IDEAS home Printed from https://ideas.repec.org/p/cdl/uctcwp/qt7kv5f17n.html
   My bibliography  Save this paper

Trucking Industry Adoption of Information Technology: A structural Multivariate Discrete Choice Model

Author

Listed:
  • Golob, Thomas F.
  • Reagan, Amelia C.

Abstract

Modern panel surveys frequently suffer from high and likely non-ignorable attrition, and transportation surveys suffer from poor travel time estimates. This paper examines new methods for adjusting forecasts and model estimates to account for these problems. The methods we describe are illustrated using a new panel survey of 1500 commuters in San Diego, California. These data are being collected to evaluate a federally-funded “Congestion Pricing” experiment investigating the impacts of allowing solo drivers to pay to use freeway carpool lanes. The panel survey, begun in Fall 1997, collects data on travel behavior and attitudes at six-month intervals through telephone interviews. The panel sample is refreshed with new respondents at each wave to counteract the attrition between waves. Both the original and refreshment samples are stratified on commuters’ mode choice (solo drive in free lanes, pay to solo drive in the carpool lanes, or carpool for free in carpool lanes) to insure sufficient sample size for estimating our models.

Suggested Citation

  • Golob, Thomas F. & Reagan, Amelia C., 2002. "Trucking Industry Adoption of Information Technology: A structural Multivariate Discrete Choice Model," University of California Transportation Center, Working Papers qt7kv5f17n, University of California Transportation Center.
  • Handle: RePEc:cdl:uctcwp:qt7kv5f17n
    as

