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DATA VALUE CHAIN IN BUSINESSES AND REPORTING DATA ASSETS IN THE ACCOUNTING SYSTEM

Year 2024, Volume: 26 Issue: 3, 206 - 231, 30.09.2024
https://doi.org/10.31460/mbdd.1465155

Abstract

This article focuses on the concept of “Data Value Chain”, which refers to the data and data management processes that businesses use to generate value. It also discusses whether the data should be considered assets and how they should be reported in the accounting information system. In the study, data assets are examined within the framework of literature and accounting standards, and exploratory research is conducted. It is concluded that data, as intangible assets, have innovative potential and provide competitive returns and should be considered as assets and accounted for as such, whether they are outsourced or produced in-house.

References

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  • Akerman, M., Lundgren, C., Bärring, M., Folkesson, M., Berggren, V., Stahre, J., & Friis, M. (2018). Challenges building a data value chain to enable data-driven decisions: a predictive maintenance case in 5G-enabled manufacturing. Procedia Manufacturing, 17, 411-418. https://doi.org/10.1016/j.promfg.2018.10.064
  • Arora, M., & Sharma, R.L. (2023). Artificial intelligence and big data: ontological and communicative perspectives in multi-sectoral scenarios of modern businesses. Foresight, 25 (1), 126-143. https://doi.org/10.1108/FS-10-2021-0216
  • Ashoka, M., Nanjundaswamy, A., & Divyashree, M. (2020). Accounting for Intangible Assets: An Analysis of IFRS and Non-IFRS Based Accounting Standards. Journal of accounting research and audit practices, 1, 53-62. https://www.proquest.com/openview/7db8b896079d2c57e0a4fe9bfb179e9d/1?pq-origsite=gscholar&cbl=54439
  • Aslan, Ü., & Özerhan, Y. (2017). Big Data, Muhasebe ve Muhasebe Mesleği. Muhasebe Bilim Dünyası Dergisi, 19(4): 862-883, https://dergipark.org.tr/tr/pub/mbdd/issue/33192/331154.
  • Atkinson, K., & McGaughey, R. (2006). Accounting for data: a shortcoming in accounting for intangible assets. Academy of Accounting and Financial Studies Journal, 10(2), 85-96.
  • Attard, J., Orlandi, F., & Auer, S. (2016). Value Creation on Open Government Data. In Proceedings of the 49th Hawaii International Conferences on System Sciences (HICSS 2016), Kauai, HI: IEEE.
  • Baghi, E., Schlosser, S., Ebner, V., Otto, B., & Oesterle, H. (2014, January). Toward a decision model for master data application architecture. in 2014 47th Hawaii international conference on system sciences (pp. 3827-3836). IEEE. https://doi.org/10.1109/HICSS.2014.475
  • Bertino, E. (2016). Data security and privacy: Concepts, approaches, and research directions. In 2016 IEEE 40th Annual computer Software and Applications conference (cOMPSAc) (Vol. 1, pp. 400-407). IEEE.
  • Bitomsky, L., Bürger, O., Häckel, B., & Töppel, J. (2020). Value of data meets IT security–assessing IT security risks in data-driven value chains. Electronic Markets, 30, 589-605. https://doi.org/10.1007/s12525-019-00383-6
  • Brashear, J., Black, M. T., & Sharma, T. (2021). Data as a strategic asset. Deloitte Development LLC. All rights reserved. https://www2.deloitte.com/content/dam/Deloitte/us/Documents/technology/us-ai-institute-data-as-a-strategic-asset.pdf
  • Brynjolfsson, E., Hitt, L. M., & Yang, S. (2002). Intangible assets: Computers and organizational capital. Brookings papers on economic activity, 2002(1), 137-181. https://www.jstor.org/stable/1209176
  • Carol, C, Haskel, J., Iommi, M., & Jona-Lasinio, C. (2022). Measuring Data as an Asset: Framework, methods and preliminary estimates. OECD Economics Department Working Papers, No. 1731 (November). Paris: OECD Publishing. https://doi.org/10.1787/b840fb01en.
  • Chawinga, W. D., & Chipeta, G. T. (2017). A synergy of knowledge management and competitive intelligence: A key for competitive advantage in small and medium business enterprises. Business Information Review, 34(1), 25-36. https://doi.org/10.1177/0266382116689171
  • Cockcroft, S., & Russell, M. (2018). Big data opportunities for accounting and finance practice and research. Australian Accounting Review, 28(3), 323-333. https://doi.org/10.1111/auar.12218
  • Collins, V. (2019). Managing Data as an Asset. CPA Journal. https://www.cpajournal.com/2019/06/24/managing-data-as-an-asset/
  • Comuzzi, M., & Patel, A. (2016). How organisations leverage Big Data: a maturity model. Industrial Management & Data Systems, 116(8), 1468-1492. https://doi.org/10.1108/IMDS-12-2015-0495
