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  2. Vol 8, No 3 (2024)
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Implications of Big Data in Accounting: Challenges and Opportunities

Leonidas Theodorakopoulos, Georgios Thanasas, Constantinos Halkiopoulos

Abstract


Objectives: This paper aims to comprehensively explore the implications of Big Data within the realm of accounting, dissecting both its potential advantages and the hurdles it presents. The primary goal is to introduce and delineate the potential benefits of Big Data integration in accounting practices. Additionally, it seeks to identify and thoroughly examine the challenges impeding the seamless assimilation of Big Data into accounting methodologies. By delving into diverse applications, including Auditing, Cost Management, and financial reporting, this study aims to shed light on the multifaceted nature of Big Data's role in accounting. Methods/Analysis: This paper commences with an introduction to the concept of Big Data and its anticipated advantages for accounting practices. It proceeds to conduct a meticulous review and synthesis of existing literature, dissecting the intricate relationship between Big Data and accounting. Through this review, it emphasizes the stumbling blocks encountered in integrating Big Data. Subsequently, it offers a detailed exploration of Big Data's applications in accounting. Findings: Big Data exhibits the potential to substantially transform accounting practices, offering avenues for superior decision-making and analysis. However, the challenges related to data management and analysis pose substantial barriers for accountants in effectively integrating Big Data. Novelty/Improvement: This study offers a comprehensive exploration, dissecting both the potential advantages and challenges presented by Big Data within accounting practices. It provides detailed insights into specific applications of Big Data in accounting, going beyond a surface-level understanding and focusing on domains like Auditing, Cost Management, and financial reporting.

 

Doi: 10.28991/ESJ-2024-08-03-024

Full Text: PDF


Keywords


Big Data Technologies; Accounting; Big Data Tools; Big Data Limitations.

References


Theodorakopoulos, L., Antonopoulou, H., Mamalougou, V., & Giotopoulos, K. (2022). The Drivers of Volume Volatility: A Big Data Analysis Based on Economic Uncertainty Measures for the Greek Banking System. SSRN Electronic Journal. doi:10.2139/ssrn.4306619.

Farooq Aziz. (2023). Data analytics impacts in the field of accounting. World Journal of Advanced Research and Reviews, 18(2), 946–951. doi:10.30574/wjarr.2023.18.2.0863.

Vasarhelyi, M. A., Kogan, A., & Tuttle, B. M. (2015). Big data in accounting: An overview. Accounting Horizons, 29(2), 381–396. doi:10.2308/acch-51071.

Gkintoni, E., Kakoleres, G., Telonis, G., Halkiopoulos, C., & Boutsinas, B. (2023). A Conceptual Framework for Applying Social Signal Processing to Neuro-Tourism. Springer Proceedings in Business and Economics, 323–335. doi:10.1007/978-3-031-26829-8_20.

Theodorakopoulos, L., Halkiopoulos, C., & Papadopoulos, D. (2023). Applying Big Data Technologies in Tourism Industry: A Conceptual Analysis. Springer Proceedings in Business and Economics, 337–352. doi:10.1007/978-3-031-26829-8_21.

Borthick, A. F., & Pennington, R. R. (2017). When data become ubiquitous, what becomes of accounting and assurance? Journal of Information Systems, 31(3), 1–4. doi:10.2308/isys-10554.

Wongsim, M., Tantrabundit, P., Khantong, S., & Savithi, C. (2019). Effect of Big Data in Accounting: Case Studies in Thailand. TIMES-ICON 2019 - 4th Technology Innovation Management and Engineering Science International Conference, Bangkok, Thailand. doi:10.1109/TIMES-iCON47539.2019.9024460.

Hamdam, A., Jusoh, R., Yahya, Y., Abdul Jalil, A., & Zainal Abidin, N. H. (2022). Auditor judgment and decision-making in big data environment: a proposed research framework. Accounting Research Journal, 35(1), 55–70. doi:10.1108/ARJ-04-2020-0078.

Thanasas, G. L., Theodorakopoulos, L., & Lampropoulos, S. (2022). A Big Data Analysis with Machine Learning Techniques in Accounting Dataset from the Greek Banking System. SSRN Electronic Journal. doi:10.2139/ssrn.4175698.

