The Role of Predictions in Acquisition Decision Making: The Strategic Value of AI-Driven Foresight

References

• Agrawal A, Gans J, Goldfarb A (2018) Prediction Machines: The Simple Economics of Artificial Intelligence (Harvard Business Review Press, Boston).Google Scholar
• Amburgey TL, Miner AS (1992) Strategic momentum: The effects of repetitive, positional, and contextual momentum on merger activity. Strategic Management J. 13(5):335–348.Crossref, Google Scholar
• Arikan AM, McGahan AM (2010) The development of capabilities in new firms. Strategic Management J. 31(1):1–18.Crossref, Google Scholar
• Bali TG, Beckmeyer H, Mörke M, Weigert F (2023) Option return predictability with machine learning and big data. Rev. Financial Stud. 36(9):3548–3602.Crossref, Google Scholar
• Barney JB (1986) Organizational culture: Can it be a source of sustained competitive advantage? Acad. Management Rev. 11(3):656–665.Crossref, Google Scholar
• Barney JB (1988) Returns to bidding firms in mergers and acquisitions: Reconsidering the relatedness hypothesis. Strategic Management J. 9(S1):71–78.Crossref, Google Scholar
• Barney JB, Reeves M (2024) AI won’t give you a new sustainable advantage. Harvard Bus. Rev. 102(5):72–79.Google Scholar
• Basuil DA, Datta DK (2015) Effects of industry- and region-specific acquisition experience on value creation in cross-border acquisitions: The moderating role of cultural similarity. J. Management Stud. 52(6):766–795.Crossref, Google Scholar
• Bauer F, Matzler K (2014) Antecedents of M&A success: The role of strategic complementarity, cultural fit, and degree and speed of integration. Strategic Management J. 35(2):269–291.Crossref, Google Scholar
• Bennett VM, Feldman ER (2017) Make room! Make room! A note on sequential spinoffs and acquisitions. Strategy Sci. 2(2):100–110.Link, Google Scholar
• Bick P, Crook MD, Lynch AA, Walkup BR (2017) Does distance matter in mergers and acquisitions? J. Financial Res. 40(1):33–54.Crossref, Google Scholar
• Bingham CB, Heimeriks KH, Meyer-Doyle P (2024) How firms cultivate collaboration during postmerger integration of technology acquisitions. Strategy Sci. 9(2):205–228.Link, Google Scholar
• Boussioux L, Lane JN, Zhang M, Jacimovic V, Lakhani KR (2024) The crowdless future? Generative AI and creative problem-solving. Organ. Sci. 35(5):1589–1607.Link, Google Scholar
• Brunswik E (1952) The Conceptual Framework of Psychology (University of Chicago Press, Chicago).Google Scholar
• Bubeck S, Chandrasekaran V, Eldan R, Gehrke JA, Horvitz E, Kamar E, Lee P, et al. (2023) Sparks of artificial general intelligence: Early experiments with GPT-4. Preprint, submitted March 22, https://arxiv.org/abs/2303.12712.Google Scholar
• Cabral JJ, Deng C, Kumar MVS (2020) Internal resource allocation and external alliance activity of diversified firms. J. Management Stud. 57(8):1690–1717.Crossref, Google Scholar
• Capron L, Pistre N (2002) When do acquirers earn abnormal returns? Strategic Management J. 23(9):781–794.Crossref, Google Scholar
• Carow K, Heron R, Saxton T (2004) Do early birds get the returns? An empirical investigation of early-mover advantages in acquisitions. Strategic Management J. 25(6):563–585.Crossref, Google Scholar
• Chahine S, Hasan I, Mazboudi M (2018) The role of auditors in merger and acquisition completion time. Internat. J. Auditing 22(3):568–582.Crossref, Google Scholar
• Chakrabarti A, Mitchell W (2016) The role of geographic distance in completing related acquisitions: Evidence from U.S. chemical manufacturers. Strategic Management J. 37(4):673–694.Crossref, Google Scholar