  • Curry, E. (2016). The big data value chain: definitions, concepts, and theoretical approaches. New horizons for a data-driven economy: A roadmap for usage and exploitation of big data in Europe, 29-37. J.M. Cavanillas et al. (eds.), New Horizons for a Data-Driven Economy, https://doi.org/10.1007/978-3-319-21569-3_3
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  • Dumbill, E. (2014). “Understanding the Data Value Chain.” IBM Big Data & Analytics Hub.
  • Dupuis, D., Gleason, K. C., & Kannan, Y. H. (2021). Bitcoin and Beyond: Crypto Asset Considerations for Auditors. Available at SSRN 3903995.
  • Fan, J. I. N. (2023). Research on Integrating Data Assets Into Accounting Discipline System. Journal of Modern Accounting and Auditing, 19(4), 101-112. doi: 10.17265/1548-6583/2023.04.003
  • Faroukhi, A. Z., El Alaoui, I., Gahi, Y., & Amine, A. (2020). Big data monetization throughout Big Data Value Chain: a comprehensive review. Journal of Big Data, 7(1), 1-22. https://doi.org/10.1186/s40537-019-0281-5
  • Fayyad, U., Piatetsky-Shapiro, G., & Smyth, P. (1996). From data mining to knowledge discovery in databases. AI magazine, 17(3), 37-37. https://doi.org/10.1609/aimag.v17i3.1230.
  • Fırıca, D. O., & Manaicu, A. (2018). How To Appraıse The Data Assets Of A Company?. Quality-Access to Success, 19(166). https://eds.p.ebscohost.com/eds/pdfviewer/pdfviewer?vid=0&sid=dd11106d-d269-48f3-bf40-708302be4c59%40redis
  • Govindarajan, V., Rajgopal, S., & Srivastava, A. (2018). Why Financial Statements Don’t Work for Digital Companies. Harvard Business Review. https://hbr.org/2018/02/why-financial-statements-dont-work-for-digital-companies
  • Grover, V., Chiang, R. H., Liang, T. P., & Zhang, D. (2018). Creating strategic business value from big data analytics: A research framework. Journal of management information systems, 35(2), 388-423. https://doi.org/10.1080/07421222.2018.1451951
  • Gills, T. (2003). Connecting Intangible Assets to the Bottom Line. Communication World, 20, 10-25.
  • GSMA (2018) The Data Value Chain June 2018 GSMA HEAD OFFICE. London EC4N 8AF United Kingdom.https://www.gsma.com/publicpolicy/wpcontent/uploads/2018/06/GSMA_Data_Value_Chain_June_2018.pdf
  • Gurumurthy, R., & Schatsky, D. (2019). Deloitte Insights Data mastery A foundational pivot for digital transformation, DI_Data-mastery-DeloittePivotVeri.pdf, (28.03.2023).
  • Hannila, H., Silvola, R., Harkonen, J., & Haapasalo, H. (2022). Data-driven begins with DATA; potential of data assets. Journal of Computer Information Systems, 62(1), 29-38. https://doi.org/10.1080/08874417.2019.1683782
  • Hu, C., Li, Y., & Zheng, X. (2022). Data assets, information uses, and operational efficiency. Applied Economics, 54(60), 6887-6900. https://doi.org/10.1080/00036846.2022.2084021
  • Jackson, A. B., & Luu, S. (2023). Accounting for digital assets. Australian Accounting Review, 33(3), 302-312. https://doi.org/10.1111/auar.12402
  • Jing, C., Tingshan, L., & Lu, J. (2021, October). Research on Data Assets and Their Appraisal Models. In 2021 IEEE 7th International Conference on Big Data Intelligence and Computing (DataCom) (61-65). IEEE. DOI: 10.1109/DataCom53700.2021.00017
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  • Kumar Das, T., & Mishra, M. R. (2011). A study on challenges and opportunities in master data management. International Journal of Database Management Systems, 3(2), 129-139 DOI: 10.5121/ijdms.2011.3209
  • Kwon, O., Lee, N., & Shin, B. (2014). Data quality management, data usage experience and acquisition int ention of big data analytics. International journal of information management, 34(3), 387-394. https://doi.org/10.1016/j.ijinfomgt.2014.02.002
  • Latif, A., Saeed, A. U., Hoefler, P., Stocker, A., & Wagner, C. (2009, September). The Linked Data Value Chain: A Lightweight Model for Business Engineers. In I-SEMANTICS (568-575).
  • Lei-da Chen, T. S., & Frolick, M. N. (2000). Data mining methods, applications, and tools. Information systems management, 17(1), 67-68. https://doi.org/10.1201/1078/43190.17.1.20000101/31216.9
  • Li, H. J., & Zhao, L. (2021). Data becomes a factor of production: characteristics, mechanisms, and evolution of value forms. Shanghai Journal of Economics, 40(8), 48-59.
  • Liu, Y. (2014). An Introduction to the Recognition and Measurement of Big Data Assets. Commercial Accounting, (18), 3-4.
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İŞLETMELERDE VERİ DEĞER ZİNCİRİ VE VERİ VARLIKLARININ MUHASEBE SİSTEMİ İÇİNDE GÖSTERİMİ

