...Theoretical models of decision-making, and their neuroscientific underpinnings Introduction In this essay I would like to focus the theoretical models of decision making that have come from psychology, cognitive and ecological alike, and review relevant literature from cognitive neuroscience that may or may not provide neural foundation for the claims that they have formulated. The reason for which I find it interesting to contrast these two approaches is there different outlook on the concept of “bias”. Traditional – closed systems - approaches to decision-making The investigation of decision-making is a multidisciplinary endeavor with researchers approaching the area from different fields and applying numerous different models (Hastie, 2001). The normative model of decision-making originates from mathematics and economics and the most prominent normative model is perhaps Subjectively Expected Utility (SEU; Savage, 1954). This model of rational behavior implies that people act as if they are calculating the "expected utility" of each option, choosing the one that they believe has the highest value. It has been criticized however, as some researchers doubted whether humans actually perform the mental multiplications and additions suggested by SEU. Simon (1955) was the first to challenge the assumptions of optimizing decision theories (such as SEU) making strong arguments concerning the limited capacity of the decision maker, for which he introduced the term “bounded rationality”...
Words: 4800 - Pages: 20
...Giant Pool of Money Analysis The awful subprime lending crisis is truly one of the most convoluted, wreaking messes conjured by the financial industries in the 20th century. There are so many layers of bad choices and megalomaniacal errors intertwined into this ugly event that picking out just two biases/heuristics to analyze and discuss will surely fail from being a complete analysis. Nonetheless, this is a the task at hand and, though we will not but scratch the surface of this behemoth, teasing out a couple biases will make for a viable illustration and application of the concepts and issues we have discussed thus far in class. The bias that caused the most havoc in this lending crisis scenario was articulated beautifully by Bazarman and Moore as The Confirmation Trap. The Confirmation Trap boils down to whether or not a person merely searches for data that supports the decision they wish to make rather than looking for proper, empirical data to prove the assumption correct. In other words, does a person looking to make a decision actually look to prove their assumption incorrect. Sadly, at nearly every stage and at every level of the subprime lending fiasco there is evidence that all the players fell victim to The Confirmation Trap. Wason writes, “ . . . that obtaining the correct solution necessitates a willingness to attempt to falsify hypotheses, and thus to test those intuitive ideas which so often carry the feeling of certitude.” None of the characters in our...
Words: 336 - Pages: 2
...Chapter 2 A Behavioral Finance Approach to Decision Making in Entrepreneurial Finance Rassoul Yazdipour By ‘uncertain’ knowledge, let me explain,… We simply do not know. J.M. Keynes (1937) Humans have an additional capability that allows them to alter their environment as well as respond to it. This capacity both creates and reduces risk. Paul Slovic (1987) All risk that is acted upon must be perceived risk because perception is based upon sensory data. We can only sense the ‘real world’ because we have no other way of being informed. Robert Olsen (2010) Understanding a problem is half of the solution Unknown Abstract Three central decisions in entrepreneurship and entrepreneurial finance – entry/seed funding, financing/investment, and growth/exit – are discussed and case is made for applying the behavioral finance theories and concepts to better understand the involved decision processes, and consequently, to help improve the decisionmaking process for both entrepreneurs and venture capitalists. The behavioral finance approach is important because the traditional finance has remained silent on the first issue, and the Agency Theory (financial contracting), which is effectively the only theory that is applicable to issues in entrepreneurial finance, has produced mixed empirical results. (See for example Bitler et al. [Bitler MP, Moskowitz T J, VissingJorgensen A (2009) Why do entrepreneurs hold large ownership shares? Testing agency theory using entrepreneur...
