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Who is willing to pay for travel time savings and how much? An iterative bidding contingent valuation study in Mumbai

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  • Robbennolt, Dale
  • Hwang, Hyunjun
  • Jaiswal, Aishwarya
  • Verma, Sagar
  • Chakrabarti, Sandip
  • Bhat, Chandra

Abstract

The value of travel time savings is one of the most widely used concepts in the transportation sector, serving as a critical component of transportation project evaluation, policy formulation, and transportation investment decisions. In this paper, we examine the value of travel time savings as measured using an iterative bidding contingent valuation approach in the context of Mumbai, India. By directly measuring the value of travel time savings, rather than imputing it, we are able to efficiently consider variations across individual characteristics and trip contexts. As importantly, we account for the possibility that some individuals may not be willing to pay at all for travel time savings, jointly modeling a binary outcome representing whether an individual is willing to pay at all (WTP) alongside the continuous value of travel time savings among those who are willing to pay. This approach allows us to identify those individuals who have a value of travel time savings (VTTS) of zero, which may occur due to very different psychological reasons than simply having a low value of travel time savings. The findings reveal significant differences in WTP and VTTS across population subgroups and trip characteristics. The results have important implications for the evaluation of transportation policies, prioritization of transportation infrastructure improvements, and development of priced congestion reduction strategies.

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  • Robbennolt, Dale & Hwang, Hyunjun & Jaiswal, Aishwarya & Verma, Sagar & Chakrabarti, Sandip & Bhat, Chandra, 2026. "Who is willing to pay for travel time savings and how much? An iterative bidding contingent valuation study in Mumbai," Transportation Research Part A: Policy and Practice, Elsevier, vol. 210(C).
  • Handle: RePEc:eee:transa:v:210:y:2026:i:c:s0965856426001837
    DOI: 10.1016/j.tra.2026.105042
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    1. Kim, Nam Seok & Yook, Donghyung, 2018. "Enhancing the economic benefit assessment of roadway investment through the application of value of time by trip length," Transport Policy, Elsevier, vol. 68(C), pages 28-36.
    2. Börjesson, Maria & Fosgerau, Mogens & Algers, Staffan, 2012. "On the income elasticity of the value of travel time," Transportation Research Part A: Policy and Practice, Elsevier, vol. 46(2), pages 368-377.
    3. Bhat, Chandra R., 1998. "Accommodating variations in responsiveness to level-of-service measures in travel mode choice modeling," Transportation Research Part A: Policy and Practice, Elsevier, vol. 32(7), pages 495-507, September.
    4. Aprahamian, Frederic & Chanel, Olivier & Luchini, Stephane, 2008. "Heterogeneous anchoring and the shift effect in iterative valuation questions," Resource and Energy Economics, Elsevier, vol. 30(1), pages 12-20, January.
    5. Schwanen, Tim & Ettema, Dick, 2009. "Coping with unreliable transportation when collecting children: Examining parents' behavior with cumulative prospect theory," Transportation Research Part A: Policy and Practice, Elsevier, vol. 43(5), pages 511-525, June.
    6. Laird, James J. & Venables, Anthony J., 2017. "Transport investment and economic performance: A framework for project appraisal," Transport Policy, Elsevier, vol. 56(C), pages 1-11.
    7. Shires, J.D. & de Jong, G.C., 2009. "An international meta-analysis of values of travel time savings," Evaluation and Program Planning, Elsevier, vol. 32(4), pages 315-325, November.
    8. Green, Donald & Jacowitz, Karen E. & Kahneman, Daniel & McFadden, Daniel, 1998. "Referendum contingent valuation, anchoring, and willingness to pay for public goods," Resource and Energy Economics, Elsevier, vol. 20(2), pages 85-116, June.
    9. Chaitanya Paleti & Xiaozheng He & Srinivas Peeta, 2016. "Design of income-equitable toll prices for high occupancy toll lanes in a single toll facility," Transportation Planning and Technology, Taylor & Francis Journals, vol. 39(4), pages 389-406, June.
    10. Sergio R. Jara-Diaz & Cristián A. Guevara, 2003. "Behind the Subjective Value of Travel Time Savings," Journal of Transport Economics and Policy, University of Bath, vol. 37(1), pages 29-46, January.
    11. Herriges, Joseph A. & Shogren, Jason F., 1996. "Starting Point Bias in Dichotomous Choice Valuation with Follow-Up Questioning," Journal of Environmental Economics and Management, Elsevier, vol. 30(1), pages 112-131, January.