Year 2024, Volume: 26 Issue: 3, 206 - 231, 30.09.2024
https://doi.org/10.31460/mbdd.1465155

Abstract

Bu makalede; işletmelerin çeşitli amaçlarla değer üretmek için kullandıkları verileri ve veri yönetim sürecini ifade eden “Veri Değer Zinciri” kavramına odaklanılmıştır. Bununla birlikte veri değer zinciri tarafından üretilen, kullanılan, ekonomik değere dönüştürülen verilerin işletmeler için varlık olup olmadığını ve muhasebe bilgi sisteminde nasıl gösterilmesi gerektiğini tartışmak amaçlanmıştır. Çalışmada, veri varlıkları alan yazın ve muhasebe standartları çerçevesinde incelenmiş, görüş ve motivasyonları içeren nitel gözlemlere dayalı keşfedici bir araştırma yapılmıştır. Araştırma sonucunda, verinin maddi olmayan bir varlık olarak yenilikçi potansiyele sahip olduğu ve rekabetçi getiriler sağladığı, işletme ister kendi üretsin isterse de dışardan satın alsın, varlık olarak değerlendirilmesi ve bu şekilde muhasebeleştirilmesi gerektiği sonucuna varılmıştır.

References

  • ACCA & IMA. (2013). Big Data: its power and perils. www.accaglobal.com/futures/bigdata.pdf; www.accaglobal.com/futures/5-mins-big-data.pd, (Erişim Tarihi: 28.03.2023).
  • Akerman, M., Lundgren, C., Bärring, M., Folkesson, M., Berggren, V., Stahre, J., & Friis, M. (2018). Challenges building a data value chain to enable data-driven decisions: a predictive maintenance case in 5G-enabled manufacturing. Procedia Manufacturing, 17, 411-418. https://doi.org/10.1016/j.promfg.2018.10.064
  • Arora, M., & Sharma, R.L. (2023). Artificial intelligence and big data: ontological and communicative perspectives in multi-sectoral scenarios of modern businesses. Foresight, 25 (1), 126-143. https://doi.org/10.1108/FS-10-2021-0216
  • Ashoka, M., Nanjundaswamy, A., & Divyashree, M. (2020). Accounting for Intangible Assets: An Analysis of IFRS and Non-IFRS Based Accounting Standards. Journal of accounting research and audit practices, 1, 53-62. https://www.proquest.com/openview/7db8b896079d2c57e0a4fe9bfb179e9d/1?pq-origsite=gscholar&cbl=54439
  • Aslan, Ü., & Özerhan, Y. (2017). Big Data, Muhasebe ve Muhasebe Mesleği. Muhasebe Bilim Dünyası Dergisi, 19(4): 862-883, https://dergipark.org.tr/tr/pub/mbdd/issue/33192/331154.
  • Atkinson, K., & McGaughey, R. (2006). Accounting for data: a shortcoming in accounting for intangible assets. Academy of Accounting and Financial Studies Journal, 10(2), 85-96.
  • Attard, J., Orlandi, F., & Auer, S. (2016). Value Creation on Open Government Data. In Proceedings of the 49th Hawaii International Conferences on System Sciences (HICSS 2016), Kauai, HI: IEEE.
  • Baghi, E., Schlosser, S., Ebner, V., Otto, B., & Oesterle, H. (2014, January). Toward a decision model for master data application architecture. in 2014 47th Hawaii international conference on system sciences (pp. 3827-3836). IEEE. https://doi.org/10.1109/HICSS.2014.475
  • Bertino, E. (2016). Data security and privacy: Concepts, approaches, and research directions. In 2016 IEEE 40th Annual computer Software and Applications conference (cOMPSAc) (Vol. 1, pp. 400-407). IEEE.
  • Bitomsky, L., Bürger, O., Häckel, B., & Töppel, J. (2020). Value of data meets IT security–assessing IT security risks in data-driven value chains. Electronic Markets, 30, 589-605. https://doi.org/10.1007/s12525-019-00383-6
  • Brashear, J., Black, M. T., & Sharma, T. (2021). Data as a strategic asset. Deloitte Development LLC. All rights reserved. https://www2.deloitte.com/content/dam/Deloitte/us/Documents/technology/us-ai-institute-data-as-a-strategic-asset.pdf
