Abstract
The motives behind merger and acquisitions (M&A) are often linked with the opportunities to obtain knowledge and technologies in order to enhance the competitive advantages of companies. In particular, the acquisition of digital technologies through mergers and acquisitions with ICT companies is especially relevant. However, the efficiency of such deals is often low and calls into question the implementation of digitalization strategies of companies. In this study we employ an approach for assessing the efficiency of M&A deals with ICT companies by using the DEA method. Applying regression analysis, it was found that the high level of research and development expenses of acquirers can negatively impact the efficiency of the M&A deals with ICT companies.
References
Ahuja G., Katila R. (2001) Technological acquisitions and the innovation performance of acquiring firms: A longitudinal study. Strategic Management Journal, 22, 197-220. DOI: https://doi.org/10.1002/smj.157
Alam A., Uddin M., Yazdifar H. (2019) Institutional determinants of R&D investment: Evidence from emerging markets. Technological Forecasting and Social Change, 138, 34-44. DOI: https://doi.org/10.1016/j.techfore.2018.08.007
Andrade G., Stafford E. (2004) Investigating the economic role of mergers. Journal of Corporate Finance, 10 (1), 1-36. DOI: https://doi.org/10.1016/S0929-1199(02)00023-8
Audretsch D.B., Belitski M. (2020) The role of R&D and knowledge spillovers in innovation and productivity. European Economic Review, 123, 103391. DOI: https://doi.org/10.1016/j.euroecorev.2020.103391
Belderbos R., Cassiman B., Faems D., Leten B., Van Looy B. (2014) Co-ownership of intellectual property: Exploring the value-appropriation and value-creation implications of co-patenting with different partners. Research Policy, 43(5), 841-852. DOI: https://doi.org/10.1016/j.respol.2013.08.013
Benou G., Madura J. (2005) High-tech acquisitions, firm specific characteristics and the role of investment bank advisors. The Journal of High Technology Management Research, 16(1), 101-120. DOI: https://doi.org/10.1016/j.hitech.2005.06.006
Bloningen B.A., Taylor C.T. (2000) R&D intensity and acquisitions in high technology industries: Evidence from the US electronic and electrical equipment industries. Journal of Industrial Economics, 68(1), 47-70. https://www.jstor.org/stable/117483.
Bogetoft P., Wang D. (2005) Estimating the Potential Gains from Mergers. Journal of Productivity Analysis, 23, 145-171. DOI: https://doi.org/10.1007/s11123-005-1326-7
Bravo-Ortega C., Marin A.G. (2011) R&D and Productivity: A Two Way Avenue? World Development, 39(7), 1090-1107. DOI: https://doi.org/10.1016/j.worlddev.2010.11.006
Brown J.R., Fazzari S.M., Petersen B.C. (2009) Financing innovation and growth: Cash flow, external equity, and the 1990s R&D boom. The Journal of Finance, 64(1), 151-185. DOI: https://doi.org/10.1111/j.1540-6261.2008.01431.x
Capron L., Hulland J. (1999) Redeployment of brands, sales forces, and general marketing management expertise following horizontal acquisitions: A resource-based view. Journal of Marketing, 63(2), 41-54. https://doi.org/10.1177%2F002224299906300203.
Cassiman B., Colombo M.G., Garrone P., Veugelers R. (2005) The impact of M&A on the R&D process: An empirical analysis of the role of technological- and market-relatedness. Research Policy, 34(2), 195-220. DOI: https://doi.org/10.1016/j.respol.2005.01.002
Chakrabarti A., Hauschildt J. Suverkrup C. (1994) Does it pay to acquire technological firms? R&D Management, 24, 047-056. DOI: https://doi.org/10.1111/j.1467-9310.1994.tb00846.x
Chan L., Lakonishok J., Sougiannis T. (2001) The Stock Market Valuation of Research & Development Expenditures. Journal of Finance, 56(6), 2431-2456. DOI: https://doi.org/10.1111/0022-1082.00411
Charnes A., Cooper W.W., Rhodes E. (1978) Measuring the efficiency of decision making units. European Journal of Operational Research, 2, 429-444. DOI: https://doi.org/10.1016/0377-2217(78)90138-8
Cloodt M., Hagedoorn J., Kranenburg H.V. (2006) Mergers and acquisitions: Their effect on the innovative performance of companies in high-tech industries. Research Policy, 35(5), 642-654. DOI: https://doi.org/10.1016/j.respol.2006.02.007
Cohen W., Levinthal D. (1990) Absorptive Capacity: A New Perspective on Learning and Innovation. Administrative Science Quarterly, 35(1), 128-152. DOI: https://doi.org/10.2307/2393553
DeYoung R., Evanoff D.D., Molyneux P. (2009) Mergers and acquisitions of financial institutions: A review of the post-2000 literature. Journal of Financial Services Research, 36(2-3), 87-110. DOI: https://doi.org/10.1007/s10693-009-0066-7
Desyllas P., Hughes A. (2008) Sourcing technological knowledge through corporate acquisition: Evidence from an international sample of high technology firms. The Journal of High Technology Management Research, 18(2), 157-172. DOI: https://doi.org/10.1016/j.hitech.2007.12.003
Duysters G., Hagedoorn J. (2001) Do Company Strategies and Stuctures Converge in Global Markets? Evidence from the Computer Industry. Journal of International Business Studies, 32, 347-356. DOI: https://doi.org/10.1057/palgrave.jibs.8490956
Eisfeldt A.L., Papanikolaou D. (2014) The value and ownership of intangible capital. American Economic Review, 104 (5), 189-194. DOI: https://doi.org/10.1257/aer.104.5.189
Emrouznejad A., Yang G.L. (2018) A survey and analysis of the first 40 years of scholarly literature in DEA: 1978-2016. Socio-Economic Planning Sciences, 61, 4-8. DOI: https://doi.org/10.1016/j.seps.2017.01.008
Griffith R., Harrison R., Van Reenen J. (2006) How Special Is the Special Relationship? Using the Impact of U.S. R&D on U.K. Firms Spillovers as a Test of Technology Sourcing. American Economic Review, 96, 1859-1875.