Words: 7844 - Pages: 32
...a form of bounded rationality (Simon, 1982). I begin by explaining what bounded rationality in human inference is not. 1. Bounded Rationality is Not Irrationality In his chapter in John Kagel and Alvin Roth’s Handbook of Experimental Economics (1995), Colin Camerer explains that “most research on individual decision making has taken normative theories of judgment and choice (typically probability rules and utility theories) as null hypotheses about behavior,” and has labeled systematic deviations from these norms “cognitive illusions” (p. 588). Camerer continues, “The most fruitful, popular alternative theories spring from the idea that limits on computational ability force people to use simplified procedures or ‘heuristics’ that cause systematic mistakes (biases) in problem solving, judgment, and choice. The roots of this approach are in Simon’s (1955) distinction between substantive rationality (the result of normative maximizing models) and procedural rationality.” (p. 588) In the preface to their anthology, Daniel Kahneman,...
Words: 7402 - Pages: 30
...Unit 4 Assignment 1 1. Read the following article Agans, R., & Shaffer, L. (1994). The hindsight bias: The role of the availability heuristic and perceived risk. Basic and Applied Social Psychology, 15(4), 439-449. “ This article can be located by using the Kaplan Online Library article search feature. Click here to access the Kaplan Library. You may also access the Kaplan Library by following these instructions: 1. Click the Academic Tools tab 2. Click Online Library. 3. Log in to your account 2. Read the narrative for Exercise 11-38 – found on page 459 in your textbook. Assume that you are a business consultant hired to advise Earth Baby, Inc. (EBI) on the proposed venture from Great Deal, Inc. (GDI). Your task is to analyze the proposal and make a recommendation to either accept or reject it. Your analysis must include critical thinking and analysis supported by evidence using independent references. Your analysis must also include any biases that might be relevant to the proposal. The analysis must be Word document, 2 to 2 and ½ pages long, not including the Title Page and Reference List. The analysis must be presented in proper APA, 6th Edition formatting, including a Title Page with properly formatted Running head. A “Conclusion” section is also 11-38 Special Order Earth Baby Inc. (EBI) recently celebrated its tenth anniversary. The company produces organic baby products for health-conscious parents. These products include...
Words: 969 - Pages: 4
...Table of Contents Availability Bias 2 Overreaction Bias 6 Research Report Analysis 8 Illustrations 12 Conclusion 14 Bibliography 15 Availability Bias Availability bias is a human cognitive bias that causes us to overestimate probabilities of events associated with memorable or dramatic occurrences. A cognitive bias is a pattern of deviation in judgment that occurs in particular situations. A cognitive bias can also be explained as a flaw in judgment which is caused by memory, social attribution, and statistical errors. Since, memorable events are further magnified by coverage in the media; the bias is compounded on the society level. Two well-known examples would be estimations of the probability of plane accidents and the kidnap of children. Both events are quite rare, but the huge majority of the population outrageously overestimates their probability, and behaves accordingly. In reality, one is more likely to die from an auto accident than from a plane accident, and a child has a higher risk of dying in an accident than the risk of getting kidnapped. Availability bias is at the root of many other human biases and culture-level effects. Availability bias is a cognitive illusion. The availability biasis a mental shortcut that occurs when people make judgments about the probability of events by how easy it is to think of examples. The availability bias operates on the notion that, "if you can think of it, it must be important...
Words: 4725 - Pages: 19
...Giant Pool of Money Analysis The awful subprime lending crisis is truly one of the most convoluted, wreaking messes conjured by the financial industries in the 20th century. There are so many layers of bad choices and megalomaniacal errors intertwined into this ugly event that picking out just two biases/heuristics to analyze and discuss will surely fail from being a complete analysis. Nonetheless, this is a the task at hand and, though we will not but scratch the surface of this behemoth, teasing out a couple biases will make for a viable illustration and application of the concepts and issues we have discussed thus far in class. The bias that caused the most havoc in this lending crisis scenario was articulated beautifully by Bazarman and Moore as The Confirmation Trap. The Confirmation Trap boils down to whether or not a person merely searches for data that supports the decision they wish to make rather than looking for proper, empirical data to prove the assumption correct. In other words, does a person looking to make a decision actually look to prove their assumption incorrect. Sadly, at nearly every stage and at every level of the subprime lending fiasco there is evidence that all the players fell victim to The Confirmation Trap. Wason writes, “ . . . that obtaining the correct solution necessitates a willingness to attempt to falsify hypotheses, and thus to test those intuitive ideas which so often carry the feeling of certitude.” None of the characters in our...