    12. Deshpande, Ashwini & Kabeer, Naila, 2024. "Norms that matter: Exploring the distribution of women’s work between income generation, expenditure-saving and unpaid domestic responsibilities in India," World Development, Elsevier, vol. 174(C).
    13. Dalvi, M Q & Lee, N, 1971. "Variations in the Value of Travel Time: Further Analysis," The Manchester School of Economic & Social Studies, University of Manchester, vol. 39(3), pages 187-204, September.
    14. Eliasson, Jonas, 2016. "Is congestion pricing fair? Consumer and citizen perspectives on equity effects," Transport Policy, Elsevier, vol. 52(C), pages 1-15.
    15. David Meunier & Emile Quinet, 2015. "Value of Time Estimations in Cost Benefit Analysis: The French Experience," Post-Print halshs-01313766, HAL.
    16. Carrion, Carlos & Levinson, David, 2012. "Value of travel time reliability: A review of current evidence," Transportation Research Part A: Policy and Practice, Elsevier, vol. 46(4), pages 720-741.
    17. Richard Blundell & Antoine Bozio & Guy Laroque, 2013. "Extensive and Intensive Margins of Labour Supply: Work and Working Hours in the US, the UK and France," Fiscal Studies, Institute for Fiscal Studies, vol. 34(1), pages 1-29, March.
    18. Hsieh, Hsu-Sheng, 2022. "Road pricing acceptability and persuasive communication effectiveness," Transport Policy, Elsevier, vol. 125(C), pages 179-191.
    19. Cohen, Maxime C. & Jacquillat, Alexandre & Ratzon, Avia & Sasson, Roy, 2022. "The impact of high-occupancy vehicle lanes on carpooling," Transportation Research Part A: Policy and Practice, Elsevier, vol. 165(C), pages 186-206.
    20. Emmanuel Saez, 2002. "Optimal Income Transfer Programs: Intensive versus Extensive Labor Supply Responses," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 117(3), pages 1039-1073.
    21. David Hoyos & Petr Mariel, 2010. "Contingent Valuation: Past, Present and Future," Prague Economic Papers, Prague University of Economics and Business, vol. 2010(4), pages 329-343.
    22. Beck, Matthew J. & Hess, Stephane & Cabral, Manuel Ojeda & Dubernet, Ilka, 2017. "Valuing travel time savings: A case of short-term or long term choices?," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 100(C), pages 133-143.
    23. Gary P. Hayes & Christoffel J. Venter, 2025. "Willingness to Pay for Travel Time Savings on Public Transport: Past Practice, New Evidence and Implications for Policy," South African Journal of Economics, Economic Society of South Africa, vol. 93(4), pages 374-386, December.
    24. Marazi, Naveed Farooz & Majumdar, Bandhan Bandhu & Sahu, Prasanta K. & Potoglou, Dimitris, 2022. "Congestion pricing acceptability among commuters: An Indian perspective," Research in Transportation Economics, Elsevier, vol. 95(C).
    25. Mark Wardman & Phani Chintakayala & Chris Heywood, 2020. "The valuation and demand impacts of the worthwhile use of travel time with specific reference to the digital revolution and endogeneity," Transportation, Springer, vol. 47(3), pages 1515-1540, June.
    26. Kevin J. Boyle & Richard C. Bishop & Michael P. Welsh, 1985. "Starting Point Bias in Contingent Valuation Bidding Games," Land Economics, University of Wisconsin Press, vol. 62(2), pages 188-194.
    27. Eivind Tveter, 2023. "The value of travel time: a revealed preferences approach using exogenous variation in travel costs and automatic traffic count data," Transportation, Springer, vol. 50(6), pages 2273-2297, December.
    28. Chandra R. Bhat & Patrícia S. Lavieri, 2018. "A new mixed MNP model accommodating a variety of dependent non-normal coefficient distributions," Theory and Decision, Springer, vol. 84(2), pages 239-275, March.
    29. Armbrecht, John, 2014. "Use value of cultural experiences: A comparison of contingent valuation and travel cost," Tourism Management, Elsevier, vol. 42(C), pages 141-148.
    30. Gary Solon & Steven J. Haider & Jeffrey M. Wooldridge, 2015. "What Are We Weighting For?," Journal of Human Resources, University of Wisconsin Press, vol. 50(2), pages 301-316.
    31. Moulin, Léonard & Urbano, Valeria Maria, 2025. "Evaluating the effectiveness of two congestion limitation policies in Milan: Charge increase and vehicle type," Transport Policy, Elsevier, vol. 165(C), pages 17-27.