Griliches Z. (1958) Research Costs and Social Returns: Hybrid Corn and Related Innovations. Journal of Political Economy, 66 (5), 419-431. https://www.jstor.org/stable/1826669.
Griliches Z. (1979) Issues in assessing the contribution of research and development to productivity growth. The Bell Journal of Economics, 10(1): 92-116. DOI: https://doi.org/10.2307/3003321
Hagedoorn J. Duysters G. (2002) External Sources of Innovative Capabilities: The Preferences for Strategic Alliances or Mergers and Acquisitions. Journal of Management Studies, 39, 167-188. DOI: https://doi.org/10.1111/1467-6486.00287
Hagedoorn J., Cloodt M. (2003) Measuring innovative performance: Is there an advantage in using multiple indicators? Research Policy, 32(8), 1365-1379. DOI: https://doi.org/10.1016/S0048-7333(02)00137-3
Haleblian J., Devers C.E., McNamara G., Carpenter M.A., Davison R.B. (2009) Taking stock of what we know about mergers and acquisitions: A review and research agenda. Journal of Management, 35(3), 469-502. https://doi.org/10.1177%2F0149206308330554.
Hall B.H. (1996) The private and social returns to research and development (NBER Working Paper No. R2092), Cambridge, MA: National Bureau of Economic Research.
Healy P.M., Palepu K.G., Ruback R.S. (1992) Does corporate performance improve after mergers? Journal of Financial Economics, 31(2), 135-175. DOI: https://doi.org/10.1016/0304-405X(92)90002-F
Hitt M., Hoskisson R., Ireland R., Harrison J. (1991) Effects of Acquisitions on R&D Inputs and Outputs. The Academy of Management Journal, 34(3), 693-706. DOI: https://doi.org/10.2307/256412
Hitt M., Hoskisson R., Johnson R., Moesel D. (1996) The Market for Corporate Control and Firm Innovation. The Academy of Management Journal, 39(5), 1084-1119. DOI: https://doi.org/10.5465/256993
Holger E., Vitt J. (2000) The Influence of Corporate Acquisitions on the Behavior of Key Inventors. R&D Management, 30, 105-120. DOI: https://doi.org/10.1111/1467-9310.00162
Hung S.C., Lee Y., Lin B.W. (2006) R&D intensity and commercialization orientation effects on financial performance. Journal of Business Research, 59(6), 679-685. DOI: https://doi.org/10.1016/j.jbusres.2006.01.002
Iwasa T., Odagiri H. (2004) Overseas R&D, knowledge sourcing, and patenting: An empirical study of Japanese R&D investment in the US. Research Policy, 33(5): 807-828. DOI: https://doi.org/10.1016/j.respol.2004.01.002
Jemison D., Haspeslagh P. (1991) Managing Acquisitions: Creating Value through Corporate Renewal, New York: Free Press.