Words: 1419 - Pages: 6
...Insights into OTC and Pharmacy as presented at the ESOMAR Global Healthcare Conference Contents Consumer Decision Making: 4 “How potent is my potion?” Intuitive judgments in consumer decision making for OTC products - By Anjali Puri, Director, Customized Products & Services Group, Asia Pacific and co-author, Sumeet Saluja, General Manager, Marketing at Glaxo SmithKline Consumer Healthcare Fast Moving Consumer Goods and OTC products: Zoom on marketing effectiveness - Abstract by Erk Maassen, and Robert Buckeldee 20 2 Author: Anjali Puri Director, Customized Products & Services Group, Asia Pacific The Nielsen Company 2nd Floor, Block B, Sri Rama Deevana, No. 21, Ulsoor Road, Bangalore – 560042, India email: anjali.puri@nielsen.com Phone: 91-80-25559692, 91-98456-18854 Fax: 91-80-25559688 Anjali currently works with the Customized Products and Services team at Nielsen. She has over 14 years of qualitative research experience, and has worked extensively in the arena of OTC medication. Anjali is a regular presenter at ESOMAR and other international market research forums. Sumeet is currently the Category Head for Horlicks, health food drink company General Manager, Marketing in India. In his previous role, Glaxo SmithKline Consumer Healthcare Sumeet was head of the DLF Plaza Tower, DLF Phase 1, Gurgaon, Crocin brand, a popular OTC Haryana, India analgesic in India. Sumeet email: sumeet.g.saluja@gsk.com has also spent time in sales Phone: 91-124-2540700,...
Words: 8258 - Pages: 34
...INSURABLE RISK PERCEPTION !1 ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! The Insurable Risk Perception Paradigm: A Model of Risk Perception for Insurable Financial Decisions ! ! ! ! ! ! ! ! ! ! April 30, 2014 ! ! I have neither given nor received any unauthorized assistance in completing this assignment. Victoria M. Mintz ! ! ! ! ! ! INSURABLE RISK PERCEPTION !2 Introduction and Statement of the Topic Imagine you are going to purchase an iPhone, you make it to the register beaming with pride over your new purchase, and the cashier asks you a question: would you like to buy Apple Care? You look at your device and immediately go to the worst place possible, for some reason you are atop a very tall building holding your new phone over a railing and smash, it is dead. Clearly this is an exaggeration of what could possibly happen, but you concede and agree to the purchase, despite the fact that you are really only preventing a small loss. Now, consider a very similar situation, where you are seated with a life insurance agent. You are presented with many numbers, from how much you will have to pay, to the likelihood that the company will end up paying out. Despite clear evidence that the gain is greater than the loss, consumers often decline to purchase life insurance, even though doing so could prevent a catastrophic loss. What is it that differentiates these two decisions? Past research would indicate many theories...
Words: 4018 - Pages: 17
...behavior 5. Product differentiation Answer: d Page: 150 Difficulty: Easy AACSB: Analytic Skills 2. The fundamental determinant of a person’s wants and behavior is the person’s ________. 1. psyche 2. national origin 3. culture 4. peer group 5. family tree Answer: c Page: 150 Difficulty: Medium AACSB: Analytic Skills 3. A child growing up in the United States is exposed to all of the following values EXCEPT ________. 1. achievement and success 2. activity 3. efficiency and practicality 4. the importance of the group in daily life 5. freedom Answer: d Page: 150 Difficulty: Medium AACSB: Reflective Thinking 4. Which of the following would be the best illustration of a subculture? 1. A religion 2. A group of close friends 3. Your university 4. A fraternity or sorority 5. Your occupation Answer: a Page: 150 Difficulty: Hard 5. Based on information provided in the text, which of the following trends has lead to increased household consumption? 1. Growing female economic power 2. Higher growth in low-income households 3. Widening wealth disparity 4. Falling male college enrollment 5. The fall of the mass affluent Answer: a Page: 152 Difficulty: Medium AACSB: Reflective Thinking 6. ________ is defined as being relatively homogeneous and enduring divisions in a society, which are hierarchically ordered and whose members...
