613–632. https://doi.org/10.1108/MEDAR-09-2019-0566
  • Lombardi, R., & Secundo, G. (2020). The digital transformation of corporate reporting–a systematic literature review and avenues for future research. Meditari Accountancy Research, 1179–1208. https://doi.org/10.1108/MEDAR-04-2020-0870
  • Luthra, S., & Mangla, S. K. (2018). Evaluating challenges to Industry 4.0 initiatives for supply chain sustainability in emerging economies. Process Safety and Environmental Protection, 117, 168–179. https://doi.org/10.1016/j.psep.2018.04.018
  • Makhdoomi, U. M. (2018). Top management commitment and diversity challenges in telecom sector top management commitment and diversity challenges in telecom sector. Asian Journal of Managerial Science, 7(1), 53–56. https://doi.org/10.51983/ajms-2018.7.1.1288
  • Malaysia, B. (2018). Sustainability Reporting Guide (2nd Edition). Bursa Malaysia.
  • Manetti, G., & Bellucci, M. (2016). The use of social media for engaging stakeholders in sustainability reporting. Accounting, Auditing & Accountability Journal, 29(6), 985–1011. https://doi.org/10.1108/AAAJ-08-2014-1797
  • Mayfield, J., Mayfield, M., & Sharbrough, W. C. (2014). Strategic vision and values in top leaders’ communications. International Journal of Business Communication, 52(1), 97–121. https://doi.org/10.1177/2329488414560282
  • Mikalef, P., Boura, M., Lekakos, G., & Krogstie, J. (2019). Big data analytics capabilities and innovation: The mediating role of dynamic capabilities and moderating effect of the environment. British Journal of Management, 30(2), 272–298. https://doi.org/10.1111/1467-8551.12343
  • Mikalef, P., Pappas, I. O., Krogstie, J., & Giannakos, M. (2018). Big data analytics capabilities: A systematic literature review and research agenda. Information Systems and E-Business Management, 16(3), 547–578. https://doi.org/10.1007/s10257-017-0362-y
  • Mohd Fuzi, N., Habidin, N. F., Janudin, S. E., & Ong, S. Y. Y. (2019). Critical success factors of environmental management accounting practices: Findings from Malaysian manufacturing industry. Measuring Business Excellence, 23(1), 1–14. https://doi.org/10.1108/MBE-03-2018-0015
  • Mokhtar, N. (2015). The extent of environmental management accounting (EMA) implementation and environmental reporting (ER) practices: Evidence from Malaysian Public Listed Companies. University of Malaya. http://studentsrepo.um.edu.my/5921/
  • Moorthy, K., T’ing, L. C., Wei, K. M., Mei, P. T. Z., Yee, C. Y., Wern, K. L. J., & Xin, Y. M. (2019). Is Facebook useful for learning? A study in private universities in Malaysia. Computers & Education, 130, 94–104. https://doi.org/10.1016/j.compedu.2018.12.002
  • Müller, J. (2021). Social media users as a percentage of the total population Malaysia 2021, accessed on 7th April 2021. Statista. https://www.statista.com/statistics/883712/malaysia-social-media-penetration/
  • Musa, M. N. (2021, October 30). Sustainability: How Malaysia can identify gaps and solutions. New Straits Times. https://www.nst.com.my/opinion/columnists/2021/10/741121/sustainability-how-malaysia-can-identify-gaps-and-solutions
  • Patelli, L., & Pedrini, M. (2015). Is tone at the top associated with financial reporting aggressiveness? Journal of Business Ethics, 126(1), 3–19. https://doi.org/10.1007/s10551-013-1994-6
  • Ramananda, D., & Atahau, A. D. R. (2019). Corporate social disclosure through social media: An exploratory study. Journal of Applied Accounting Research, 21(2), 265–281. https://doi.org/10.1108/JAAR-12-2018-0189
  • Ramayah, T., Cheah, J., Chuah, F., Ting, H., & Memon, M. A. (2018). Partial least squares structural equation modeling (PLS-SEM) using smartPLS 3.0: An Updated Guide and Practical Guide to Statistical Analysis (2nd version). Pearson.