Schneider, G. P., Dai, J., Janvrin, D. J., Ajayi, K., & Raschke, R. L. (2015). Infer, predict, and assure: Accounting opportunities in data analytics. Accounting Horizons, 29(3), 719–742. doi:10.2308/acch-51140.

Brown-Liburd, H., & Vasarhelyi, M. A. (2015). Big data and audit evidence. Journal of Emerging Technologies in Accounting, 12(1), 1–16. doi:10.2308/jeta-10468.

van der Vlist, F. N. (2016). Accounting for the social: Investigating commensuration and Big Data practices at Facebook. Big Data and Society, 3(1), 2053951716631365. doi:10.1177/2053951716631365.

Huerta, E., & Jensen, S. (2017). An accounting information systems perspective on data analytics and big data. Journal of Information Systems, 31(3), 101–114. doi:10.2308/isys-51799.

Janvrin, D. J., & Weidenmier Watson, M. (2017). “Big Data”: A new twist to accounting. Journal of Accounting Education, 38, 3–8. doi:10.1016/j.jaccedu.2016.12.009.

McKinney, E., Yoos, C. J., & Snead, K. (2017). The need for ‘skeptical’ accountants in the era of Big Data. Journal of Accounting Education, 38, 63–80. doi:10.1016/j.jaccedu.2016.12.007.

Nyman, R., Kapadia, S., & Tuckett, D. (2021). News and narratives in financial systems: Exploiting big data for systemic risk assessment. Journal of Economic Dynamics and Control, 127, 104119. doi:10.1016/j.jedc.2021.104119.

Katsouda, M., Kollias, K., Halkiopoulos, C., & Boutsinas, B. (2024). Mining Association of Outliers in Time Series. Springer Proceedings in Business and Economics, 7, 433–444. doi:10.1007/978-3-031-54342-5_26.

Deniswara, K., Handoko, B. L., & Mulyawan, A. N. (2020). Big data analytics: Literature study on how big data works towards accountant millennial generation. International Journal of Management, 11(5), 376–389. doi:10.34218/IJM.11.5.2020.037.

Oyewo, B., Ajibola, O., & Ajape, M. (2021). Characteristics of consulting firms associated with the diffusion of big data analytics. Journal of Asian Business and Economic Studies, 28(4), 281–302. doi:10.1108/JABES-03-2020-0018.

Agustí, M. A., & Orta-Pérez, M. (2023). Big data and artificial intelligence in the fields of accounting and auditing: a bibliometric analysis. Revista Espanola de Financiacion y Contabilidad, 52(3), 412–438. doi:10.1080/02102412.2022.2099675.

Kend, M., & Nguyen, L. A. (2020). Big Data Analytics and Other Emerging Technologies: The Impact on the Australian Audit and Assurance Profession. Australian Accounting Review, 30(4), 269–282. doi:10.1111/auar.12305.

Yigitbasioglu, O., Green, P., & Cheung, M. Y. D. (2023). Digital transformation and accountants as advisors. Accounting, Auditing and Accountability Journal, 36(1), 209–237. doi:10.1108/AAAJ-02-2019-3894.

Abdelhalim, A. M. (2024). How management accounting practices integrate with big data analytics and its impact on corporate sustainability. Journal of Financial Reporting and Accounting, 22(2), 416–432. doi:10.1108/JFRA-01-2023-0053.

Aboagye-Otchere, F., Agyenim-Boateng, C., Enusah, A., & Aryee, T. E. (2021). A Review of Big Data Research in Accounting. Intelligent Systems in Accounting, Finance and Management, 28(4), 268–283. doi:10.1002/isaf.1504.

Cheng, X., Liu, S., Sun, X., Wang, Z., Zhou, H., Shao, Y., & Shen, H. (2021). Combating emerging financial risks in the big data era: A perspective review. Fundamental Research, 1(5), 595–606. doi:10.1016/j.fmre.2021.08.017.

Yang, H., Guohua, W., Wanlong, G., Qinghai, H., & Yixian, Y. (2022). Design and implementation of university audit platform based on big data analysis. Procedia Computer Science, 202, 115–121. doi:10.1016/j.procs.2022.04.016.

