Supporting management decisions for M&A transactions based on the strategic allocation of intangible assets
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DOIhttp://dx.doi.org/10.21511/ppm.22(2).2024.42
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Article InfoVolume 22 2024, Issue #2, pp. 539-554
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In the context of mergers and acquisitions (M&A), management decisions regarding asset allocation play a key role in determining the strategic value of intangible assets. This study investigates the allocation of such assets, particularly goodwill, in relation to enterprise value on balance sheets across global M&A transactions within the B2C sector from 2000 to 2021. Utilizing data from the Markables database, which includes 543 transactions, this study presents robust and quantile regression analyses to effectively address challenges arising from non-normally distributed data. The findings underscore a significant correlation between the strategic allocation of intangible assets, especially goodwill, and enterprise value, highlighting their essential role in reflecting future earning potential and growth prospects. Additionally, the study reveals specific factors, including transaction type (asset vs. share deals) and timing (transaction year), that influence these asset allocation decisions. These insights are critical for enhancing management decisions in valuation and strategic financial planning during M&A. By elucidating these dynamics, this paper significantly contributes to the literature on management accounting and corporate finance, offering a granular understanding of the valuation of intangible assets in business combinations.
Acknowledgment
This study emerged from a cooperative project between the University of Applied Sciences Kufstein (Austria) and the University of Economics in Bratislava (Slovakia) 2023-05-15-003 “Enhancing long-term business value towards environmentally and socially sustainable economy,” which was funded by the performance committee of the Austria-Slovakia Action initiative.
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JEL Classification (Paper profile tab)М21, M41, G34, L25
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References86
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Tables4
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Figures1
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- Figure A1. Diagrams for the estimated parameters for the variables GOOD, ITANG and TANG
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- Table 1. Variables of the study
- Table 2. Descriptive statistics and correlation analyses
- Table 3. Robust regression analyses
- Table 4. Robustness test of the results using quantile regression and a modified robust regression with non-linear effects
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- Abdul-Hameed, B., & Matanmi, O. G. (2021). A modified Breusch-Pagan test for detecting heteroscedasticity in the presence of outliers. Pure and Applied Mathematics Journal, 10(6), 139-149.
- Albuquerque Junior, M., Filipe, J. A., Jorge Neto, P. D. M., & da Silva, C. (2021). The study of events approach applied to the impact of mergers and acquisitions on the performance of consulting engineering companies. Mathematics, 9(2), Article 130.
- Arikan, A. M. (2002). Does it pay-off to capture intangible assets through mergers and acquisitions? Academy of Management Proceedings, 2002(1), R1-R6.
- Arzac, E. R. (2008). Valuation for mergers, buyouts, and restructuring. Hoboken, NJ: John Wiley & Sons.
- Astivia, O. L. O., & Zumbo, B. D. (2019). Heteroskedasticity in multiple regression analysis: What it is, how to detect it and how to solve it with applications in R and SPSS. Practical Assessment, Research & Evaluation, 24(1), Article 1.
- Bahadir, S. C., Bharadwaj, S. G., & Srivastava, R. K. (2008). Financial value of brands in mergers and acquisitions: Is value in the eye of the beholder? Journal of Marketing, 72(6), 49-64.
- Barnes, P. (1987). The analysis and use of financial ratios: A review article. Journal of Business Finance & Accounting, 14(4), 449-461.
- Barreto, H., & Howland, F. M. (2006). Introductory econometrics: Using Monte Carlo simulation with Microsoft Excel. Cambridge, UK: Cambridge University Press.
- Battagello, F. M., Cricelli, L., & Grimaldi, M. (2019). Prioritization of strategic intangible assets in make/buy decisions. Sustainability, 11(5), Article 1267.
- Booth, L., Cleary, S. W., & Peterson Drake, P. (2014). Corporate finance: Financial management in a global environment. Hoboken, NJ: John Wiley & Sons.
- Breivik, E., & Thorbjornsen, H. (2008). Consumer brand relationships: An investigation of two alternative models. Journal of the Academy of Marketing Science, 36(4), 443-472.
- Brooks, C. (2014). Introductory econometrics for finance. Cambridge, UK: Cambridge University Press.
- Bugeja, M., & Loyeung, A. (2015). What drives the allocation of the purchase price to goodwill? Journal of Contemporary Accounting & Economics, 11(3), 245-261.