  • Reilly, A. H., & Hynan, K. A. (2014). Corporate communication, sustainability, and social media: It’s not easy (really) being green. Business Horizons, 57(6), 747–758. https://doi.org/10.1016/j.bushor.2014.07.008
  • Reilly, A. H., & Larya, N. (2018). External communication about sustainability: Corporate social responsibility reports and social media activity. Environmental Communication, 12(5), 621–637. https://doi.org/10.1080/17524032.2018.1424009
  • Roetzel, P. G. (2019). Information overload in the information age: A review of the literature from business administration, business psychology, and related disciplines with a bibliometric approach and framework development. Business Research, 12(2), 479–522. https://doi.org/10.1007/s40685-018-0069-z
  • Ruggiero, P., & Cupertino, S. (2018). CSR strategic approach, financial resources and corporate social performance: The mediating effect of innovation. Sustainability, 10(10), 3611. https://doi.org/10.3390/su10103611
  • Sariol, A. M., & Abebe, M. A. (2017). The influence of CEO power on explorative and exploitative organizational innovation. Journal of Business Research, 73, 38–45. https://doi.org/10.1016/j.jbusres.2016.11.016
  • Shamim, S., Zeng, J., Shariq, S. M., & Khan, Z. (2019). Role of big data management in enhancing big data decision-making capability and quality among Chinese firms: A dynamic capabilities view. Information and Management, 56(6), 103135. https://doi.org/10.1016/j.im.2018.12.003
  • She, C., & Michelon, G. (2019). Managing stakeholder perceptions: Organized hypocrisy in CSR disclosures on Facebook. Critical Perspectives on Accounting, 61, 54–76. https://doi.org/10.1016/j.cpa.2018.09.004
  • Shin, T., & You, J. (2017). Pay for talk: How the use of shareholder‐value language affects CEO compensation. Journal of Management Studies, 54(1), 88–117. https://doi.org/10.1111/joms.12218
  • Sydserff, R., & Weetman, P. (2002). Developments in content analysis: A transitivity index and diction scores. Accounting, Auditing & Accountability Journal, 15(4), 523–545. https://doi.org/10.1108/09513570210440586
  • Teece, D. J. (2014). The foundations of enterprise performance: Dynamic and ordinary capabilities in an (economic) theory of firms. Academy of Management Perspectives, 28(4), 328–352. https://doi.org/10.5465/amp.2013.0116
  • Wamba, S. F., Gunasekaran, A., Akter, S., Ren, S., fan, J., Dubey, R., & Childe, S. J. (2017). Big data analytics and firm performance: Effects of dynamic capabilities. Journal of Business Research, 70, 356–365. https://doi.org/10.1016/j.jbusres.2016.08.009
  • Wang, C., Zhang, Q., & Zhang, W. (2020). Corporate social responsibility, Green supply chain management and firm performance: The moderating role of big-data analytics capability. Research in Transportation Business & Management, 37, 100557. https://doi.org/10.1016/j.rtbm.2020.100557
  • Wanner, J., & Janiesch, C. (2019). Big data analytics in sustainability reports: An analysis based on the perceived credibility of corporate published information. Business Research, 12(1), 143–173. https://doi.org/10.1007/s40685-019-0088-4
  • Wiencierz, C., & Röttger, U. (2017). The use of big data in corporate communication. Corporate Communications: An International Journal, 22(3), 258–272. https://doi.org/10.1108/CCIJ-02-2016-0015
  • Wong, K. L., Chuah, M. H., & Ong, S. F. (2015). Are Malaysian companies ready for the big data economy? A business intelligence model approach.
  • Yatim, P.(2018). Circular economy for sustainable development. New Straits Times. https://www.nst.com.my/opinion/columnists/2018/02/332848/circular-economy-sustainable-development