Hypothetical bias, choice experiments and willingness to pay

There is growing interest in establishing the extent of differences in willingness to pay (WTP) for attributes, such as travel time savings, that are derived from real market settings and hypothetical (to varying degrees) settings. Non-experiment external validity tests involving observation of choice activity in a natural environment, where the individuals do not know they are in an experiment, are rare. In contrast the majority of tests are a test of external validity between hypothetical and actual experiments. Deviation from real market evidence is referred to in the literature broadly as hypothetical bias. The challenge is to identify such bias, and to the extent to which it exists, establishing possible ways to minimise it. This paper reviews the efforts to date to identify and 'calibrate' WTP derived from one or more methods that involve assessment of hypothetical settings, be they (i) contingent valuation methods, (ii) choice experiments involving trading attributes between multiple alternatives, with or without referencing, or (iii) methods involving salient or non-salient incentives linked to actual behaviour. Despite progress in identifying possible contributions to differences in marginal WTP, there is no solid evidence, although plenty of speculation, to explain the differences between all manner of hypothetical experiments and non-experimental evidence. The absence of non-experimental evidence from natural field experiments remains a major barrier to confirmation of under or over-estimation. We find, however, that the role of referencing of an experiment relative to a real experience (including evidence from revealed preference (RP) studies), in the design of choice experiments, appears to offer promise in the derivation of estimates of WTP that have a meaningful link to real market activity, closing the gap between RP and SC WTP outputs.

[1]  M. Wardman A REVIEW OF BRITISH EVIDENCE ON TIME AND SERVICE QUALITY VALUATIONS , 2001 .

[2]  Jordan J. Louviere,et al.  Attribute Range Effects in Binary Response Tasks , 2000 .

[3]  J. Hausman,et al.  Contingent Valuation: Is Some Number Better than No Number? , 1994 .

[4]  Jordan J. Louviere,et al.  Combining sources of preference data , 1998 .

[5]  David Aadland,et al.  Willingness to Pay for Curbside Recycling with Detection and Mitigation of Hypothetical Bias , 2003 .

[6]  David A. Hensher,et al.  USING VALUES OF TRAVEL TIME SAVINGS FOR TOLL ROADS: AVOIDING SOME COMMON ERRORS , 2004 .

[7]  R. G. Cummings,et al.  Does Realism Matter in Contingent Valuation Surveys , 1998 .

[8]  W. Michael Hanemann,et al.  Valuing the Environment through Contingent Valuation , 1994 .

[9]  Paul R. Portney,et al.  The Contingent Valuation Debate: Why Economists Should Care , 1994 .

[10]  C. Judd,et al.  Statistical difficulties of detecting interactions and moderator effects. , 1993, Psychological bulletin.

[11]  M. Pauly,et al.  Universal health insurance in the Clinton plan: coverage as a tax-financed public good. , 1994, The journal of economic perspectives : a journal of the American Economic Association.

[12]  T. Schroeder,et al.  Are Choice Experiments Incentive Compatible? A Test with Quality Differentiated Beef Steaks , 2004 .

[13]  Joffre Swait,et al.  A NON-COMPENSATORY CHOICE MODEL INCORPORATING ATTRIBUTE CUTOFFS , 2001 .

[14]  D. Hensher ESTABLISHING A FARE ELASTICITY REGIME FOR URBAN PASSENGER TRANSPORT. IN: RAILWAYS , 1998 .

[15]  J. List Using experimental methods in environmental and resource economics , 2006 .

[16]  B. Kanninen,et al.  Valuing Environmental Amenities Using Stated Choice Studies , 2007 .

[17]  Richard T. Carson,et al.  Contingent Valuation and Revealed Preference Methodologies: Comparing the Estimates for Quasi-Public Goods , 1995 .

[18]  David A. Hensher,et al.  Measurement of the Valuation of Travel Time Savings , 2000 .

[19]  Ian J. Bateman,et al.  Real And Hypothetical Willingness To Pay For Environmental Preservation: A Non‐Experimental Comparison , 1997 .