    Download full text from publisher

    File URL: https://www.escholarship.org/uc/item/7kv5f17n.pdf;origin=repeccitec
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. McFadden, Daniel & Ruud, Paul A, 1994. "Estimation by Simulation," The Review of Economics and Statistics, MIT Press, vol. 76(4), pages 591-608, November.
    2. David Kirk, 1973. "On the numerical approximation of the bivariate normal (tetrachoric) correlation coefficient," Psychometrika, Springer;The Psychometric Society, vol. 38(2), pages 259-268, June.
    3. Keane, Michael & Moffitt, Robert, 1998. "A Structural Model of Multiple Welfare Program Participation and Labor Supply," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 39(3), pages 553-589, August.
    4. Geweke, John & Keane, Michael P & Runkle, David, 1994. "Alternative Computational Approaches to Inference in the Multinomial Probit Model," The Review of Economics and Statistics, MIT Press, vol. 76(4), pages 609-632, November.
    5. McFadden, Daniel, 1989. "A Method of Simulated Moments for Estimation of Discrete Response Models without Numerical Integration," Econometrica, Econometric Society, vol. 57(5), pages 995-1026, September.
    6. van Wissen, Leo J. & Golob, Thomas F., 1990. "Simultaneous Equation Systems Involving Binary Choice Variables," University of California Transportation Center, Working Papers qt5t28k04n, University of California Transportation Center.
    7. Pakes, Ariel & Pollard, David, 1989. "Simulation and the Asymptotics of Optimization Estimators," Econometrica, Econometric Society, vol. 57(5), pages 1027-1057, September.
    8. van Wissen, Leo J., 1990. "Simultaneous Equation Systems Involving Binary Choice Variables," University of California Transportation Center, Working Papers qt339562gx, University of California Transportation Center.
    9. Ulf Olsson, 1979. "Maximum likelihood estimation of the polychoric correlation coefficient," Psychometrika, Springer;The Psychometric Society, vol. 44(4), pages 443-460, December.
    10. Golob, Thomas F. & Regan, A C, 1999. "Freight Industry Attitudes Towards Policies to Reduce Congestion," University of California Transportation Center, Working Papers qt57r4d3fd, University of California Transportation Center.
    11. Hall, Randolph W. & Intihar, Chris, 1997. "Commercial Vehicle Operations: Government Interfaces And Intelligent Transportation Systems," Institute of Transportation Studies, Research Reports, Working Papers, Proceedings qt9p272488, Institute of Transportation Studies, UC Berkeley.
    12. Scapinakis, Dimitris A. & Garrison, William L., 1991. "Communications And Positioning Systems In The Motor Carrier Industry," Institute of Transportation Studies, Research Reports, Working Papers, Proceedings qt15j086pf, Institute of Transportation Studies, UC Berkeley.
    13. Golob, Thomas F. & Regan, Amelia C., 1999. "Freight industry attitudes towards policies to reduce congestion," University of California Transportation Center, Working Papers qt3fq6x2sq, University of California Transportation Center.
    14. P. Bentler, 1983. "Some contributions to efficient statistics in structural models: Specification and estimation of moment structures," Psychometrika, Springer;The Psychometric Society, vol. 48(4), pages 493-517, December.
    15. ,, 2000. "Problems And Solutions," Econometric Theory, Cambridge University Press, vol. 16(2), pages 287-299, April.
    16. Regan, Amelia C. & Golob, Thomas F., 2000. "Trucking industry perceptions of congestion problems and potential solutions in maritime intermodal operations in California," Transportation Research Part A: Policy and Practice, Elsevier, vol. 34(8), pages 587-605, November.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Wassie, Yibeltal T. & Rannestad, Meley M. & Adaramola, Muyiwa S., 2021. "Determinants of household energy choices in rural sub-Saharan Africa: An example from southern Ethiopia," Energy, Elsevier, vol. 221(C).
    2. Golob, Thomas F. & Recker, Wilfred W. & Alvarez, Veronica M., 2004. "Safety aspects of freeway weaving sections," Transportation Research Part A: Policy and Practice, Elsevier, vol. 38(1), pages 35-51, January.
    3. Zhang, Xiao & Boscardin, W. John & Belin, Thomas R. & Wan, Xiaohai & He, Yulei & Zhang, Kui, 2015. "A Bayesian method for analyzing combinations of continuous, ordinal, and nominal categorical data with missing values," Journal of Multivariate Analysis, Elsevier, vol. 135(C), pages 43-58.
    4. Regan, Amelia C. & Golob, Thomas F., 2022. "Deployment Paths of ATIS: Impact on Commercial Vehicle Operations, Private Sector Providers and the Public Sector," Institute of Transportation Studies, Research Reports, Working Papers, Proceedings qt2578j4bj, Institute of Transportation Studies, UC Berkeley.
    5. Evita Hanie Pangaribowo & Deden Dinar Iskandar, 2023. "Exploring socio-economic determinants of energy choices for cooking: the case of eastern Indonesian households," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 25(7), pages 7135-7148, July.
