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A Data Valuation Model to Estimate the Investment Value of Platform Companies: Based on Discounted Cash Flow

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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

As both investment attraction and mergers and acquisitions targeting information technology and platform companies are becoming more important in the digital-centric economic environment, interest in valuing corporate data assets is increasing. Accordingly, among the income approaches used in business valuation, this study presents a data valuation model based on discounted cash flow. This model is expected to be useful for corporate investment decision-making. The assumptions used in this study for the estimation of data income include intangible asset value, exclude net asset value, and data attribution is centered on technology, human resources, and market factors. In particular, data attribution accounts comprise ordinary data research and development, data labor costs, and data advertising expenses. Data costs were divided into those incurred during collection, storage, curation, analysis, and utilization. Financial statements and related data from a real estate information platform operator over three years were collected and used to simulate the data valuation model. The simulation reveals that the operator possesses KRW 472.6 billion in data assets. Ultimately, the data valuation model developed in this study can contribute to strengthening platform operators’ investment attraction, guaranteeing financial sustainability, and transparency and data assetization.

Suggested Citation

  • Hyongmook Cheong & Boyoung Kim & Ivan Ureta Vaquero, 2023. "A Data Valuation Model to Estimate the Investment Value of Platform Companies: Based on Discounted Cash Flow," JRFM, MDPI, vol. 16(6), pages 1-17, June.
    • Handle: RePEc:gam:jjrfmx:v:16:y:2023:i:6:p:293-:d:1165864
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    1. Chutatong Charumilind & Raja Kali & Yupana Wiwattanakantang, 2006. "Connected Lending: Thailand before the Financial Crisis," The Journal of Business, University of Chicago Press, vol. 79(1), pages 181-218, January.
    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. Thomas Nellessen & Henning Zuelch, 2011. "The reliability of investment property fair values under IFRS," Journal of Property Investment & Finance, Emerald Group Publishing Limited, vol. 29(1), pages 59-73, February.
    4. Golan, Amos & Judge, George & Robinson, Sherman, 1994. "Recovering Information from Incomplete or Partial Multisectoral Economic Data," The Review of Economics and Statistics, MIT Press, vol. 76(3), pages 541-549, August.
    5. Carol A. Corrado & Charles R. Hulten, 2010. "How Do You Measure a "Technological Revolution"?," American Economic Review, American Economic Association, vol. 100(2), pages 99-104, May.
    6. Niamh Brennan & Brenda Connell, 2000. "Intellectual capital : current issues and policy implications," Open Access publications 10197/2916, Research Repository, University College Dublin.
    7. Na Shen & Kevin Au & Weiwen Li, 2020. "Strategic alignment of intangible assets: The role of corporate social responsibility," Asia Pacific Journal of Management, Springer, vol. 37(4), pages 1119-1139, December.
    8. Thomas Nellessen & Henning Zuelch, 2011. "The reliability of investment property fair values under IFRS," Journal of Property Investment & Finance, Emerald Group Publishing Limited, vol. 29(1), pages 59-73, February.
    9. Elias Steinmüller & Georg U. Thunecke & Georg Wamser, 2019. "Corporate income taxes around the world: a survey on forward-looking tax measures and two applications," International Tax and Public Finance, Springer;International Institute of Public Finance, vol. 26(2), pages 418-456, April.
    10. Edward I. Altman & Gabriele Sabato, 2013. "MODELING CREDIT RISK FOR SMEs: EVIDENCE FROM THE US MARKET," World Scientific Book Chapters, in: Oliviero Roggi & Edward I Altman (ed.), Managing and Measuring Risk Emerging Global Standards and Regulations After the Financial Crisis, chapter 9, pages 251-279, World Scientific Publishing Co. Pte. Ltd..
    11. Phung, Doan L., 1980. "Cost comparison of energy projects: Discounted cash flow and revenue requirement methods," Energy, Elsevier, vol. 5(10), pages 1053-1072.
    12. Jennergren, L. Peter, 2008. "Continuing value in firm valuation by the discounted cash flow model," European Journal of Operational Research, Elsevier, vol. 185(3), pages 1548-1563, March.
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