- Burns, R. B., & Burns, R. A. (2008). Business research methods and statistics using SPSS. London, UK: Sage Publications.
- Cade, B. S., & Noon, B. R. (2003). A gentle introduction to quantile regression for ecologists. Frontiers in Ecology and the Environment, 1(8), 412-420.
- Cappel, W., & Hartmann, P. (2018). Die Goodwill-Entwicklung 2008-2016 der DAX30-Unternehmen [The Goodwill development 2008-2016 of the DAX30 companies]. Zeitschrift für internationale und kapitalmarktorientierte Rechnungslegung, 5, 230-241. (In German).
- Carvalho, C., Rodrigues, A. M., & Ferreira, C. (2016). The recognition of goodwill and other intangible assets in business combinations – The Portuguese case. Australian Accounting Review, 26(1), 4-20.
- Chu, Y., Chu, J., & Liu, H. (2021). The impact of mergers and acquisitions of brand equity: A structural analysis. International Journal of Research in Marketing, 38(3), 615-638.
- Cinca, S. C., Mar Molinero, C., & Larraz, G. J. L. (2005). Country and size effects in financial ratios: A European perspective. Global Finance Journal, 16(1), 26-47.
- Corona, C. (2009). Dynamic performance measurement with intangible assets. Review of Accounting Studies, 14(2), 314-348.
- Cosmulese, C. G., Socoliuc, M., Ciubotariu, M.-S., Grosu, V., & Mateş, D. (2020). Empirical study on the impact of evaluation of intangible assets on the market value of the listed companies. E&M Economics and Management, 24(1), 84-101.
- Costa, R., & Evangelista, S. (2008). An AHP approach to assess brand intangible assets. Measuring Business Excellence, 12(2), 68-78.
- Das, A. (2021). Post-acquisition performance of emerging market firms: A multi-dimensional analysis of acquisitions in India. Journal of Risk and Financial Management, 14(12), Article 567.
- Dinh, T., Kang, H., Morris, R. D., & Schultze, W. (2018). Evolution of intangible asset accounting: Evidence from Australia. Journal of International Financial Management & Accounting, 29(3), 247-279.
- Fischer, T. M., & Baumgartner, K. T. (2021). Understanding the reporting of intangibles from a business perspective. In B. Heidecke, M. C. Hübscher, R. Schmidtke, & M. Schmitt (Eds.), Intangibles in the World of Transfer Pricing: Identifying-Valuing-Implementing (pp. 75-113). Springer.
- Foster, J., Barkus, E., & Yavorsky, C. (2006). Understanding and using advances statistics. London, UK: Sage Publications.
- Francis, J. (2016). Enterprise value. In M. Augier & D. J. Teece (Eds.), The Palgrave encyclopedia of strategic management (pp. 500-503). London, UK: MacMillan.
- Giuliani, M., & Brännström, D. (2011). Defining goodwill: A practice perspective. Journal of Financial Reporting & Accounting, 9(2), 161-175.
- Gore, P., Taib, F. M., & Taylor, P. A. (2000). Accounting for goodwill: An examination of factors influencing management preferences. Accounting and Business Research, 30(3), 213-225.
- Gu, F., & Wang, W. (2005). Intangible assets, information complexity, and analysts’ earnings forecasts. Journal of Business Finance & Accounting, 32(9/10), 1673-1702.
- Gupta, O., & Roos, G. (2001). Mergers and acquisitions through an intellectual capital perspective. Journal of Intellectual Capital, 2(3), 297-309.
- Haans, R. F. J., Pieters, C., & He, Z.-L. (2016). Thinking about U: Theorizing and testing U-and inverted U-shaped relationships in strategy research. Strategic Management Journal, 37(7), 1177-1195.
- Hasan, M. M., Taylor, G., & Richardson, G. (2022). Brand capital and stock price crash risk. Management Science, 68(10), 7221-7247.
- Homburg, C., Klarmann, M., & Schmitt, J. (2010). Brand awareness in business markets: When is it related to firm performance? International Journal of Research in Marketing, 27(3), 201-212.
- Hübscher, M. C., & Martynkiewitz, N. (2021). Intangibles in different industries. In B. Heidecke, M. C. Hübscher, R. Schmidtke, & M. Schmitt (Eds.), Intangibles in the World of Transfer Pricing: Identifying-Valuing-Implementing (pp. 115-139). Springer.