[20]  Christina Sichtmann,et al.  An empirical comparison of methods to measure willingness to pay by examining the hypothetical bias , 2005 .

[21]  John M. Rose,et al.  Designing efficient stated choice experiments in the presence of reference alternatives , 2008 .

[22]  P. Goodwin,et al.  Value of time , 1976 .

[23]  Juan de Dios Ortúzar,et al.  Confidence intervals to bound the value of time , 2001 .

[24]  David A. Hensher,et al.  A Systematic Assessment of the Environmental Impacts of Transport Policy , 2002 .

[25]  John A. List,et al.  What Experimental Protocol Influence Disparities Between Actual and Hypothetical Stated Values? , 2001 .

[26]  Peter Martinsson,et al.  Do Hypothetical and Actual Marginal Willingness to Pay Differ in Choice Experiments?: Application to the Valuation of the Environment , 2001 .

[27]  David A. Hensher,et al.  Travel behaviour research : the leading edge , 2001 .

[28]  P. Frykblom,et al.  Hypothetical Question Modes and Real Willingness to Pay , 1997 .

[29]  Frode Alfnes,et al.  Consumers' Willingness to Pay for the Color of Salmon: A Choice Experiment with Real Economic Incentives , 2006 .

[30]  G. Harrison Hypothetical Bias Over Uncertain Outcomes , 2005 .

[31]  Testing the internal consistency of the lottery equivalents method using health outcomes: a comment to Oliver. , 2005, Health economics.

[32]  Gregory L. Poe,et al.  Simple Computational Methods for Measuring the Difference of Empirical Distributions: Application to Internal and External Scope Tests in Contingent Valuation , 2001 .

[33]  David A. Hensher,et al.  Heteroscedastic control for random coefficients and error components in mixed logit , 2007 .

[34]  A. Ghosh Valuing Time and Reliability: Commuters' Mode Choice from a Real Time Congestion Pricing Experiment , 2001 .

[35]  David A. Hensher,et al.  Joint estimation of process and outcome in choice experiments and implications for willingness to pay , 2008 .

[36]  Tommy Gärling,et al.  Application of attitude theory for improved predictive accuracy of stated preference methods in travel demand analysis , 2003 .

[37]  John B. Loomis,et al.  Computational Methods for Measuring the Difference of Empirical Distributions , 2005 .

[38]  Glenn W. Harrison,et al.  Statistical Bias Functions and Informative Hypothetical Surveys , 1994 .

[39]  O. Johansson-Stenman,et al.  SELF IMAGE AND CHOICE EXPERIMENTS: HYPOTHETICAL AND ACTUAL WILLINGNESS TO PAY , 2003 .

[40]  John M. Rose,et al.  Applied Choice Analysis: A Primer , 2005 .

[41]  C. Plott,et al.  Handbook of Experimental Economics Results , 2008 .

[42]  Glenn W. Harrison,et al.  Valuation using multiple price list formats , 2005 .

[43]  Magnus Johannesson,et al.  Calibrating Hypothetical Willingness to Pay Responses , 1999 .

[44]  Glenn W. Harrison,et al.  Making Choice Studies Incentive Compatible , 2006 .

[45]  Glenn W. Harrison Experimental Evidence on Alternative Environmental Valuation Methods , 2005 .

[46]  D. Brownstone,et al.  Estimating Commuters' "Value of Time" with Noisy Data: a Multiple Imputation Approach , 2004 .

[47]  Juan de Dios Ortúzar,et al.  Willingness-to-Pay Estimation with Mixed Logit Models: Some New Evidence , 2005 .

[48]  V. Séror Fitting observed and theoretical choices - women's choices about prenatal diagnosis of Down syndrome. , 2008, Health economics.

[49]  K. Train,et al.  Estimation on stated-preference experiments constructed from revealed-preference choices , 2008 .

[50]  J. Shogren,et al.  Cvm‐X: Calibrating Contingent Values with Experimental Auction Markets , 1998 .