De Santis, F., & D’Onza, G. (2020). Big data and data analytics in auditing: in search of legitimacy. Meditari Accountancy Research, 29(5), 1088–1112. doi:10.1108/MEDAR-03-2020-0838.

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 and Management, 10(1), 2163560. doi:10.1080/23311975.2022.2163560.

Koutras, K., Bompotas, A., Halkiopoulos, C., Kalogeras, A., & Alexakos, C. (2023). Dimensionality Reduction on IoT Monitoring Data of Smart Building for Energy Consumption Forecasting. Proceedings of 2023 IEEE International Smart Cities Conference, ISC2 2023. doi:10.1109/ISC257844.2023.10293689.

Sayedahmed, N., Anwar, S., & Shukla, V. K. (2022). Big Data Analytics and Internal Auditing: A Review. Proceedings - 2022 3rd International Conference on Computation, Automation and Knowledge Management, ICCAKM 2022, Dubai, United Arab Emirates. doi:10.1109/ICCAKM54721.2022.9990045.

Rakipi, R., De Santis, F., & D’Onza, G. (2021). Correlates of the internal audit function’s use of data analytics in the big data era: Global evidence. Journal of International Accounting, Auditing and Taxation, 42, 100357. doi:10.1016/j.intaccaudtax.2020.100357.

Rezaee, Z., & Wang, J. (2019). Relevance of big data to forensic accounting practice and education. Managerial Auditing Journal, 34(3), 268–288. doi:10.1108/MAJ-08-2017-1633.

Kılıç, B. İ. (2020). the Effects of Big Data on Forensic Accounting Practices and Education. In Contemporary Studies in Economic and Financial Analysis, Volume 102, Emerald Publishing Limited. doi:10.1108/S1569-375920200000102005.

Munir, S., Abdul Rasid, S. Z., Aamir, M., Jamil, F., & Ahmed, I. (2023). Big data analytics capabilities and innovation effect of dynamic capabilities, organizational culture and role of management accountants. Foresight, 25(1), 41–66. doi:10.1108/FS-08-2021-0161.

Nissim, D. (2022). Big data, accounting information, and valuation. Journal of Finance and Data Science, 8, 69–85. doi:10.1016/j.jfds.2022.04.003.

Wang, J. (2022). Influence of Big Data on Manufacturing Accounting Informatization. Lecture Notes on Data Engineering and Communications Technologies, 125, 695–700. doi:10.1007/978-3-030-97874-7_92.

Antonopoulou, H., Mamalougou, V., & Theodorakopoulos, L. (2022). The Role of Economic Policy Uncertainty in Predicting Stock Return Volatility in the Banking Industry: A Big Data Analysis. Emerging Science Journal, 6(3), 569–577. doi:10.28991/ESJ-2022-06-03-011.

Faccia, A., Cavaliere, L. P. L., Petratos, P., & Mosteanu, N. R. (2022). Unstructured Over Structured, Big Data Analytics and Applications In Accounting and Management. ACM International Conference Proceeding Series, 37–41. doi:10.1145/3555962.3555969.

Richins, G., Stapleton, A., Stratopoulos, T. C., & Wong, C. (2017). Big data analytics: Opportunity or threat for the accounting profession? Journal of Information Systems, 31(3), 63–79. doi:10.2308/isys-51805.

Arnaboldi, M., Busco, C., & Cuganesan, S. (2017). Accounting, accountability, social media and big data: revolution or hype? Accounting, Auditing and Accountability Journal, 30(4), 762–776. doi:10.1108/AAAJ-03-2017-2880.

Blix, L. H., Edmonds, M. A., & Sorensen, K. B. (2021). How well do audit textbooks currently integrate data analytics. Journal of Accounting Education, 55, 100717. doi:10.1016/j.jaccedu.2021.100717.

Perkhofer, L. M., Hofer, P., Walchshofer, C., Plank, T., & Jetter, H. C. (2019). Interactive visualization of big data in the field of accounting: A survey of current practice and potential barriers for adoption. Journal of Applied Accounting Research, 20(4), 497–525. doi:10.1108/JAAR-10-2017-0114.