- Huyghebaert, N., & Luypaert, M. (2010). Antecedents of growth through mergers and acquisitions: Empirical results from Belgium. Journal of Business Research, 63(4), 392-403.
- Institute for Mergers, Acquisitions & Alliances. (n.d.). M&A statistics.
- Ismail, M. I., & Rasheed, H. A. (2021). Robust regression methods / A comparison study. Turkish Journal of Computer and Mathematics Education, 12(14), 2939-2949.
- Jeny, A., Paugam, L., & Astolfi, P. (2019). The usefulness of intangible assets’ disclosure for financial analysts. Insights from Purchase Price Allocation conditional on deal quality. Comptabilité-Contrôle-Audit, 25(2), 5-53.
- Kahane, L. (2008). Regression basics. Thousand Oaks, CA: Sage Publications.
- Keller, K. L. (2001). Building customer-based brand equity: A blueprint for creating strong brands. USA: Marketing Science Institute.
- Khan, D. M., Yaqoob, A., Zubair, S., Khan, M. A., Zubair, A., & Alamri, O. A. (2021). Applications of robust regression techniques: An econometric approach. Mathematical Problems in Engineering, 2021.
- Kimbrough, M. D. (2007). Do investors rely on purchase price allocation disclosures? (Working Paper). Harvard Business School.
- Kongpichayanond, P. (2009). Knowledge management for sustained competitive advantage in mergers and acquisitions. Advances in Developing Human Resources, 11(3), 375-387.
- KPMG. (2010). Intangible assets and goodwill in the context of business combinations: An industry study.
- Lamarche, C. (2020). Quantile regression methods. In K. F. Zimmermann (Ed.), Handbook of labor, human resources and population economics (pp. 1-15). Cham: Springer.
- Lev, B. (2001). Intangibles: Management, measurement, and reporting. Washington, DC: Brookings Institution Press.
- Lim, S. C., Macias, A. J., & Moeller, T. (2020). Intangible assets and capital structure. Journal of Banking & Finance, 118, Article 105873.
- Lindemann, J. (2010). Return on brand investment. In The Economy of Brands (pp. 125-148). London: Palgrave Macmillan UK.
- Lo, S. C. (2012). Success in business – A brand equity perspective. American Journal of Applied Sciences, 9(3), 388-391.
- Löffler, G., & Posch, P.N. (2007). Credit risk modeling using Excel and VBA. Hoboken, NJ: Wiley & Sons.
- Maaloul, A., Amar, W. B., & Zeghal, D. (2016). Voluntary disclosure of intangibles and analysts’ earnings forecasts and recommendations. Journal of Applied Accounting Research, 17(4), 421-439.
- Madden, T. J., Fehle, F., & Fournier, S. (2006). Brands matter: An empirical demonstration of the creation of shareholder value through branding. Journal of the Academy of Marketing Science, 34(2), 224-235.
- Mauer, D. C., Villatoro, N., & Zhang, Y. (2022). Brand equity and corporate debt structure. Journal of Business Finance & Accounting, 49(7-8), 1077-1112.
- McCarthy, M. G., & Schneider, D. K. (1995). Market perception of goodwill: Some empirical evidence. Accounting and Business Research, 26(1), 69-81.
- McLeay, S., & Trigueiros, D. (2002). Proportionate growth and the theoretical foundations of financial ratios. Abacus, 38(3), 297-316.
- Mellen, C. M., & Evans, F. C. (2010). Valuation for M&A: Building value in private companies. Hoboken.
- Mullins, M., O’Regan, P., Kinsella, S., & Regan, K. (2013). Accounting for intangibles: Knowledge economy and the issue of memory; some insights from Philosophy of Bergson. Philosophy of Management, 12(3), 49-64.
- Mummolo, J., & Peterson, E. (2018). Improving the interpretation of fixed effects regression results. Political Science Research Methods, 6(4), 829-835.
- Paswan, A. K., Jeon, S., Iyer, P., & Suryandari, R. T. (2016). Franchise brand management from a knowledge perspective. In F. Dall’Olmo Riley, J. Singh, & Ch. Blankson (Eds.), The Routledge companion to contemporary brand management (pp. 552-566). Routledge.
- Paugam, L., Astolfi, P., & Ramond, O. (2015). Accounting for business combinations: Do purchase price allocations matter? Journal of Accounting and Public Policy, 34(4), 362-391.