    6. Xinjun He & Anyi Huang & Jianzhong Yan & Hong Zhou & Ya Wu & Liang Emlyn Yang & Basanta Paudel, 2023. "Smallholders’ climate change adaptation strategies on the eastern Tibetan Plateau," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 118(1), pages 641-667, August.
    7. Trinh, Thoai Quang & Rañola, Roberto F. & Camacho, Leni D. & Simelton, Elisabeth, 2018. "Determinants of farmers’ adaptation to climate change in agricultural production in the central region of Vietnam," Land Use Policy, Elsevier, vol. 70(C), pages 224-231.
    8. Golob, Thomas F. & Regan, Amelia C., 2003. "Surveying and Modeling Trucking Industry Perceptions, Preferences and Behavior," University of California Transportation Center, Working Papers qt1gw166zk, University of California Transportation Center.
    9. Jason D. Lemp & Kara M. Kockelman & Paul Damien, 2012. "A Bivariate Multinomial Probit Model for Trip Scheduling: Bayesian Analysis of the Work Tour," Transportation Science, INFORMS, vol. 46(3), pages 405-424, August.
    10. Zhou, Fan & Zheng, Zuduo & Whitehead, Jake & Perrons, Robert K. & Washington, Simon & Page, Lionel, 2020. "Examining the impact of car-sharing on private vehicle ownership," Transportation Research Part A: Policy and Practice, Elsevier, vol. 138(C), pages 322-341.
    11. Taha Hossein Rashidi & Matthew J. Roorda, 2018. "A business establishment fleet ownership and composition model," Transportation, Springer, vol. 45(3), pages 971-987, May.
    12. Belanès, Amel & Saihi, Malek, 2016. "Evidence on complementarity and substitution contingency in monitoring and bonding mechanisms," Research in International Business and Finance, Elsevier, vol. 38(C), pages 161-171.
    13. Zhang, Xiao & Boscardin, W. John & Belin, Thomas R., 2008. "Bayesian analysis of multivariate nominal measures using multivariate multinomial probit models," Computational Statistics & Data Analysis, Elsevier, vol. 52(7), pages 3697-3708, March.
    14. Honjo, Yuji & Kwak, Charee & Uchida, Hirofumi, 2022. "Initial funding and founders’ human capital: An empirical analysis using multiple surveys for start-up firms," Japan and the World Economy, Elsevier, vol. 63(C).
    15. Chen, Yang & Tao, Kan & Jiao, Wen & Yang, Dong, 2020. "Investigating the underlying social psychology of the innovation adoption in container trucking industry," Transportation Research Part A: Policy and Practice, Elsevier, vol. 137(C), pages 259-270.
    16. Golob, Thomas F. & Recker, Wilfred W. & Alvarez, Veronica M., 2003. "Safety Aspects of Freeway Weaving Sections," Institute of Transportation Studies, Research Reports, Working Papers, Proceedings qt1zr6p58h, Institute of Transportation Studies, UC Berkeley.
    17. Milioti, Christina P. & Karlaftis, Matthew G. & Akkogiounoglou, Eleni, 2015. "Traveler perceptions and airline choice: A multivariate probit approach," Journal of Air Transport Management, Elsevier, vol. 49(C), pages 46-52.
    18. Behera, Bhagirath & Rahut, Dil Bahadur & Jeetendra, Aryal & Ali, Akhter, 2015. "Household collection and use of biomass energy sources in South Asia," Energy, Elsevier, vol. 85(C), pages 468-480.
    19. Afghari, Amir Pooyan & Faghih Imani, Ahmadreza & Papadimitriou, Eleonora & van Gelder, Pieter & Hezaveh, Amin Mohamadi, 2021. "Disentangling the effects of unobserved factors on seatbelt use choices in multi-occupant vehicles," Journal of choice modelling, Elsevier, vol. 41(C).
    20. Landry, Réjean & Saïhi, Malek & Amara, Nabil & Ouimet, Mathieu, 2010. "Evidence on how academics manage their portfolio of knowledge transfer activities," Research Policy, Elsevier, vol. 39(10), pages 1387-1403, December.
    21. Madhusmita Dash & Bhagirath Behera & Dil Bahadur Rahut, 2018. "Understanding the factors that influence household use of clean energy in the Similipal Tiger Reserve, India," Natural Resources Forum, Blackwell Publishing, vol. 42(1), pages 3-18, February.
    22. Mathieu Ouimet & Nabil Amara & Réjean Landry & John Lavis, 2007. "Direct interactions medical school faculty members have with professionals and managers working in public and private sector organizations: A cross-sectional study," Scientometrics, Springer;Akadémiai Kiadó, vol. 72(2), pages 307-323, August.
    23. Dilshad Ahmad & Mohammad Afzal & Abdur Rauf, 2021. "Farmers’ adaptation decisions to landslides and flash floods in the mountainous region of Khyber Pakhtunkhwa of Pakistan," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 23(6), pages 8573-8600, June.
    24. Song, Jiongjiong & Regan, A C, 2003. "An Auction Based Collaborative Carrier Network," University of California Transportation Center, Working Papers qt2g88d8vc, University of California Transportation Center.
    25. Ngo, Quang Thanh, 2016. "Farmers’ adaptive measures to climate change induced natural shocks through past climate experiences in the Mekong River Delta, Vietnam," MPRA Paper 78055, University Library of Munich, Germany.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Golob, Thomas F. & Regan, A C, 2002. "Trucking Industry Adoption of Information Technology: A Structural Multivariate Probit Model," University of California Transportation Center, Working Papers qt9w1988t7, University of California Transportation Center.
