Changing commuters' behavior using rewards: a study of rush-hour avoidance

In a 13-week field study conducted in The Netherlands, participants were provided with daily rewards – monetary and in-kind, in order to encourage them to avoid driving during the morning rush-hour. Participants could earn a reward (money or credits to keep a Smartphone handset), by driving to work earlier or later, by switching to another mode or by teleworking. The collected data, complemented with pre and post measurement surveys, were analyzed using longitudinal techniques and mixed logistic regression. The results assert that the reward is the main extrinsic motivation for discouraging rush-hour driving. The monetary reward exhibits diminishing sensitivity, whereas the Smartphone has endowment qualities. Although the reward influences the motivation to avoid the rush-hour, the choice how to change behavior is influenced by additional factors including education, scheduling, habitual behavior, attitudes, and travel information availability.

[1]  W. Vickrey Congestion Theory and Transport Investment , 1969 .

[2]  C. Bhat An analysis of evening commute stop-making behavior using repeated choice observations from a multi-day survey , 1999 .

[3]  Linda Steg,et al.  Pricing in road transport: A multi-disciplinary perspective , 2008 .

[4]  Uri Gneezy,et al.  The W effect of incentives , 2003 .

[5]  A. Tversky,et al.  Prospect theory: analysis of decision under risk , 1979 .

[6]  J. Garvill,et al.  Acceptability of travel demand management measures: The importance of problem awareness, personal norm, freedom, and fairness , 2006 .

[7]  Victoria A. Shaffer,et al.  Preference reversals in evaluations of cash versus non-cash incentives , 2009 .

[8]  Hani S. Mahmassani,et al.  Analyzing heterogeneity and unobserved structural effects in route-switching behavior under ATIS: a dynamic kernel logit formulation , 2003 .

[9]  W. Shadish,et al.  Experimental and Quasi-Experimental Designs for Generalized Causal Inference , 2001 .

[10]  K. Axhausen,et al.  Introduction: Habitual travel choice , 2003 .

[11]  Hani S. Mahmassani,et al.  DYNAMICS OF COMMUTING DECISION BEHAVIOR UNDER ADVANCED TRAVELER INFORMATION SYSTEMS , 1999 .

[12]  I. Ajzen The theory of planned behavior , 1991 .

[13]  E. Deci Effects of Externally Mediated Rewards on Intrinsic Motivation. , 1971 .

[14]  T. Gärling,et al.  Behavior and environment : psychological and geographical approaches , 1993 .

[15]  M. Lepper,et al.  The Hidden costs of reward : new perspectives on the psychology of human motivation , 1978 .

[16]  Mark D. Uncles,et al.  Discrete Choice Analysis: Theory and Application to Travel Demand , 1987 .

[17]  T. Gärling,et al.  Changes in Drivers’ Perceptions and Use of Public Transport during a Freeway Closure , 2001 .

[18]  W D Pierce,et al.  Pervasive negative effects of rewards on intrinsic motivation: The myth continues , 2001, The Behavior analyst.

[19]  K. Berridge Reward learning: Reinforcement, incentives, and expectations , 2000 .

[20]  Tommy Gärling,et al.  Empirical tests of a model of determinants of script-based driving choice , 2001 .

[21]  J. Maule,et al.  Responses to complex pricing signals: Theory, evidence and implications for road pricing , 2007 .

[22]  E. Scott Geller,et al.  Applied Behavior Analysis and Social Marketing: An Integration for Environmental Preservation , 1989 .

[23]  A. Rustichini,et al.  Pay Enough or Don't Pay at All , 2000 .

[24]  J. Viegas Making urban road pricing acceptable and effective: searching for quality and equity in urban mobility , 2001 .

[25]  P. Mokhtarian,et al.  How do individuals adapt their personal travel? Objective and subjective influences on the consideration of travel-related strategies for San Francisco Bay Area commuters , 2005 .

[26]  Satoshi Fujii,et al.  What does a one-month free bus ticket do to habitual drivers? An experimental analysis of habit and attitude change , 2003 .

[27]  I. Ajzen,et al.  Belief, Attitude, Intention, and Behavior: An Introduction to Theory and Research , 1977 .

[28]  Yoram Shiftan,et al.  Effect of Auto Restraint Policies on Travel Behavior , 2005 .

[29]  Road transport pricing: motivation, objectives and design from an economic perspective , 2008 .

[30]  Eran Ben-Elia,et al.  The combined effect of information and experience on drivers’ route-choice behavior , 2008 .

[31]  Eran Ben-Elia,et al.  Which road do I take? A learning-based model of route-choice behavior with real-time information , 2010 .

[32]  S. Bamberg,et al.  Does habitual car use not lead to more resistance to change of travel mode? , 2003 .

[33]  D. Ettema,et al.  Carrots versus sticks: Rewarding commuters for avoiding the rush-hour— a study of willingness to participate , 2009 .

[34]  D. Ettema,et al.  Using incentives as traffic management tool: empirical results of the "peak avoidance" experiment , 2010 .