• Chatterjee S (1986) Types of synergy and economic value: The impact of acquisitions on merging and rival firms. Strategic Management J. 7(2):119–139.Crossref, Google Scholar
• Chen Q, Goldstein I, Jiang W (2007) Price informativeness and investment sensitivity to stock price. Rev. Financial Stud. 20(3):619–650.Crossref, Google Scholar
• Chen L, Tong TW, Tang S, Han N (2022) Governance and design of digital platforms: A review and future research directions on a meta-organization. J. Management 48(1):147–184.Crossref, Google Scholar
• Choudhury P, Allen RT, Endres MG (2021) Machine learning for pattern discovery in management research. Strategic Management J. 42(1):30–57.Crossref, Google Scholar
• Choudhary V, Marchetti A, Shrestha YR, Puranam P (2023) Human-AI ensembles: When can they work? J. Management 51(2):536–569.Google Scholar
• Csaszar FA (2018) What makes a decision strategic? Strategic representations. Strategy Sci. 3(4):606–619.Link, Google Scholar
• Csaszar FA, Laureiro-Martínez D (2018) Individual and organizational antecedents of strategic foresight: A representational approach. Strategy Sci. 3(3):513–532.Link, Google Scholar
• Csaszar FA, Ostler J (2020) A contingency theory of representational complexity in organizations. Organ. Sci. 31(5):1198–1219.Link, Google Scholar
• Csaszar FA, Ketkar H, Kim H (2024) Artificial intelligence and strategic decision-making: Evidence from entrepreneurs and investors. Strategy Sci. 9(4):322–345.Link, Google Scholar
• Cyert RM, March JG (1963) A Behavioral Theory of the Firm, 2nd ed. (Wiley-Blackwell, New York).Google Scholar
• Dell’Acqua F, McFowland EI, Mollick ER, Lifshitz-Assaf H, Kellogg K, Rajendran S, Krayer L, Candelon F, Lakhani KR (2023) Navigating the jagged technological frontier: Field experimental evidence of the effects of AI on knowledge worker productivity and quality. Harvard Business School Working Paper No. 24-013.Google Scholar
• Derrien F, Frésard L, Slabik V, Valta P (2023) Industry asset revaluations around public and private acquisitions. J. Financial Econom. 147(1):243–269.Crossref, Google Scholar
• Dikova D, Sahib PR, Van Witteloostuijn A (2010) Cross-border acquisition abandonment and completion: The effect of institutional differences and organizational learning in the international business service industry, 1981-2001. J. Internat. Bus. Stud. 41(2):223–245.Crossref, Google Scholar
• Eckbo BE, Makaew T, Thorburn KS (2018) Are stock-financed takeovers opportunistic? J. Financial Econom. 128(3):443–465.Crossref, Google Scholar
• Ellis KM, Reus TH, Lamont BT, Ranft AL (2011) Transfer effects in large acquisitions: How size-specific experience matters. Acad. Management J. 54(6):1261–1276.Crossref, Google Scholar
• Felin T, Holweg M (2024) Theory is all you need: AI, human cognition, and causal reasoning. Strategy Sci. 9(4):346–371.Link, Google Scholar
• Felin T, Gambardella A, Zenger T (2024) Theory-based decisions: Foundations and introduction. Strategy Sci. 9(4):297–310.Link, Google Scholar
• Friston K (2010) The free-energy principle: A unified brain theory? Nature Rev. Neuroscience 11(2):127–138.Crossref, Google Scholar
• Gartenberg C, Yiu S (2023) Acquisitions and corporate purpose. Strategy Sci. 8(4):444–463.Link, Google Scholar
• Gavetti G, Levinthal D (2000) Looking forward and looking backward: Cognitive and experiential search. Admin. Sci. Quart. 45(1):113–137.Crossref, Google Scholar
• Gavetti G, Menon A (2016) Evolution cum agency: Toward a model of strategic foresight. Strategy Sci. 1(3):207–233.Link, Google Scholar
• Grimpe C, Hussinger K (2014) Resource complementarity and value capture in firm acquisitions: The role of intellectual property rights. Strategic Management J. 35(12):1762–1780.Crossref, Google Scholar