    2. Golob, Thomas F. & Regan, Amelia C., 2003. "Surveying and Modeling Trucking Industry Perceptions, Preferences and Behavior," University of California Transportation Center, Working Papers qt1gw166zk, University of California Transportation Center.
    3. Hans G. Bloemen & Arie Kapteyn, 2008. "The estimation of utility-consistent labor supply models by means of simulated scores," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 23(4), pages 395-422.
    4. Golob, Thomas F. & Recker, Wilfred W. & Alvarez, Veronica M., 2004. "Safety aspects of freeway weaving sections," Transportation Research Part A: Policy and Practice, Elsevier, vol. 38(1), pages 35-51, January.
    5. Golob, Thomas F. & Regan, Amelia C., 1999. "Impacts of Highway Congestion on Freight Operations: Perceptions of Trucking Industry Managers," University of California Transportation Center, Working Papers qt37s3z2xd, University of California Transportation Center.
    6. Lee, Lung-Fei, 1997. "Simulated maximum likelihood estimation of dynamic discrete choice statistical models some Monte Carlo results," Journal of Econometrics, Elsevier, vol. 82(1), pages 1-35.
    7. Vassilis A. Hajivassiliou, 1993. "Simulating Normal Rectangle Probabilities and Their Derivatives: The Effects of Vectorization," Cowles Foundation Discussion Papers 1049, Cowles Foundation for Research in Economics, Yale University.
    8. Golob, Thomas F. & Regan, Amelia C., 2001. "Impacts of highway congestion on freight operations: perceptions of trucking industry managers," Transportation Research Part A: Policy and Practice, Elsevier, vol. 35(7), pages 577-599, August.
    9. Golob, Thomas F. & Regan, Amelia C., 1999. "Freight industry attitudes towards policies to reduce congestion," University of California Transportation Center, Working Papers qt3fq6x2sq, University of California Transportation Center.
    10. Regan, A C & Golob, Thomas F, 2000. "CVO Perspectives on the Usefulness of Various Sources of Traffic Information," University of California Transportation Center, Working Papers qt0439w6h1, University of California Transportation Center.
    11. Golob, Thomas F. & Regan, A C, 2001. "The Perceived Usefulness of Different Sources of Traffic Information to Trucking Operations," University of California Transportation Center, Working Papers qt7wz0j3rm, University of California Transportation Center.
    12. Golob, Thomas F. & Regan, Amelia C., 1999. "Impacts of Highway Congestion on Freight Operations: Perceptions of Trucking Industry Managers," University of California Transportation Center, Working Papers qt3dt7s30j, University of California Transportation Center.
    13. Golob, Thomas F. & Regan, Amelia C., 2000. "The Perceived Usefulness of Different Sources of Traffic Information to Trucking Operations," University of California Transportation Center, Working Papers qt95d8d0xk, University of California Transportation Center.
    14. Golob, Thomas F. & Regan, A C, 1999. "Freight Industry Attitudes Towards Policies to Reduce Congestion," University of California Transportation Center, Working Papers qt57r4d3fd, University of California Transportation Center.
    15. Kerem Tuzcuoglu, 2019. "Composite Likelihood Estimation of an Autoregressive Panel Probit Model with Random Effects," Staff Working Papers 19-16, Bank of Canada.
    16. Yai, Tetsuo & Iwakura, Seiji & Morichi, Shigeru, 1997. "Multinomial probit with structured covariance for route choice behavior," Transportation Research Part B: Methodological, Elsevier, vol. 31(3), pages 195-207, June.
    17. Keane, Michael & Moffitt, Robert, 1998. "A Structural Model of Multiple Welfare Program Participation and Labor Supply," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 39(3), pages 553-589, August.
    18. Geweke, John F. & Keane, Michael P. & Runkle, David E., 1997. "Statistical inference in the multinomial multiperiod probit model," Journal of Econometrics, Elsevier, vol. 80(1), pages 125-165, September.
    19. Zhang, Xiao & Boscardin, W. John & Belin, Thomas R., 2008. "Bayesian analysis of multivariate nominal measures using multivariate multinomial probit models," Computational Statistics & Data Analysis, Elsevier, vol. 52(7), pages 3697-3708, March.
    20. Hajivassiliou, Vassilis A. & Ruud, Paul A., 1986. "Classical estimation methods for LDV models using simulation," Handbook of Econometrics, in: R. F. Engle & D. McFadden (ed.), Handbook of Econometrics, edition 1, volume 4, chapter 40, pages 2383-2441, Elsevier.

    More about this item

    Keywords

    Architecture;

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:cdl:uctcwp:qt7kv5f17n. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Lisa Schiff (email available below). General contact details of provider: https://edirc.repec.org/data/itucbus.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.