  • Brynjolfsson, E., Hitt, L. M., & Yang, S. (2002). Intangible assets: Computers and organizational capital. Brookings papers on economic activity, 2002(1), 137-181. https://www.jstor.org/stable/1209176
  • Carol, C, Haskel, J., Iommi, M., & Jona-Lasinio, C. (2022). Measuring Data as an Asset: Framework, methods and preliminary estimates. OECD Economics Department Working Papers, No. 1731 (November). Paris: OECD Publishing. https://doi.org/10.1787/b840fb01en.
  • Chawinga, W. D., & Chipeta, G. T. (2017). A synergy of knowledge management and competitive intelligence: A key for competitive advantage in small and medium business enterprises. Business Information Review, 34(1), 25-36. https://doi.org/10.1177/0266382116689171
  • Cockcroft, S., & Russell, M. (2018). Big data opportunities for accounting and finance practice and research. Australian Accounting Review, 28(3), 323-333. https://doi.org/10.1111/auar.12218
  • Collins, V. (2019). Managing Data as an Asset. CPA Journal. https://www.cpajournal.com/2019/06/24/managing-data-as-an-asset/
  • Comuzzi, M., & Patel, A. (2016). How organisations leverage Big Data: a maturity model. Industrial Management & Data Systems, 116(8), 1468-1492. https://doi.org/10.1108/IMDS-12-2015-0495
  • Curry, E. (2016). The big data value chain: definitions, concepts, and theoretical approaches. New horizons for a data-driven economy: A roadmap for usage and exploitation of big data in Europe, 29-37. J.M. Cavanillas et al. (eds.), New Horizons for a Data-Driven Economy, https://doi.org/10.1007/978-3-319-21569-3_3
  • Deloitte. Baş Veri Yöneticileri CDO 2.0. ca-en-finance-cdo-nw-DeloitteChiefDataOfficers.pdf, (Erişim Tarihi: 28.03.2023).
  • Deran, A., & Savaş, İ. (2013). Maddi olmayan duran varlıkların ölçümü ve finansal tablolarda sunumu. Cumhuriyet Üniversitesi İktisadi ve İdari Bilimler Dergisi, 14(2), 73-95.
  • Dumbill, E. (2014). “Understanding the Data Value Chain.” IBM Big Data & Analytics Hub.
  • Dupuis, D., Gleason, K. C., & Kannan, Y. H. (2021). Bitcoin and Beyond: Crypto Asset Considerations for Auditors. Available at SSRN 3903995.
  • Fan, J. I. N. (2023). Research on Integrating Data Assets Into Accounting Discipline System. Journal of Modern Accounting and Auditing, 19(4), 101-112. doi: 10.17265/1548-6583/2023.04.003
  • Faroukhi, A. Z., El Alaoui, I., Gahi, Y., & Amine, A. (2020). Big data monetization throughout Big Data Value Chain: a comprehensive review. Journal of Big Data, 7(1), 1-22. https://doi.org/10.1186/s40537-019-0281-5
  • Fayyad, U., Piatetsky-Shapiro, G., & Smyth, P. (1996). From data mining to knowledge discovery in databases. AI magazine, 17(3), 37-37. https://doi.org/10.1609/aimag.v17i3.1230.
  • Fırıca, D. O., & Manaicu, A. (2018). How To Appraıse The Data Assets Of A Company?. Quality-Access to Success, 19(166). https://eds.p.ebscohost.com/eds/pdfviewer/pdfviewer?vid=0&sid=dd11106d-d269-48f3-bf40-708302be4c59%40redis
  • Govindarajan, V., Rajgopal, S., & Srivastava, A. (2018). Why Financial Statements Don’t Work for Digital Companies. Harvard Business Review. https://hbr.org/2018/02/why-financial-statements-dont-work-for-digital-companies
  • Grover, V., Chiang, R. H., Liang, T. P., & Zhang, D. (2018). Creating strategic business value from big data analytics: A research framework. Journal of management information systems, 35(2), 388-423. https://doi.org/10.1080/07421222.2018.1451951