    32. Axhausen, Kay W. & Hess, Stephane & König, Arnd & Abay, Georg & Bates, John J. & Bierlaire, Michel, 2008. "Income and distance elasticities of values of travel time savings: New Swiss results," Transport Policy, Elsevier, vol. 15(3), pages 173-185, May.
    33. Bhat, Chandra R. & Mondal, Aupal & Pinjari, Abdul Rawoof, 2025. "A flexible non-normal random coefficient multinomial probit model: Application to investigating commuter's mode choice behavior in a developing economy context," Transportation Research Part B: Methodological, Elsevier, vol. 195(C).
    34. Robert J. Johnston & Kevin J. Boyle & Wiktor (Vic) Adamowicz & Jeff Bennett & Roy Brouwer & Trudy Ann Cameron & W. Michael Hanemann & Nick Hanley & Mandy Ryan & Riccardo Scarpa & Roger Tourangeau & Ch, 2017. "Contemporary Guidance for Stated Preference Studies," Journal of the Association of Environmental and Resource Economists, University of Chicago Press, vol. 4(2), pages 319-405.
    35. Hensher, David A. & Goodwin, Phil, 2004. "Using values of travel time savings for toll roads: avoiding some common errors," Transport Policy, Elsevier, vol. 11(2), pages 171-181, April.
    36. Haghani, Milad & Bliemer, Michiel C.J. & Rose, John M. & Oppewal, Harmen & Lancsar, Emily, 2021. "Hypothetical bias in stated choice experiments: Part II. Conceptualisation of external validity, sources and explanations of bias and effectiveness of mitigation methods," Journal of choice modelling, Elsevier, vol. 41(C).
    37. Jonas Schmidt & Tammo H. A. Bijmolt, 2020. "Accurately measuring willingness to pay for consumer goods: a meta-analysis of the hypothetical bias," Journal of the Academy of Marketing Science, Springer, vol. 48(3), pages 499-518, May.
    38. Bouscasse, Hélène & de Lapparent, Matthieu, 2019. "Perceived comfort and values of travel time savings in the Rhône-Alpes Region," Transportation Research Part A: Policy and Practice, Elsevier, vol. 124(C), pages 370-387.
    39. Daniel A. Brent & Austin Gross, 2018. "Dynamic road pricing and the value of time and reliability," Journal of Regional Science, Wiley Blackwell, vol. 58(2), pages 330-349, March.
    40. Cirillo, C. & Axhausen, K.W., 2006. "Evidence on the distribution of values of travel time savings from a six-week diary," Transportation Research Part A: Policy and Practice, Elsevier, vol. 40(5), pages 444-457, June.
    41. Lavieri, Patrícia S. & Bhat, Chandra R., 2019. "Modeling individuals’ willingness to share trips with strangers in an autonomous vehicle future," Transportation Research Part A: Policy and Practice, Elsevier, vol. 124(C), pages 242-261.
    42. Marcella Veronesi & Anna Alberini & Joseph Cooper, 2011. "Implications of Bid Design and Willingness-To-Pay Distribution for Starting Point Bias in Double-Bounded Dichotomous Choice Contingent Valuation Surveys," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 49(2), pages 199-215, June.
    43. Janak Parmar & Gulnazbanu Saiyed & Sanjaykumar Dave, 2021. "Analysis of taste heterogeneity in commuters travel decisions using joint parking and mode choice model: A case from urban India," Papers 2109.01045, arXiv.org, revised Oct 2023.
    44. Bhat, Chandra R. & Sardesai, Rupali, 2006. "The impact of stop-making and travel time reliability on commute mode choice," Transportation Research Part B: Methodological, Elsevier, vol. 40(9), pages 709-730, November.
    45. Robbennolt, Dale & Pendyala, Ram M. & Bhat, Chandra R., 2026. "Data collection, weighting, and modeling techniques to estimate consistent population parameters," Transportation Research Part B: Methodological, Elsevier, vol. 203(C).
    46. Satoshi Fujii & Tommy Gärling & Cecilia Jakobsson & Rong-Chang Jou, 2004. "A cross-country study of fairness and infringement on freedom as determinants of car owners' acceptance of road pricing," Transportation, Springer, vol. 31(3), pages 285-295, August.
    47. Alex Anas & Robin Lindsey, 2011. "Reducing Urban Road Transportation Externalities: Road Pricing in Theory and in Practice," Review of Environmental Economics and Policy, Association of Environmental and Resource Economists, vol. 5(1), pages 66-88, Winter.
    48. Hess, Stephane & Bierlaire, Michel & Polak, John W., 2005. "Estimation of value of travel-time savings using mixed logit models," Transportation Research Part A: Policy and Practice, Elsevier, vol. 39(2-3), pages 221-236.