Al-Ateeq, B., Sawan, N., Al-Hajaya, K., Altarawneh, M., & Al-Makhadmeh, A. (2022). Big Data Analytics in Auditing and the Consequences for Audit Quality: a Study Using the Technology Acceptance Model (Tam). Corporate Governance and Organizational Behavior Review, 6(1), 64–78. doi:10.22495/cgobrv6i1p5.

Saleh, I., Marei, Y., Ayoush, M., & Abu Afifa, M. M. (2023). Big Data analytics and financial reporting quality: qualitative evidence from Canada. Journal of Financial Reporting and Accounting, 21(1), 83–104. doi:10.1108/JFRA-12-2021-0489.

Ding, Y., Chen, K., Wei, X., & Yang, Y. (2022). A novel cost-management system for container terminals using a time-driven Activity-Based Costing approach. Ocean and Coastal Management, 217, 106011. doi:10.1016/j.ocecoaman.2021.106011.

Sun, H. (2023). Construction of integration path of management accounting and financial accounting based on big data analysis. Optik, 272, 170321. doi:10.1016/j.ijleo.2022.170321.

Rikhardsson, P., & Yigitbasioglu, O. (2018). Business intelligence & analytics in management accounting research: Status and future focus. International Journal of Accounting Information Systems, 29, 37–58. doi:10.1016/j.accinf.2018.03.001.

Antonopoulou, H., Theodorakopoulos, L., Halkiopoulos, C., & Mamalougkou, V. (2023). Utilizing Machine Learning to Reassess the Predictability of Bank Stocks. Emerging Science Journal, 7(3), 724–732. doi:10.28991/ESJ-2023-07-03-04.

Singerová, J. (2018). Accounting in Cloud. European Financial and Accounting Journal, 13(1), 61–76. doi:10.18267/j.efaj.206.

Qasim, A., & Kharbat, F. F. (2020). Blockchain technology, business data analytics, and artificial intelligence: Use in the accounting profession and ideas for inclusion into the accounting curriculum. Journal of Emerging Technologies in Accounting, 17(1), 107–117. doi:10.2308/jeta-52649.

Demirkan, S., Demirkan, I., & McKee, A. (2020). Blockchain technology in the future of business cyber security and accounting. Journal of Management Analytics, 7(2), 189–208. doi:10.1080/23270012.2020.1731721.

Zhang, Y., Xiong, F., Xie, Y., Fan, X., & Gu, H. (2020). The Impact of Artificial Intelligence and Blockchain on the Accounting Profession. IEEE Access, 8, 110461–110477. doi:10.1109/ACCESS.2020.3000505.

Jayasuriya, D. D., & Sims, A. (2023). From the abacus to enterprise resource planning: is blockchain the next big accounting tool? Accounting, Auditing and Accountability Journal, 36(1), 24–62. doi:10.1108/AAAJ-08-2020-4718.

Schmitz, J., & Leoni, G. (2019). Accounting and Auditing at the Time of Blockchain Technology: A Research Agenda. Australian Accounting Review, 29(2), 331–342. doi:10.1111/auar.12286.

Han, H., Shiwakoti, R. K., Jarvis, R., Mordi, C., & Botchie, D. (2023). Accounting and auditing with blockchain technology and artificial Intelligence: A literature review. International Journal of Accounting Information Systems, 48, 100598. doi:10.1016/j.accinf.2022.100598.

Spanò, R., Massaro, M., Ferri, L., Dumay, J., & Schmitz, J. (2022). Blockchain in accounting, accountability and assurance: an overview. Accounting, Auditing and Accountability Journal, 35(7), 1493–1506. doi:10.1108/AAAJ-06-2022-5850.

Balios, D. (2021). The Impact of Big Data on Accounting and Auditing. International Journal of Corporate Finance and Accounting, 8(1), 1–14. doi:10.4018/ijcfa.2021010101.

Handoko, B. L., & Rosita, A. (2022). The Effect of Skepticism, Big Data Analytics to Financial Fraud Detection Moderated by Forensic Accounting. ACM International Conference Proceeding Series, 59–66. doi:10.1145/3537693.3537703.