  • Gills, T. (2003). Connecting Intangible Assets to the Bottom Line. Communication World, 20, 10-25.
  • GSMA (2018) The Data Value Chain June 2018 GSMA HEAD OFFICE. London EC4N 8AF United Kingdom.https://www.gsma.com/publicpolicy/wpcontent/uploads/2018/06/GSMA_Data_Value_Chain_June_2018.pdf
  • Gurumurthy, R., & Schatsky, D. (2019). Deloitte Insights Data mastery A foundational pivot for digital transformation, DI_Data-mastery-DeloittePivotVeri.pdf, (28.03.2023).
  • Hannila, H., Silvola, R., Harkonen, J., & Haapasalo, H. (2022). Data-driven begins with DATA; potential of data assets. Journal of Computer Information Systems, 62(1), 29-38. https://doi.org/10.1080/08874417.2019.1683782
  • Hu, C., Li, Y., & Zheng, X. (2022). Data assets, information uses, and operational efficiency. Applied Economics, 54(60), 6887-6900. https://doi.org/10.1080/00036846.2022.2084021
  • Jackson, A. B., & Luu, S. (2023). Accounting for digital assets. Australian Accounting Review, 33(3), 302-312. https://doi.org/10.1111/auar.12402
  • Jing, C., Tingshan, L., & Lu, J. (2021, October). Research on Data Assets and Their Appraisal Models. In 2021 IEEE 7th International Conference on Big Data Intelligence and Computing (DataCom) (61-65). IEEE. DOI: 10.1109/DataCom53700.2021.00017
  • Kamu Gözetimi, Muhasebe ve Denetim Standartları Kurumu (KGK). BOBİ FRS 2021 Sürümünde Yapılan Değişiklikler (Kripto Varlıkların Raporlanması). https://www.kgk.gov.tr/ContentAssignmentDetail/4969/BOBI-FRS-2021-Surumunde-Yapılan-Degisiklikler-(Kripto-Varlıkların-Raporlanması)
  • Khatri, V., & Brown, C. V. (2010). Designing data governance. Communications of the ACM, 53(1), 148-152. http://doi: 10.1145/1629175.1629210
  • KPMG. (2021). “Data as an asset” https://kpmg.com/us/en/articles/future-of-it/data-as-an-asset.html
  • Kumar Das, T., & Mishra, M. R. (2011). A study on challenges and opportunities in master data management. International Journal of Database Management Systems, 3(2), 129-139 DOI: 10.5121/ijdms.2011.3209
  • Kwon, O., Lee, N., & Shin, B. (2014). Data quality management, data usage experience and acquisition int ention of big data analytics. International journal of information management, 34(3), 387-394. https://doi.org/10.1016/j.ijinfomgt.2014.02.002
  • Latif, A., Saeed, A. U., Hoefler, P., Stocker, A., & Wagner, C. (2009, September). The Linked Data Value Chain: A Lightweight Model for Business Engineers. In I-SEMANTICS (568-575).
  • Lei-da Chen, T. S., & Frolick, M. N. (2000). Data mining methods, applications, and tools. Information systems management, 17(1), 67-68. https://doi.org/10.1201/1078/43190.17.1.20000101/31216.9
  • Li, H. J., & Zhao, L. (2021). Data becomes a factor of production: characteristics, mechanisms, and evolution of value forms. Shanghai Journal of Economics, 40(8), 48-59.
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There are 63 citations in total.

Details

Primary Language Turkish
Subjects Financial Accounting, Accounting Theory and Standards
Journal Section MAIN SECTION
Authors

Fatih Ömür Binici 0000-0001-6147-1955

Fatma Tektüfekçi 0000-0003-4276-0959

Early Pub Date September 29, 2024
Publication Date September 30, 2024
Submission Date April 5, 2024
Acceptance Date July 11, 2024
Published in Issue Year 2024 Volume: 26 Issue: 3

Cite

APA Binici, F. Ö., & Tektüfekçi, F. (2024). İŞLETMELERDE VERİ DEĞER ZİNCİRİ VE VERİ VARLIKLARININ MUHASEBE SİSTEMİ İÇİNDE GÖSTERİMİ. Muhasebe Bilim Dünyası Dergisi, 26(3), 206-231. https://doi.org/10.31460/mbdd.1465155