[35]  Urban Transport Externalities and Pigouvian Taxes: a Network Approach , 1998 .

[36]  K. Small,et al.  The economics of urban transportation , 2007 .

[37]  D. Ettema,et al.  Rewarding rush-hour avoidance: A study of commuters' travel behavior. , 2011 .

[38]  K. Train Halton Sequences for Mixed Logit , 2000 .

[39]  A. Tversky,et al.  Choices, Values, and Frames , 2000 .

[40]  I. Erev,et al.  Frequent probabilistic punishment in law enforcement , 2002 .

[41]  K. Axhausen,et al.  Activity‐based approaches to travel analysis: conceptual frameworks, models, and research problems , 1992 .

[42]  H C Triandis,et al.  Values, attitudes, and interpersonal behavior. , 1980, Nebraska Symposium on Motivation. Nebraska Symposium on Motivation.

[43]  Joan L. Walker Extended discrete choice models : integrated framework, flexible error structures, and latent variables , 2001 .

[44]  G. Schuitema Pricing policies in transport. , 2003 .

[45]  Edward L. Deci,et al.  Intrinsic Motivation and Self-Determination in Human Behavior , 1975, Perspectives in Social Psychology.

[46]  Elisabetta Cherchi,et al.  Modelling Individual Preferences, State of the Art, Recent Advances and Future Directions , 2012 .

[47]  E. Verhoef,et al.  Basic Economic Principles of Road Pricing: From Theory to Applications , 2006 .

[48]  I. Mayeres,et al.  THE MARGINAL EXTERNAL COSTS OF URBAN TRANSPORT , 1996 .

[49]  Yoram Shiftan,et al.  Effect of Auto Restraint on Travel Behavior , 2005 .

[50]  Jan Anne Annema,et al.  Employer Attitudes towards Peak Hour Avoidance , 2012, European Journal of Transport and Infrastructure Research.

[51]  Daniel McFadden,et al.  The behavioral science of transportation , 2007 .

[52]  G. Giuliano EQUITY AND FAIRNESS CONSIDERATIONS OF CONGESTION PRICING , 1994 .

[53]  Patrick Bonnel,et al.  The quality of survey data: Telephone versus face-to-face interviews , 1998 .

[54]  Michiel C.J. Bliemer,et al.  Rewarding instead of charging road users: a model case study investigating effects on traffic conditions , 2010 .

[55]  Talib Rothengatter,et al.  The effects of police surveillance and law enforcement on driver behaviour , 1982 .

[56]  Carlos F. Daganzo,et al.  TRANSPORTATION AND TRAFFIC THEORY , 1993 .

[57]  A. Tversky,et al.  Prospect theory: an analysis of decision under risk — Source link , 2007 .

[58]  K. Train,et al.  Mixed Logit with Repeated Choices: Households' Choices of Appliance Efficiency Level , 1998, Review of Economics and Statistics.

[59]  David M. Kreps Intrinsic Motivation and Extrinsic Incentives , 1997 .

[60]  B. Verplanken,et al.  ATTITUDE VERSUS GENERAL HABIT -- ANTECEDENTS OF TRAVEL MODE CHOICE / , 1994 .

[61]  Peter Loukopoulos,et al.  Adaptation of Private Car Use in Response to Travel Demand Management Measures: Potential Roles of Intelligent Transportation Systems , 2004, J. Intell. Transp. Syst..

[62]  D. Schrank,et al.  ANNUAL STUDY SHOWS TRAFFIC JAMS AS A GROWING TRIPLE THREAT , 2002 .

[63]  S. Schwartz Normative Influences on Altruism , 1977 .

[64]  Joseph N. Prashker,et al.  The Impact of Travel Time Information on Travelers’ Learning under Uncertainty , 2006 .

[65]  J. Cameron,et al.  Reinforcement, Reward, and Intrinsic Motivation: A Meta-Analysis , 1994 .

[66]  Tommy Gärling,et al.  Reintroducing attitude theory in travel behavior research: The validity of an interactive interview procedure to predict car use , 1998 .

[67]  D. Ronis,et al.  Attitudes, decisions, and habits as determinants of repeated behavior. , 1989 .

[68]  I. Ajzen,et al.  Choice of Travel Mode in the Theory of Planned Behavior: The Roles of Past Behavior, Habit, and Reasoned Action , 2003 .

[69]  T. Gärling,et al.  Chapter 11 Psychological Explanations of Participation in Everyday Activities , 1993 .

[70]  Michiel C.J. Bliemer,et al.  Rewarding for Avoiding the Peak Period: A Synthesis of Four Studies in the Netherlands , 2010 .

[71]  T. Schwanen Gender Differences in Chauffeuring Children among Dual-Earner Families , 2007 .

[72]  S. Chaiken,et al.  Attitude structure and function. , 1998 .

[73]  D. Kahneman,et al.  Anomalies: The Endowment Effect, Loss Aversion, and Status Quo Bias , 1991 .

[74]  D. McFadden,et al.  MIXED MNL MODELS FOR DISCRETE RESPONSE , 2000 .