    49. Parmar, Janak & Saiyed, Gulnazbanu & Dave, Sanjaykumar, 2023. "Analysis of taste heterogeneity in commuters’ travel decisions using joint parking– and mode–choice model: A case from urban India," Transportation Research Part A: Policy and Practice, Elsevier, vol. 170(C).
    50. Binsuwadan, Jawaher & Wardman, Mark & de Jong, Gerard & Batley, Richard & Wheat, Phill, 2023. "The income elasticity of the value of travel time savings: A meta-analysis," Transport Policy, Elsevier, vol. 136(C), pages 126-136.
    51. Bhat, Chandra R. & Castelar, Saul, 2002. "A unified mixed logit framework for modeling revealed and stated preferences: formulation and application to congestion pricing analysis in the San Francisco Bay area," Transportation Research Part B: Methodological, Elsevier, vol. 36(7), pages 593-616, August.
    52. Henrik Andersson & Mikael Svensson, 2008. "Cognitive ability and scale bias in the contingent valuation method," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 39(4), pages 481-495, April.
    53. Coppola, Pierluigi & De Fabiis, Francesco & Silvestri, Fulvio, 2024. "Urban Air Mobility (UAM): Airport shuttles or city-taxis?," Transport Policy, Elsevier, vol. 150(C), pages 24-34.
    54. Wardman, Mark & Chintakayala, V. Phani K. & de Jong, Gerard, 2016. "Values of travel time in Europe: Review and meta-analysis," Transportation Research Part A: Policy and Practice, Elsevier, vol. 94(C), pages 93-111.
    55. Jara-Diaz, Sergio, 2024. "The value(s) of travel time savings considering in-vehicle activities," Transportation Research Part A: Policy and Practice, Elsevier, vol. 184(C).
    56. Jing, Peiyu & Seshadri, Ravi & Sakai, Takanori & Shamshiripour, Ali & Alho, Andre Romano & Lentzakis, Antonios & Ben-Akiva, Moshe E., 2024. "Evaluating congestion pricing schemes using agent-based passenger and freight microsimulation," Transportation Research Part A: Policy and Practice, Elsevier, vol. 186(C).
    57. Ana M. Fernandes & Peter J. Klenow & Sergii Meleshchuk & Martha Denisse Pierola & Andrés Rodríguez- Clare, 2023. "The Intensive Margin in Trade: How Big and How Important?," American Economic Journal: Macroeconomics, American Economic Association, vol. 15(3), pages 320-354, July.
    58. Manuel Ojeda-Cabral & Stephane Hess & Richard Batley, 2018. "Understanding valuation of travel time changes: are preferences different under different stated choice design settings?," Transportation, Springer, vol. 45(1), pages 1-21, January.
    59. Train, Kenneth & Wilson, Wesley W., 2008. "Estimation on stated-preference experiments constructed from revealed-preference choices," Transportation Research Part B: Methodological, Elsevier, vol. 42(3), pages 191-203, March.
    60. David Meunier & Emile Quinet, 2015. "Value of Time Estimations in Cost Benefit Analysis: The French Experience," PSE-Ecole d'économie de Paris (Postprint) halshs-01313766, HAL.
    61. Fosgerau, Mogens, 2006. "Investigating the distribution of the value of travel time savings," Transportation Research Part B: Methodological, Elsevier, vol. 40(8), pages 688-707, September.
    62. Yu, Xiaojuan & van den Berg, Vincent A.C. & Verhoef, Erik T., 2025. "Preference heterogeneity in a dynamic flow congestion model," Transportation Research Part B: Methodological, Elsevier, vol. 195(C).
    63. Caroline Steigenberger & Magdalena Flatscher-Thoeni & Uwe Siebert & Andrea M. Leiter, 2022. "Determinants of willingness to pay for health services: a systematic review of contingent valuation studies," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 23(9), pages 1455-1482, December.
    64. Michael Manville & David King, 2013. "Credible commitment and congestion pricing," Transportation, Springer, vol. 40(2), pages 229-249, February.
    65. Small, Kenneth A., 2012. "Valuation of travel time," Economics of Transportation, Elsevier, vol. 1(1), pages 2-14.
    66. Tabasi, Maliheh & Rose, John M. & Pellegrini, Andrea & Hossein Rashidi, Taha, 2024. "An empirical investigation of the distribution of travellers’ willingness-to-pay: A comparison between a parametric and nonparametric approach," Transport Policy, Elsevier, vol. 146(C), pages 312-321.
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