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Data Valuation Model for Estimating Collateral Loans in Corporate Financial Transaction

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  • Hyongmook Cheong

    (Seoul Business School, aSSIST University, Seoul 03767, Republic of Korea)

  • Boyoung Kim

    (Seoul Business School, aSSIST University, Seoul 03767, Republic of Korea)

  • Ivan Ureta Vaquero

    (Department of Business Economics, Health and Social Care, The University of Applied Sciences and Arts of Southern Switzerland, 6928 Manno, Switzerland)

Abstract

The importance of data assets as intangible corporate assets is being emphasized as more business activities based on digital technology are being carried out. This study proposes the development of a data valuation model that can enable companies to use data assets as collateral for loans in financial transactions. To this end, a model was designed with a focus on the cost approach, which is less likely to involve arbitrariness and error among other valuation model approaches. Furthermore, a model simulation was conducted after securing transaction data of a Korean secondhand marketplace provider. Among the total costs of this marketplace provider, the cost of using data reflecting the ratio of data activities was derived, focusing on financial statements and tangible and intangible assets for the last five years. The data asset acquisition costs were derived, and the data replacement costs were calculated by reflecting the past price and wage growth rates. The results revealed that simulation companies could use a total of KRW 26.8 billion worth of data as collateral for a loan. Accordingly, the data valuation model developed in this study will contribute to reinforcing the value of corporate data assets and proposing a new means of corporate financing.

Suggested Citation

  • Hyongmook Cheong & Boyoung Kim & Ivan Ureta Vaquero, 2023. "Data Valuation Model for Estimating Collateral Loans in Corporate Financial Transaction," JRFM, MDPI, vol. 16(3), pages 1-17, March.
  • Handle: RePEc:gam:jjrfmx:v:16:y:2023:i:3:p:206-:d:1103708
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    References listed on IDEAS

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    1. Amable, Bruno & Chatelain, Jean-Bernard & Ralf, Kirsten, 2010. "Patents as collateral," Journal of Economic Dynamics and Control, Elsevier, vol. 34(6), pages 1092-1104, June.
    2. Amir, Eli & Lev, Baruch, 1996. "Value-relevance of nonfinancial information: The wireless communications industry," Journal of Accounting and Economics, Elsevier, vol. 22(1-3), pages 3-30, October.
    3. Choi, Won W. & Kwon, Sung S. & Lobo, Gerald J., 2000. "Market Valuation of Intangible Assets," Journal of Business Research, Elsevier, vol. 49(1), pages 35-45, July.
    4. McConnell, K. E., 1990. "Models for referendum data: The structure of discrete choice models for contingent valuation," Journal of Environmental Economics and Management, Elsevier, vol. 18(1), pages 19-34, January.
    5. Bhatt, Nitin & Tang, Shui-Yan, 1998. "The problem of transaction costs in group-based microlending: An institutional perspective," World Development, Elsevier, vol. 26(4), pages 623-637, April.
    6. Borkowski, Susan C., 2001. "Transfer pricing of intangible property: Harmony and discord across five countries," The International Journal of Accounting, Elsevier, vol. 36(3), pages 349-374, September.
    7. Collins, Daniel W. & Maydew, Edward L. & Weiss, Ira S., 1997. "Changes in the value-relevance of earnings and book values over the past forty years," Journal of Accounting and Economics, Elsevier, vol. 24(1), pages 39-67, December.
    8. Stiglitz, Joseph E & Weiss, Andrew, 1981. "Credit Rationing in Markets with Imperfect Information," American Economic Review, American Economic Association, vol. 71(3), pages 393-410, June.
    9. Boot, Arnoud W A & Thakor, Anjan V, 1994. "Moral Hazard and Secured Lending in an Infinitely Repeated Credit Market Game," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 35(4), pages 899-920, November.
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