• Gu S, Kelly B, Xiu D (2020) Empirical asset pricing via machine learning. Rev. Financial Stud. 33(5):2223–2273.Crossref, Google Scholar
• Haleblian J, Finkelstein S (1999) The influence of organizational acquisition experience on acquisition performance: A behavioral learning perspective. Admin. Sci. Quart. 44(1):29–56.Crossref, Google Scholar
• Haleblian J, Kim J-Y, Rajagopalan N (2006) The influence of acquisition experience and performance on acquisition behavior: Evidence from the U.S. commercial banking industry. Acad. Management J. 49(2):357–370.Crossref, Google Scholar
• Hammond KR, Hursch CJ, Todd FJ (1964) Analyzing the components of clinical inference. Psych. Rev. 71(6):438–456.Crossref, Google Scholar
• Hayward MLA (2002) When do firms learn from their acquisition experience? Evidence from 1990-1995. Strategic Management J. 23(1):21–39.Crossref, Google Scholar
• Heath D, Mitchell M (2023) Market returns and interim risk in mergers. Management Sci. 69(1):617–635.Link, Google Scholar
• Jarrell GA, Poulsen AB (1989) The returns to acquiring firms in tender offers: Evidence from three decades. Financial Management 18(3):12–19.Crossref, Google Scholar
• Jemison DB, Sitkin SB (1986) Corporate acquisitions: A process perspective. Acad. Management Rev. 11(1):145–163.Crossref, Google Scholar
• Kahneman D, Tversky A (1979) Prospect theory: An analysis of decision under risk. Econometrica 47(2):263–291.Crossref, Google Scholar
• Kapoor R, Wilde D (2023) Peering into a crystal ball: Forecasting behavior and industry foresight. Strategic Management J. 44(3):704–736.Google Scholar
• Katz DM, Bommarito MJ, Gao S, Arredondo P (2024) GPT-4 passes the bar exam. Philos. Trans. Roy. Soc. A Math. Phys. Engrg. Sci. 382(2270):20230254.Crossref, Google Scholar
• Ke S, Wu B, Zhao C (2024) Learning from a black box. J. Econom. Theory 221:105886.Crossref, Google Scholar
• Kim J-Y, Finkelstein S (2009) The effects of strategic and market complementarity on acquisition performance: Evidence from the U.S. commercial banking industry, 1989-2001. Strategic Management J. 30(6):617–646.Crossref, Google Scholar
• Kim J-Y, Finkelstein S, Haleblian J (2015) All aspirations are not created equal: The differential effects of historical and social aspirations on acquisition behavior. Acad. Management J. 58(5):1361–1388.Crossref, Google Scholar
• King DR, Dalton DR, Daily CM, Covin JG (2004) Meta-analyses of post-acquisition performance: Indications of unidentified moderators. Strategic Management J. 25(2):187–200.Crossref, Google Scholar
• Kleinberg J, Lakkaraju H, Leskovec J, Ludwig J, Mullainathan S (2018) Human decisions and machine predictions. Quart. J. Econom. 133(1):237–293.Crossref, Google Scholar
• Kumar MVS (2013) The costs of related diversification: The impact of the core business on the productivity of related segments. Organ. Sci. 24(6):1827–1846.Link, Google Scholar
• Kumar MVS, Dixit J, Francis B (2015) The impact of prior stock market reactions on risk taking in acquisitions. Strategic Management J. 36(13):2111–2121.Crossref, Google Scholar
• Laamanen T, Keil T (2008) Performance of serial acquirers: Toward an acquisition program perspective. Strategic Management J. 29(6):663–672.Crossref, Google Scholar
• Laamanen T, Brauer M, Junna O (2014) Performance of acquirers of divested assets: Evidence from the U.S. software industry. Strategic Management J. 35(6):914–925.Crossref, Google Scholar
• Lehn KM, Zhao M (2006) CEO turnover after acquisitions: Are bad bidders fired? J. Finance 61(4):1759–1811.Crossref, Google Scholar
