Uncertainty and Industry Structure Effects on Managerial Intuition About Information Technology Real Options

Real options analysis is an important but costly tool for valuing many information technology (IT) investments. As a low-cost substitute for real options-based methods, firms often depend on managerial intuition, which sometimes approximates real options-based valuations and sometimes does not. Making good choices about how to value IT investments requires an understanding of why, and therefore when, intuitive judgment is more or less likely to be consistent with real options-based valuations. Field and survey studies have provided ex post observations of systematic variations in consistency by option type, but ex ante hypotheses explaining this variation have been rare. This study uses two behavioral economic theories to predict option-type-specific differences between intuitive judgments and real options prescriptions. Regret theory posits that individuals will value decision outcomes based on both the expected utility of payoffs and on anticipated regret for not having made an alternative decision. As a consequence, intuitive IT investment decisions are less aggressive as uncertainty increases (higher valuation of deferral options, lower valuation of growth options), in contrast to higher normative values for both real option types with higher uncertainty. Consistent with competitive behavior theories that predict overaggressive behavior to contest market behavior, intuitive IT investment decisions are more aggressive in the presence of a potential competitor (lower valuation of deferral and higher valuation of growth options), holding constant the normative value of the options. We present experimental evidence consistent with these predictions. An important implication of our results is that future research should not test for general consistency between intuitive judgment and real options theory, but should identify and explain systematic variation in consistency across option types and settings. Such variation is important in practice because it determines when intuitive judgment is and is not likely to be an adequate substitute for costly formal real options valuation. It also determines when training in real options concepts needs to be more intensive to overcome inconsistency with intuitive judgment, and when the outputs of formal real options valuation are likely to be unintuitive and thus not readily acceptable to managers with limited option theory training.

[1]  Pablo Fernández,et al.  96 Common Errors in Company Valuations , 2006 .

[2]  I. Ritov,et al.  Probability of Regret: Anticipation of Uncertainty Resolution in Choice , 1996 .

[3]  Rita Gunther McGrath A Real Options Logic for Initiating Technology Positioning Investments , 1997 .

[4]  Mark Jeffery,et al.  On the Valuation of Multistage Information Technology Investments Embedding Nested Real Options , 2006, J. Manag. Inf. Syst..

[5]  William J. Wilhelm,et al.  Does Prospect Theory Explain IPO Market Behavior? , 2004 .

[6]  Ram L. Kumar,et al.  A Framework for Assessing the Business Value of Information Technology Infrastructures , 2004, J. Manag. Inf. Syst..

[7]  Christian Thöni,et al.  Excess Entry in an Experimental Winner-Take-All Market , 2002 .

[8]  Marcel Zeelenberg,et al.  Consequences of regret aversion in real life : The case of the Dutch postcode lottery , 2004 .

[9]  Eric K. Clemons,et al.  Justifying information technology investments: balancing the need for speed of action with certainty before action , 2003, 36th Annual Hawaii International Conference on System Sciences, 2003. Proceedings of the.

[10]  David M. Kreps,et al.  Reputation and imperfect information , 1982 .

[11]  Charles Abraham,et al.  Acting on intentions: the role of anticipated regret. , 2003, The British journal of social psychology.

[12]  Arnold M. Wright,et al.  Normative and Substantive Expertise in Multiple Hypotheses Evaluation , 1995 .

[13]  Paul Slovic,et al.  Comparison of Bayesian and Regression Approaches to the Study of Information Processing in Judgment. , 1971 .

[14]  Kent D. Miller,et al.  AN EMPIRICAL TEST OF HEURISTICS AND BIASES AFFECTING REAL OPTION VALUATION , 2004 .

[15]  Eric K. Clemons,et al.  Justifying Contingent Information Technology Investments: Balancing the Need for Speed of Action with Certainty Before Action , 2003, J. Manag. Inf. Syst..