Words: 7371 - Pages: 30
... 6 3.Use main types of investment appraisal tools 8 4.Critically evaluate the importance of research 10 References 11 Executive Summary The decision making of management is very crucial and involves various analysis to be performed. There are various ratios and methods that can be useful for mitigating the risks and increasing the expected returns with investments. The financial forecast is a mix of the behaviour, perception of management alongwith various techniques used for analysis of the different options available. Critique and evaluate research in financial theory and apply that research for decision making process 1.1 Describe the economic theory of choice as an illustration under certainty. The rational behind the economic theory of choice is to choose out of certain economic outcomes and representing the preferences through maximisation of the utility function of the outcomes. As per the von Neumann-Morgenstern expected utility model (1953), which is the workhorse of recent economics, the choices are made by people, so as to get the maximum utility. These preferences are based on intuition, self interest, past experiences etc. The main idea is under certainty is that if the preferences are to satisfy certain axioms, and uncertainty is in excess of the certainties, then the preferences of the individual can be described over probability distribution over those outcomes. The utility numbers are assigned...
Words: 3819 - Pages: 16
...Chapter 18 A SURVEY OF BEHAVIORAL FINANCE ° NICHOLAS BARBERIS University of Chicago RICHARD THALER University of Chicago Contents Abstract Keywords 1. Introduction 2. Limits to arbitrage 2.1. Market efficiency 2.2. Theory 2.3. Evidence 2.3.1. Twin shares 2.3.2. Index inclusions 2.3.3. Internet carve-outs 3. Psychology 3.1. Beliefs 3.2. Preferences 3.2.1. Prospect theory 3.2.2. Ambiguity aversion 4. Application: The aggregate stock market 4.1. The equity premium puzzle 4.1.1. Prospect theory 4.1.2. Ambiguity aversion 4.2. The volatility puzzle 4.2.1. Beliefs 4.2.2. Preferences 5. Application: The cross-section of average returns 5.1. Belief-based models 1054 1054 1055 1056 1056 1058 1061 1061 1063 1064 1065 1065 1069 1069 1074 1075 1078 1079 1082 1083 1084 1086 1087 1092 ° We are very grateful to Markus Brunnermeier, George Constantinides, Kent Daniel, Milt Harris, Ming Huang, Owen Lamont, Jay Ritter, Andrei Shleifer, Jeremy Stein and Tuomo Vuolteenaho for extensive comments. Handbook of the Economics of Finance, Edited by G.M. Constantinides, M. Harris and R. Stulz © 2003 Elsevier Science B.V All rights reserved . 1054 5.2. Belief-based models with institutional frictions 5.3. Preferences N. Barberis and R. Thaler 6. Application: Closed-end funds and comovement 6.1. Closed-end funds 6.2. Comovement 7. Application: Investor behavior 7.1. 7.2. 7.3. 7.4. 7.5. Insufficient diversification Naive diversification Excessive trading The selling decision...
Words: 9136 - Pages: 37
...Report on Global Financial Crisis Discussions on psychological factors affecting People’s behaviors in the crisis and their motivations Qiang Sheng 9th May 2011 Financial Risk Management Lecturer: Bernd P. Leudecke Macquarie University Melbourne 4.1 Three areas of applications were reviewed and investigated: 1. The pricing of financial assets; 2. The portfolio choice and trading decisions of investors; 3. The behavior of firm managers; 4.2 A “Bubble” is an episode in which irrational thinking or a friction causes the price of an asset to rise to a level that is higher than it would be in the absence of the friction or the irrationality; and, moreover, the price level is such that a rational observer, armed with all available information, would forecast a low long-term return on the asset (Barberis, 2010). 4.3 Two categories of theories explaining “Bubble Formation” (Why an asset class might become overvalued): 1. “Investor Beliefs Based” theories; 2. “Investor Preferences Based” theories; 4.4 Three “Belief-Based” theories of “Bubble Formation” (Barberis, 2010): First theory argues that a bubble forms when investors disagree sharply about an asset’s future prospects and there are short-sale constraints. Second theory argues that bubbles arise because investors extrapolate past outcomes – returns, earnings growth, or default rates – too far into the future. Third theory is based on overconfidence – specifically, on the idea that people overestimate the precision...