Stamatiou, Y., Halkiopoulos, C., & Antonopoulou, H. (2023). A Generic, Flexible Smart City Platform focused on Citizen Security and Privacy. ACM International Conference Proceeding Series, 232–236. doi:10.1145/3635059.3635095.

Faccia, A., Sawan, N., Eltweri, A., & Beebeejaun, Z. (2021). Financial Big Data Security and Privacy in X-Accounting. A Step Further to Implement the Triple-Entry Accounting. ACM International Conference Proceeding Series, 7–12. doi:10.1145/3503928.3503932.

Ibrahim, A. E. A., Elamer, A. A., & Ezat, A. N. (2021). The convergence of big data and accounting: innovative research opportunities. Technological Forecasting and Social Change, 173, 121171. doi:10.1016/j.techfore.2021.121171.

Hezam, Y. A. A., Anthonysamy, L., & Suppiah, S. D. K. (2023). Big Data Analytics and Auditing: A Review and Synthesis of Literature. Emerging Science Journal, 7(2), 629–642. doi:10.28991/ESJ-2023-07-02-023.

Murthy, U. S., & Geerts, G. L. (2017). An REA ontology-based model for mapping big data to accounting information systems elements. Journal of Information Systems, 31(3), 45–61. doi:10.2308/isys-51803.

Moffitt, K. C., & Vasarhelyi, M. A. (2013). AIS in an age of big data. Journal of Information Systems, 27(2), 1–19. doi:10.2308/isys-10372.

Al-Htaybat, K., & von Alberti-Alhtaybat, L. (2017). Big Data and corporate reporting: impacts and paradoxes. Accounting, Auditing and Accountability Journal, 30(4), 850–873. doi:10.1108/AAAJ-07-2015-2139.

Gusc, J., Bosma, P., Jarka, S., & Biernat-Jarka, A. (2022). The Big Data, Artificial Intelligence, and Blockchain in True Cost Accounting for Energy Transition in Europe. Energies, 15(3), 1089. doi:10.3390/en15031089.

Belfo, F., & Trigo, A. (2013). Accounting Information Systems: Tradition and Future Directions. Procedia Technology, 9, 536–546. doi:10.1016/j.protcy.2013.12.060.

Bhimani, A., & Willcocks, L. (2014). Digitisation, Big Data and the transformation of accounting information. Accounting and Business Research, 44(4), 469–490. doi:10.1080/00014788.2014.910051.

Appelbaum, D., Kogan, A., & Vasarhelyi, M. A. (2017). Big data and analytics in the modern audit engagement: Research needs. Auditing: A Journal of Practice & Theory, 36(4), 1–27. doi:10.2308/ajpt-51684.

Gepp, A., Linnenluecke, M. K., O’Neill, T. J., & Smith, T. (2018). Big data techniques in auditing research and practice: Current trends and future opportunities. Journal of Accounting Literature, 40(1), 102–115. doi:10.1016/j.acclit.2017.05.003.

Rose, A. M., Rose, J. M., Sanderson, K. A., & Thibodeau, J. C. (2017). When should audit firms introduce analyses of big data into the audit process? Journal of Information Systems, 31(3), 81–99. doi:10.2308/isys-51837.

Nasrizar, M. M. (2015). Big Data & Accounting Measurements. Advances in Computer Science and Information Technology (ACSIT), 2(3), 295–305.

Liew, A., Boxall, P., & Setiawan, D. (2022). The transformation to data analytics in Big-Four financial audit: what, why and how? Pacific Accounting Review, 34(4), 569–584. doi:10.1108/PAR-06-2021-0105.

Cockcroft, S., & Russell, M. (2018). Big Data Opportunities for Accounting and Finance Practice and Research. Australian Accounting Review, 28(3), 323–333. doi:10.1111/auar.12218.

Warren, J. D., Moffitt, K. C., & Byrnes, P. (2015). How big data will change accounting. Accounting Horizons, 29(2), 397–407. doi:10.2308/acch-51069.

Fahlevi, H., Irsyadillah, I., Indriani, M., & Oktari, R. S. (2022). DRG-based payment system and management accounting changes in an Indonesian public hospital: exploring potential roles of big data analytics. Journal of Accounting and Organizational Change, 18(2), 325–345. doi:10.1108/JAOC-10-2020-0179.