[16]  Alfred Taudes,et al.  Options Analysis of Software Platform Decisions: A Case Study , 2000, MIS Q..

[17]  J. Kagel,et al.  A Comparison of Naive and Experienced Bidders in Common Value Offer Auctions: A Laboratory Analysis , 1989 .

[18]  Competition and Cost Accounting: Adapting to Changing Markets , 2002 .

[19]  Dale Goodhue,et al.  Develop Long-Term Competitiveness through IT Assets , 1996 .

[20]  M. Zeelenberg,et al.  Consequences of regret aversion: 2. Additional evidence for effects of feedback on decision making , 1997 .

[21]  Derek J. Koehler,et al.  Heuristics and Biases: The Calibration of Expert Judgment: Heuristics and Biases Beyond the Laboratory , 2002 .

[22]  Timothy D. Wilson,et al.  Telling more than we can know: Verbal reports on mental processes. , 1977 .

[23]  Xianggui Qu,et al.  Multivariate Data Analysis , 2007, Technometrics.

[24]  Zur Shapira,et al.  Patterns of Behavior of Professionally Managed and Independent Investors , 2000 .

[25]  J. O'Doherty,et al.  Regret and its avoidance: a neuroimaging study of choice behavior , 2005, Nature Neuroscience.

[26]  Jerry Philip Flatto,et al.  The application of real options to the information technology valuation process: a benchmark study , 1996 .

[27]  A. Tiwana,et al.  Beyond Valuation: “Options Thinking” in IT Project Management , 2005 .

[28]  P. Tetlock Heuristics and Biases: Theory-Driven Reasoning about Plausible Pasts and Probable Futures in World Politics , 2002 .

[29]  E. H. Bowman,et al.  Strategy through the Option Lens: An Integrated View of Resource Investments and the Incremental-Choice Process , 1993 .

[30]  Indranil R. Bardhan,et al.  Prioritizing a Portfolio of Information Technology Investment Projects , 2004, J. Manag. Inf. Syst..

[31]  C. Mauri Card Loyalty. A New Emerging Issue in Grocery Retailing , 2001 .

[32]  Eduardo S. Schwartz,et al.  Investment Under Uncertainty. , 1994 .

[33]  Robert L. McDonald,et al.  Real Options and Rules of Thumb in Capital Budgeting , 2000 .

[34]  Robert Sugden,et al.  An Axiomatic Foundation for Regret Theory , 1993 .

[35]  J. Busby,et al.  Real Options In Practice: An Exploratory Survey Of How Finance Officers Deal With Flexibility In Capital Appraisal , 1997 .

[36]  Don A. Moore,et al.  What Competition? Myopic Self-Focus in Market-Entry Decisions , 2007, Organ. Sci..

[37]  T. Berry,et al.  The Disposition Effect and Individual Investor Decisions: The Roles of Regret and Counterfactual Alternatives , 2006 .

[38]  James R. Frederickson,et al.  Performance evaluation judgments: Effects of prior experience under different performance evaluation schemes and feedback frequencies , 1999 .

[39]  Max P. Michaels,et al.  The real power of real options , 1997 .

[40]  R. Thaler,et al.  A Survey of Behavioral Finance , 2002 .

[41]  Denish Shah,et al.  Building and sustaining profitable customer loyalty for the 21st century , 2004 .

[42]  David Faust,et al.  Eliminating the hindsight bias. , 1988 .

[43]  Colin Camerer,et al.  Overconfidence and Excess Entry: An Experimental Approach , 1999 .

[44]  Kar Yan Tam,et al.  Capital budgeting in information systems development , 1992, Inf. Manag..

[45]  Second-Best Considerations in Correcting Cognitive Biases , 2002 .

[46]  Paul R. Milgrom,et al.  Predation, reputation, and entry deterrence☆ , 1982 .

[47]  M. Bazerman,et al.  BLIND SPOTS IN INDUSTRY AND COMPETITOR ANALYSIS: IMPLICATIONS OF INTERFIRM (MIS)PERCEPTIONS FOR STRATEGIC DECISIONS , 1991 .