Words: 4528 - Pages: 19
...In memory of Amos Tversky Contents Introduction Part I. Two Systems 1. The Characters of the Story 2. Attention and Effort 3. The Lazy Controller 4. The Associative Machine 5. Cognitive Ease 6. Norms, Surprises, and Causes 7. A Machine for Jumping to Conclusions 8. How Judgments Happen 9. Answering an Easier Question Part II. Heuristics and Biases 10. The Law of Small Numbers 11. Anchors 12. The Science of Availability 13. Availability, Emotion, and Risk 14. Tom W’s Specialty 15. Linda: Less is More 16. Causes Trump Statistics 17. Regression to the Mean 18. Taming Intuitive Predictions Part III. Overconfidence 19. The Illusion of Understanding 20. The Illusion of Validity 21. Intuitions Vs. Formulas 22. Expert Intuition: When Can We Trust It? 23. The Outside View 24. The Engine of Capitalism Part IV. Choices 25. Bernoulli’s Errors 26. Prospect Theory 27. The Endowment Effect 28. Bad Events 29. The Fourfold Pattern 30. Rare Events 31. Risk Policies 32. Keeping Score 33. Reversals 34. Frames and Reality Part V. Two Selves 35. Two Selves 36. Life as a Story 37. Experienced Well-Being 38. Thinking About Life Conclusions Appendix Uncertainty A: Judgment Under Appendix B: Choices, Values, and Frames Acknowledgments Notes Index Introduction Every author, I suppose, has in mind a setting in which readers of his or her work could benefit from having read it. Mine is the proverbial office watercooler, where opinions are shared and gossip is exchanged. I...
Words: 189666 - Pages: 759
...Z. Michalewicz M.C. Mozer E. Oja G. P˘ un J. Reif H. Rubin A. Salomaa M. Schoenauer H.-P. Schwefel C. Torras a D. Whitley E. Winfree J.M. Zurada For further volumes: www.springer.com/series/4190 Franz Rothlauf Design of Modern Heuristics Principles and Application Prof. Dr. Franz Rothlauf Chair of Information Systems and Business Administration Johannes Gutenberg Universität Mainz Gutenberg School of Management and Economics Jakob-Welder-Weg 9 55099 Mainz Germany rothlauf@uni-mainz.de Series Editors G. Rozenberg (Managing Editor) rozenber@liacs.nl Th. Bäck, J.N. Kok, H.P. Spaink Leiden Center for Natural Computing Leiden University Niels Bohrweg 1 2333 CA Leiden, The Netherlands A.E. Eiben Vrije Universiteit Amsterdam The Netherlands ISSN 1619-7127 Natural Computing Series ISBN 978-3-540-72961-7 e-ISBN 978-3-540-72962-4 DOI 10.1007/978-3-540-72962-4 Springer Heidelberg Dordrecht London New York Library of Congress Control Number: 2011934137 ACM Computing Classification (1998): I.2.8, G.1.6, H.4.2 © Springer-Verlag Berlin Heidelberg 2011 This work is subject to copyright. All rights are reserved, whether the whole or part of the material is concerned, specifically the rights of translation, reprinting, reuse of illustrations, recitation, broadcasting, reproduction on microfilm or in any other way, and storage in data banks. Duplication of this publication or parts thereof is permitted only under the provisions of the German Copyright Law of September 9, 1965, in...
Words: 114592 - Pages: 459