- Peng, Y. T., Zhang, J. Y., & Chang, J. S. (2021). Exploring the relevance of intangible assets and capital structure. International Journal of Trade, Economics and Finance, 12(6), 144-148.
- Rai, A. K., & Srivastava, M. (2014). Customer loyalty: Concept, context and character. New Delhi: McGraw-Hill.
- Riya, & Patra, G. (2020). A review article of international merger & acquisitions. International Journal of Management, 11(11), 143-157.
- Rousseeuw, P. J. (1987). Robust regression and outlier detection. New York, NY: John Wiley & Sons.
- Sacui, V., & Szatmary, M. C. (2015). Intangible assets in business combinations. Review of International Comparative Management, 16(3), 385-397.
- Saienko, M. I., Lelechenko, A. P., Marusheva, O. A., Medvedchuk, O. V., & Lahunova, I. A. (2021). Formation and implementation of economic mechanism of brand-technologies of trading enterprises. Studies of Applied Economics, 39(6).
- Saksanova, S., & Kantāne, I. (2016). Mergers and acquisitions: Examples of best practice in Europe and Latvia. In Contemporary Issues in Finance: Current Challenges from Across Europe (98 vol., pp. 95-110). Emerald Group Publishing Limited.
- Shalev, R. (2009). The information content of business combination disclosure level. The Accounting Review, 84(1), 239-270.
- Shalev, R. O. N., Zhang, I. X., & Zhang, Y. (2013). CEO compensation and fair value accounting: Evidence from purchase price allocation. Journal of Accounting Research, 51(4), 819-854.
- Sinclair, R., & Keller, K. L. (2014). A case for brands as assets: Acquired and internally developed. Journal of Brand Management, 21(4), 286-302.
- Sinclair, R., & Keller, K. L. (2017). Brand value, accounting standards, and mergers and acquisitions: “The Moribund Effect”. Journal of Brand Management, 24(2), 178-192.
- Situm, M., Pernsteiner, H., & Sorrentino, G. (2019). Der Markenwert vor und nach einer M&A Transaktion: Eine empirische Analyse im Perspektivenwechsel [The brand value before and after an M&A transaction: An empirical analysis from a perspective switch]. M&A Review, 30(6), 179-185. (In German).
- Srivastava, R. K. (2012). The role of brand equity on mergers and acquisition in the pharmaceutical industry: When doe firms learn from their merger and acquisition experience? Journal of Strategy and Management, 5(3), 266-283.
- Steenkamp, N., & Kashyap, V. (2010). Importance and contribution of intangible assets: SME managers’ perceptions. Journal of Intellectual Capital, 11(3), 368-390.
- Su, W. H., & Wells, P. (2018). Acquisition premiums and the recognition of identifiable intangible assets in business combinations pre- and post-IFRS adoption. Accounting Research Journal, 31(2), 135-156.
- Subramanian, S., & Carson, R. T. (1988). Robust regression in the presence of heteroscedasticity. Advances in Econometrics, 7, 85-138.
- Tahat, Y. A., Ahmed, A. H., & Alhadab, M. M. (2018). The impact of intangibles on firms’ financial and market performance: UK evidence. Review of Quantitative Finance and Accounting, 50, 1147-1168.
- Thornhill, S., & Gellatly, G. (2005). Intangible assets and entrepreneurial finance: The role of growth history and growth expectations. International Entrepreneurship and Management Journal, 1(2), 135-148.
- United Nations. (2015). Central product classification (CPC): Version 2.1 (Statistical Papers, Series M No. 77, Ver.2.1).
- Vulpiani, M. (2008). Purchase price allocation and choice of the valuation methods. Business Valuation Review, 27(2), 79-84.
- Wei, Y., & Carroll, R. J. (2009). Quantile regression with measurement error. Journal of the American Statistical Association, 104(487), 1129-1143.
- Yamaguchi, T. (2014). Intangible asset valuation model using panel data. Asia-Pacific Financial Markets, 21(2), 175-191.
- Yildiz, Y., & Camgoz, S. M. (2019). Brand equity and firm risk: An empirical investigation in an emerging market. Emerging Markets Finance and Trade, 55(1), 218-235.
- Yu, K., Lu, Z., & Stander, J. (2003). Quantile regression: Applications and current research areas. The Statistician, 52(3), 331-350.
- Zhang, I. X., & Zhang, Y. (2017). Accounting discretion and purchase price allocation after acquisitions. Journal of Accounting, Auditing & Finance, 32(2), 241-270.