[48]  R. Sugden,et al.  Regret Theory: An alternative theory of rational choice under uncertainty Review of Economic Studies , 1982 .

[49]  Carlos Zozaya-Gorostiza,et al.  Investment Under Uncertainty in Information Technology: Acquisition and Development Projects , 2003, Manag. Sci..

[50]  I. Simonson,et al.  THE INFLUENCE OF ANTICIPATING REGRET AND RESPONSIBILITY ON PURCHASE DECISIONS , 1992 .

[51]  Robert J. Kauffman,et al.  A Case for Using Real Options Pricing Analysis to Evaluate Information Technology Project Investments , 1999, Inf. Syst. Res..

[52]  David E. Bell,et al.  Regret in Decision Making under Uncertainty , 1982, Oper. Res..

[53]  Alexander Muermann,et al.  Regret, Pride, and the Disposition Effect , 2006 .

[54]  I. MacMillan,et al.  Making real options really work. , 2004, Harvard business review.

[55]  J. Baron,et al.  Outcome Knowledge, Regret, and Omission Bias , 1995 .

[56]  M. Zeelenberg Anticipated regret, expected feedback and behavioral decision-making , 1999 .

[57]  Rita Gunther McGrath Falling Forward: Real Options Reasoning and Entrepreneurial Failure , 1999 .

[58]  Alexander J. Triantis Realizing the Potential of Real Options: Does Theory Meet Practice? , 2005 .

[59]  Colin Camerer,et al.  The Effects of Financial Incentives in Experiments: A Review and Capital-Labor-Production Framework , 1999 .

[60]  C. James Bacon,et al.  The Use of Decision Criteria in Selecting Information Systems/Technology Investments , 1992, MIS Q..

[61]  Mark Simon,et al.  Cognitive biases, risk perception, and venture formation: How individuals decide to start companies , 2000 .

[62]  G. Arnold,et al.  The Theory‐Practice Gap in Capital Budgeting: Evidence from the United Kingdom , 2000 .

[63]  J. March,et al.  Managerial perspectives on risk and risk taking , 1987 .

[64]  Robert J. Kauffman,et al.  Option-Based Risk Management: A Field Study of Sequential Information Technology Investment Decisions , 2007, J. Manag. Inf. Syst..

[65]  Michel Benaroch,et al.  Managing Information Technology Investment Risk: A Real Options Perspective , 2002, J. Manag. Inf. Syst..

[66]  Yossi Lichtenstein,et al.  Real Options in Information Technology Risk Management: An Empirical Validation of Risk-Option Relationships , 2006, MIS Q..

[67]  Cyrus R. Mehta,et al.  SPSS Exact Tests 7.0 for Windows , 2004 .

[68]  Robert J. Kauffman,et al.  Using Real Options Analysis for Evaluating Uncertain Investments in Information Technology: Insights from the ICIS 2001 Debate , 2002, Commun. Assoc. Inf. Syst..

[69]  Kent D. Miller,et al.  Technology search investments: evolutionary, option reasoning, and option pricing approaches , 2004 .

[70]  J. Ross,et al.  Beyond the Business Case: New Approaches to IT Investment , 2002 .

[71]  D. Kahneman,et al.  Timid choices and bold forecasts: a cognitive perspective on risk taking , 1993 .

[72]  D. Hirshleifer Investor Psychology and Asset Pricing , 2001 .

[73]  Allen M. Poteshman Underreaction, Overreaction, and Increasing Misreaction to Information in the Options Market , 2000 .

[74]  Amrit Tiwana,et al.  Information Systems Project Continuation in Escalation Situations: A Real Options Model , 2006, Decis. Sci..

[75]  Sydney Howell,et al.  Laboratory Evidence on How Managers Intuitively Value Real Growth Options , 1997 .