• Li J, Xia J, Lin Z (2017) Cross-border acquisitions by state-owned firms: How do legitimacy concerns affect the completion and duration of their acquisitions? Strategic Management J. 38(9):1915–1934.Crossref, Google Scholar
• Linder N (2022) Transforming mergers and acquisitions through artificial intelligence. LinkedIn (April 11), https://www.linkedin.com/pulse/transforming-mergers-acquisitions-through-artificial-niklas-linder/.Google Scholar
• Loughran T, Vijh AM (1997) Do long-term shareholders benefit from corporate acquisitions? J. Finance 52(5):1765–1790.Crossref, Google Scholar
• Lubatkin M (1987) Merger strategies and stockholder value. Strategic Management J. 8(1):39–53.Crossref, Google Scholar
• Luo Y (2005) Do insiders learn from outsiders? Evidence from mergers and acquisitions. J. Finance 60(4):1951–1982.Crossref, Google Scholar
• Luypaert M, Maeseneire WD (2015) Antecedents of time to completion in mergers and acquisitions. Appl. Econom. Lett. 22(4):299–304.Crossref, Google Scholar
• M&A Worldwide (2022) How mergers and acquisitions can be transformed using artificial intelligence. Accessed April 1, 2023, https://m-a-worldwide.com/how-mergers-and-acquisitions-can-be-transformed-using-artificial-intelligence/#:∼:text=Through%20machine%20learning%2C%20AI%20allows,identify%20patterns%20imperceptible%20to%20humans.Google Scholar
• Makri M, Hitt MA, Lane PJ (2010) Complementary technologies, knowledge relatedness, and invention outcomes in high technology mergers and acquisitions. Strategic Management J. 31(6):602–628.Crossref, Google Scholar
• Martin KJ (1996) The method of payment in corporate acquisitions, investment opportunities, and management ownership. J. Finance 51(4):1227–1246.Crossref, Google Scholar
• McDonald ML, Westphal JD, Graebner ME (2008) What do they know? The effects of outside director acquisition experience on firm acquisition performance. Strategic Management J. 29(11):1155–1177.Crossref, Google Scholar
• McNamara GM, Haleblian J, Dykes BJ (2008) The performance implications of participating in an acquisition wave: Early mover advantages, bandwagon effects, and the moderating influence of industry characteristics and acquirer tactics. Acad. Management J. 51(1):113–130.Crossref, Google Scholar
• Mishina Y, Dykes BJ, Block ES, Pollock TG (2010) Why “good” firms do bad things: The effects of high aspirations, high expectations, and prominence on the incidence of corporate illegality. Acad. Management J. 53(4):701–722.Crossref, Google Scholar
• Mitchell ML, Mulherin JH (1996) The impact of industry shocks on takeover and restructuring activity. J. Financial Econom. 41(2):193–229.Crossref, Google Scholar
• Moeller SB, Schlingemann FP, Stulz RM (2004) Firm size and the gains from acquisitions. J. Financial Econom. 73(2):201–228.Crossref, Google Scholar
• Muehlfeld K, Sahib PR, Witteloostuijn AV (2012) A contextual theory of organizational learning from failures and successes: A study of acquisition completion in the global newspaper industry, 1981–2008. Strategic Management J. 33(8):938–964.Crossref, Google Scholar
• Mullainathan S, Spiess J (2017) Machine learning: An applied econometric approach. J. Econom. Perspect. 31(2):87–106.Crossref, Google Scholar
• Muth JF (1961) Rational expectations and the theory of price movements. Econometrica 29(3):315–335.Crossref, Google Scholar
• O’Brien JP, David P (2014) Reciprocity and R&D search: Applying the behavioral theory of the firm to a communitarian context. Strategic Management J. 35(4):550–565.Crossref, Google Scholar
• Olenick M, Zemsky P (2023) Can GenAI do strategy? Harvard Bus. Rev. 101(6).Google Scholar