Jovanovic B., Rousseau P.L. (2008) Mergers as reallocation. The Review of Economics and Statistics, 90(4), 765-776. DOI: https://doi.org/10.1162/rest.90.4.765
King D.R., Slotegraaf R.J., Kesner I. (2008) Performance implications of firm resource interactions in the acquisition of R&D-intensive firms. Organization Science, 19(2), 327-340. DOI: https://doi.org/10.1287/orsc.1070.0313
Koellinger P. (2008) The relationship between technology, innovation, and firm performance - Empirical evidence from e-business in Europe. Research Policy, 37(8), 1317-1328. DOI: https://doi.org/10.1016/j.respol.2008.04.024
Kohers N., Kohers T. (2000) The value creation potential of high-tech mergers. Financial Analysts Journal, 56(3), 40-51. DOI: https://doi.org/10.2469/faj.v56.n3.2359
Lane P.J., Lubatkin M. (1998) Relative absorptive capacity and interorganizational learning. Strategic Management Journal, 19: 461-477. :5%3C461::AID-SMJ953%3E3.0.CO;2-L. DOI: https://doi.org/10.1002/(SICI)1097-0266(199805)19
Liu H., Chen T., Pai L. (2007) The Influence of Merger and Acquisition Activities on Corporate Performance in the Taiwanese Telecommunications Industry. The Service Industries Journal, 27(8), 1041-1051. DOI: https://doi.org/10.1080/02642060701673729
Lozano S., Villa G. (2010) DEA-based pre-merger planning tool. Journal of the Operational Research Society, 61(10), 1485-1497. DOI: https://doi.org/10.1057/jors.2009.106
Mansfield E. (1988) Industrial R&D in Japan and the United States: A Comparative Study. The American Economic Review, 78(2): 223-228. https://www.jstor.org/stable/1818127.
Ortega-Argiles R., Piva M., Potters L., Vivarelli M. (2010) Is corporate R&D investment in hightech sectors more effective? Contemporary Economic Policy, 28, 353-365. DOI: https://doi.org/10.1111/j.1465-7287.2009.00186.x
Peters R.H., Taylor L.A. (2017) Intangible capital and the investment-q relation. Journal of Financial Economics, 123(2): 251-272. DOI: https://doi.org/10.1016/j.jfineco.2016.03.011
Peyrache A. (2013) Industry structural inefficiency and potential gains from mergers and break-ups: A comprehensive approach. European Journal of Operational Research, 230(2): 422-430. DOI: https://doi.org/10.1016/j.ejor.2013.04.034
Phillips G.M., Zhdanov A. (2013) R&D and the Incentives from Merger and Acquisition Activity. The Review of Financial Studies, 26(1): 34-78. DOI: https://doi.org/10.1093/rfs/hhs109
Phillips R.L., Ormsby R. (2016) Industry classification schemes: An analysis and review. Journal of Business & Finance Librarianship, 21(1), 1-25. DOI: https://doi.org/10.1080/08963568.2015.1110229
Prabhu J.C., Chandy R.K., Ellis M.E. (2005) The Impact of Acquisitions on Innovation: Poison Pill, Placebo, or Tonic? Journal of Marketing, 69(1), 114-130. https://journals.sagepub.com/doi/. DOI: https://doi.org/10.1509/jmkg.69.1.114.55514#
Ranft A., Lord M. (2002) Acquiring New Technologies and Capabilities: A Grounded Model of Acquisition Implementation. Organization Science, 13(4), 420-441. https://www.jstor.org/stable/3085975.
Ranft A.L., Lord M.D. (2000) Acquiring new knowledge: The role of retaining human capital in acquisitions of high-tech firms. The Journal of High Technology Management Research, 11(2): 295-319. DOI: https://doi.org/10.1016/S1047-8310(00)00034-1
Ravenscraft D., Scherer F. (1987) Life After Takeover. The Journal of Industrial Economics, 36(2): 147-156. DOI: https://doi.org/10.2307/2098409
Ravenscraft D., Scherer F.M. (1982) The lag structure of returns to research and development. Applied Economics, 14 (6), 603-620. DOI: https://doi.org/10.1080/00036848200000036
Sirmon D.G., Hitt M.A., Ireland R.D., Gilbert B.A. (2011) Resource Orchestration to Create Competitive Advantage: Breadth, Depth, and Life Cycle Effects. Journal of Management, 37(5), 1390-1412. https://doi.org/10.1177%2F0149206310385695.
Stoneman P., Kwon M.J. (1996) Technology adoption and firm profitability. The Economic Journal, 106(437), 952-962. DOI: https://doi.org/10.2307/2235366
Wagner M. (2011) To explore or to exploit? An empirical investigation of acquisitions by large incumbents. Research Policy, 40(9): 1217-1225. DOI: https://doi.org/10.1016/j.respol.2011.07.006
Wanke P., Maredza A., Gupta R. (2017) Merger and acquisitions in South African banking: A network DEA model. Research in International Business and Finance, 41, 362-376. DOI: https://doi.org/10.1016/j.ribaf.2017.04.055
Worthington A.C. (2001) Efficiency in pre?merger and post?merger non?bank financial institutions. Managerial and Decision Economics, 22, 439-452. DOI: https://doi.org/10.1002/mde.1033
Xie E., Reddy K.S., Liang J. (2017) Country-specific determinants of cross-border mergers and acquisitions: A comprehensive review and future research directions. Journal of World Business, 52(2), 127-183. DOI: https://doi.org/10.1016/j.jwb.2016.12.005

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