Cao, M., Chychyla, R., & Stewart, T. (2015). Big data analytics in financial statement audits. Accounting Horizons, 29(2), 423–429. doi:10.2308/acch-51068.

Earley, C. E. (2015). Data analytics in auditing: Opportunities and challenges. Business Horizons, 58(5), 493–500. doi:10.1016/j.bushor.2015.05.002.

Nimmagadda, S. L., Reiners, T., & Gary Burke, A. (2017). Big Data Guided Design Science Information System (DSIS) Development for Sustainability Management and Accounting. Procedia Computer Science, 112, 1871–1880. doi:10.1016/j.procs.2017.08.233.

Tiwari, K., & Khan, M. S. (2020). Sustainability accounting and reporting in the industry 4.0. Journal of Cleaner Production, 258, 120783. doi:10.1016/j.jclepro.2020.120783.

Yoon, S. (2020). A study on the transformation of accounting based on new technologies: Evidence from Korea. Sustainability (Switzerland), 12(20), 1–23. doi:10.3390/su12208669.

Griffin, P. A., & Wright, A. M. (2015). Commentaries on big data’s importance for accounting and auditing. Accounting Horizons, 29(2), 377–379. doi:10.2308/acch-51066.

Coyne, E. M., Coyne, J. G., & Walker, K. B. (2018). Big Data information governance by accountants. International Journal of Accounting and Information Management, 26(1), 153–170. doi:10.1108/IJAIM-01-2017-0006.

Krahel, J. P., & Titera, W. R. (2015). Consequences of big data and formalization on accounting and auditing standards. Accounting Horizons, 29(2), 409–422. doi:10.2308/acch-51065.

Jackson, D., Michelson, G., & Munir, R. (2023). Developing accountants for the future: new technology, skills, and the role of stakeholders. Accounting Education, 32(2), 150–177. doi:10.1080/09639284.2022.2057195.

Franke, F., & Hiebl, M. R. W. (2023). Big data and decision quality: the role of management accountants’ data analytics skills. International Journal of Accounting and Information Management, 31(1), 93–127. doi:10.1108/IJAIM-12-2021-0246.

Jacobs, G., & Bayerl, P. S. (2015). Accounting for Cultural Influences in Big Data Analytics. Application of Big Data for National Security: A Practitioner’s Guide to Emerging Technologies, 250–260. doi:10.1016/B978-0-12-801967-2.00017-3.

Yoon, K., Hoogduin, L., & Zhang, L. (2015). Big data as complementary audit evidence. Accounting Horizons, 29(2), 431–438. doi:10.2308/acch-51076.

Zhang, J., Yang, X., & Appelbaum, D. (2015). Toward effective big data analysis in continuous auditing. Accounting Horizons, 29(2), 469–476. doi:10.2308/acch-51070.

La Torre, M., Botes, V. L., Dumay, J., Rea, M. A., & Odendaal, E. (2018). The fall and rise of intellectual capital accounting: new prospects from the Big Data revolution. Meditari Accountancy Research, 26(3), 381–399. doi:10.1108/MEDAR-05-2018-0344.

Vlachou, E., Karras, A., Karras, C., Theodorakopoulos, L., Halkiopoulos, C., & Sioutas, S. (2024). Distributed Bayesian Inference for Large-Scale IoT Systems. Big Data and Cognitive Computing, 8(1), 1. doi:10.3390/bdcc8010001.

Gousteris, S., Stamatiou, Y. C., Halkiopoulos, C., Antonopoulou, H., & Kostopoulos, N. (2023). Secure Distributed Cloud Storage based on the Blockchain Technology and Smart Contracts. Emerging Science Journal, 7(2), 469–479. doi:10.28991/ESJ-2023-07-02-012.

Brown-Liburd, H., & Vasarhelyi, M. A. (2015). Big data and audit evidence. Journal of Emerging Technologies in Accounting, 12(1), 1–16. doi:10.2308/jeta-10468.


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DOI: 10.28991/ESJ-2024-08-03-024

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