• Paul DL (2007) Board composition and corrective action: Evidence from corporate responses to bad acquisition bids. J. Financial Quant. Anal. 42(3):759–783.Crossref, Google Scholar
• Pavićević S, Keil T (2021) The role of procedural rationality in debiasing acquisition decisions of overconfident CEOs. Strategic Management J. 42(9):1696–1715.Crossref, Google Scholar
• Rappaport A (1987) Stock market signals to managers. Harvard Bus. Rev. 65(6):57–62.Google Scholar
• Rappaport A, Sirower ML (1999) Stock or cash? The trade-offs for buyers and sellers in mergers and acquisitions. Harvard Bus. Rev. 77(6):147–158, 217.Google Scholar
• Reuer JJ, Tong TW, Wu C-W (2012) A signaling theory of acquisition premiums: Evidence from IPO targets. Acad. Management J. 55(3):667–683.Crossref, Google Scholar
• Rock K (1986) Why new issues are underpriced. J. Financial Econom. 15(1):187–212.Crossref, Google Scholar
• Roll R (1986) The hubris hypothesis of corporate takeovers. J. Bus. 59(2):197–216.Crossref, Google Scholar
• Schijven M, Hitt MA (2012) The “vicarious” wisdom of crowds: Toward a behavioral perspective on investor reactions to acquisition announcements. Strategic Management J. 33(11):1247–1268.Crossref, Google Scholar
• Schildt HA, Laamanen T (2006) Who buys whom: Information environments and organizational boundary spanning through acquisitions. Strategic Organ. 4(2):111–133.Crossref, Google Scholar
• Schwert GW (2000) Hostility in takeovers: In the eyes of the beholder? J. Finance 55(6):2599–2640.Crossref, Google Scholar
• Sears J, Hoetker G (2014) Technological overlap, technological capabilities, and resource recombination in technological acquisitions. Strategic Management J. 35(1):48–67.Crossref, Google Scholar
• Seth A (1990) Value creation in acquisitions: A re-examination of performance issues. Strategic Management J. 11(2):99–115.Crossref, Google Scholar
• Shleifer A, Vishny RW (2003) Stock market driven acquisitions. J. Financial Econom. 70(3):295–311.Crossref, Google Scholar
• Simon HA (1947) Administrative Behavior (Macmillan, New York).Google Scholar
• Sinclair AH, Manalili GM, Brunec IK, Adcock RA, Barense MD (2021) Prediction errors disrupt hippocampal representations and update episodic memories. Proc. Natl. Acad. Sci. USA 118(51):1–12.Crossref, Google Scholar
• Sirower ML, Weirens JM (2022) The Synergy Solution: How Companies Win the Mergers and Acquisitions Game (Harvard Business Review Press, Boston).Google Scholar
• Tranchero M (2024) Finding diamonds in the rough: Data-driven opportunities and pharmaceutical innovation. Acad. Management Proc. 2024(1):13751.Crossref, Google Scholar
• Travlos NG (1987) Corporate takeover bids, methods of payment, and bidding firms’ stock returns. J. Finance 42(4):943–963.Crossref, Google Scholar
• Wang Y, Yue LQ, Rajagopalan N, Wu B (2024) The entry-deterring effects of synergies in complementor acquisitions: Evidence from Apple’s digital platform market, the IOS app store. Strategic Management J. 45(13):2791–2817.Crossref, Google Scholar
• Welch X, Pavićević S, Keil T, Laamanen T (2020) The pre-deal phase of mergers and acquisitions: A review and research agenda. J. Management 46(6):843–878.Crossref, Google Scholar
• Xu D, Zhou KZ, Du F (2019) Deviant versus aspirational risk taking: The effects of performance feedback on bribery expenditure and R&D intensity. Acad. Management J. 62(4):1226–1251.Crossref, Google Scholar
• Zhang Y, Tong TW (2021) How vertical integration affects firm innovation: Quasi-experimental evidence. Organ. Sci. 32(2):455–479.Link, Google Scholar
• Zollo M, Meier D (2008) What is M&A performance? Acad. Management Perspect. 22(3):55–77.Crossref, Google Scholar