[51]  Edward P. Lazear,et al.  A Jobs-Based Analysis of Labor Markets , 1995 .

[52]  R. G. Cummings,et al.  Unbiased Value Estimates for Environmental Goods: A Cheap Talk Design for the Contingent Valuation Method , 1999 .

[53]  John M. Rose,et al.  Asymmetric preference formation in willingness to pay estimates in discrete choice models , 2008 .

[54]  A. Tversky,et al.  The framing of decisions and the psychology of choice. , 1981, Science.

[55]  Kenneth A. Small,et al.  Valuing time and reliability: assessing the evidence from road pricing demonstrations , 2003 .

[56]  John A. List,et al.  Do explicit warnings eliminate the hypothetical bias in elicitation procedures? Evidence from field auctions for sportscards , 2001 .

[57]  Thomas C. Brown,et al.  Further tests of entreaties to avoid hypothetical bias in referendum contingent valuation , 2003 .

[58]  D. Hudson,et al.  HYPOTHETICAL (NON)BIAS IN CHOICE EXPERIMENTS: EVIDENCE FROM FRESHWATER PRAWNS , 2005 .

[59]  David A. Hensher,et al.  Handbooks in transport , 2000 .

[60]  David A. Hensher,et al.  Non-attendance and dual processing of common-metric attributes in choice analysis: a latent class specification , 2010 .

[61]  James J. Murphy,et al.  A Meta-analysis of Hypothetical Bias in Stated Preference Valuation , 2003 .

[62]  James J. Murphy,et al.  Is Cheap Talk Effective at Eliminating Hypothetical Bias in a Provision Point Mechanism? , 2003 .

[63]  J. List,et al.  Using Ex Ante Approaches to Obtain Credible Signals for Value in Contingent Markets: Evidence from the Field , 2007 .

[64]  Magnus Johannesson,et al.  Hypothetical versus real willingness to pay in the health care sector: results from a field experiment. , 2001 .

[65]  Carl Johan Lagerkvist,et al.  Using cheap talk as a test of validity in choice experiments , 2005 .

[66]  D Hensher,et al.  COMBINING DATA SOURCES. IN: TRAVEL BEHAVIOUR RESEARCH. THE LEADING EDGE , 2001 .

[67]  John A. List,et al.  Using Choice Experiments to Value Non-Market Goods and Services: Evidence from Field Experiments , 2006 .

[68]  Gregory L. Poe,et al.  Alternative Non-market Value-Elicitation Methods: Are the Underlying Preferences the Same? , 2002 .

[69]  John M. Rose,et al.  Stated Preference Experimental Design Strategies , 2007 .

[70]  J. Lusk,et al.  Effects of Cheap Talk on Consumer Willingness‐To‐Pay for Golden Rice , 2003 .

[71]  Glenn W. Harrison,et al.  Chapter 81 Experimental Evidence on the Existence of Hypothetical Bias in Value Elicitation Methods , 2008 .

[72]  David A. Hensher,et al.  Integrating Accident and Travel Delay Externalities in an Urban Speed Reduction Context , 2006 .

[73]  Magnus Johannesson,et al.  Experimental Results on Expressed Certainty and Hypothetical Bias in Contingent Valuation , 1998 .

[74]  M. Ben-Akiva,et al.  Combining revealed and stated preferences data , 1994 .

[75]  Min Ding An Incentive-Aligned Mechanism for Conjoint Analysis , 2007 .

[76]  R. G. Cummings,et al.  Homegrown Values and Hypothetical Surveys: Is the Dichotomous Choice Approach Incentive-Compatible? , 1995 .

[77]  D. Hensher How do respondents process stated choice experiments? Attribute consideration under varying information load , 2006 .

[78]  Seiji S.C. Steimetz,et al.  Defensive driving and the external costs of accidents and travel delays , 2008 .

[79]  Gunnar Isacsson,et al.  The trade off between time and money: Is there a difference between real and hypothetical choices? , 2007 .

[80]  Itzhak Gilboa,et al.  A theory of case-based decisions , 2001 .