IDEAS home Printed from https://ideas.repec.org/a/eee/transa/v95y2017icp148-165.html
   My bibliography  Save this article

Balancing equity and cost in rural transportation management with multi-objective utility analysis and data envelopment analysis: A case of Quinte West

Author

Listed:
  • Chen, Chialin
  • Achtari, Guyves
  • Majkut, Kevin
  • Sheu, Jiuh-Biing

Abstract

Rural transportation management plays a critical role in the sustainable future of human society. Two emerging challenges faced by rural communities today are cost control and equity due to the increasing demand and limited operations resources available and the need to deal with the inevitable tradeoffs among multiple objectives and criteria. In this paper, we develop a new methodology for rural transportation management which takes into consideration of both the equity and cost factors under multiple objectives. We conceptualize and define equity in rural transportation management with the development of new performance measures and an analytical model for decision making with multiple desirable and undesirable objectives. We also develop a heuristic procedure based on data envelopment analysis for characterizing and analyzing the route design choices on the frontier between costs and multi-objective measures of equity. A GIS-based decision support system is constructed to process the extensive data required in our analysis. The new methodology has been successfully implemented by Quinte Access, a not-for-profit organization in a rural community in Ontario, to help redesign bus routes with significant quantitative benefits observed in multiple performance dimensions. It is also expected that the new knowledge, insights, and decision support tools developed through this study for transportation planning, big data management, and transportation service operations can be transferred to other rural communities in order to deliver more sustainable transportation services in rural regions around the world.

Suggested Citation

  • Chen, Chialin & Achtari, Guyves & Majkut, Kevin & Sheu, Jiuh-Biing, 2017. "Balancing equity and cost in rural transportation management with multi-objective utility analysis and data envelopment analysis: A case of Quinte West," Transportation Research Part A: Policy and Practice, Elsevier, vol. 95(C), pages 148-165.
  • Handle: RePEc:eee:transa:v:95:y:2017:i:c:p:148-165
    DOI: 10.1016/j.tra.2016.10.015
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0965856416309259
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.tra.2016.10.015?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Merkert, Rico & Assaf, A. George, 2015. "Using DEA models to jointly estimate service quality perception and profitability – Evidence from international airports," Transportation Research Part A: Policy and Practice, Elsevier, vol. 75(C), pages 42-50.
    2. Giannikos, Ioannis, 1998. "A multiobjective programming model for locating treatment sites and routing hazardous wastes," European Journal of Operational Research, Elsevier, vol. 104(2), pages 333-342, January.
    3. F. Benjamin Zhan & Charles E. Noon, 1998. "Shortest Path Algorithms: An Evaluation Using Real Road Networks," Transportation Science, INFORMS, vol. 32(1), pages 65-73, February.
    4. Charnes, A. & Cooper, W. W. & Rhodes, E., 1978. "Measuring the efficiency of decision making units," European Journal of Operational Research, Elsevier, vol. 2(6), pages 429-444, November.
    5. Chris Groër & Bruce Golden & Edward Wasil, 2009. "The Consistent Vehicle Routing Problem," Manufacturing & Service Operations Management, INFORMS, vol. 11(4), pages 630-643, February.
    6. Chi-Hong (Patrick) Tsai & Corinne Mulley & Rico Merkert, 2015. "Measuring the Cost Efficiency of Urban Rail Systems An International Comparison Using DEA and Tobit Models," Journal of Transport Economics and Policy, University of Bath, vol. 49(1), pages 17-34, January.
    7. Léopold Simar & Paul W. Wilson, 1998. "Sensitivity Analysis of Efficiency Scores: How to Bootstrap in Nonparametric Frontier Models," Management Science, INFORMS, vol. 44(1), pages 49-61, January.
    8. Keeney,Ralph L. & Raiffa,Howard, 1993. "Decisions with Multiple Objectives," Cambridge Books, Cambridge University Press, number 9780521438834, September.
    9. Karen Lucas & Bert Wee & Kees Maat, 2016. "A method to evaluate equitable accessibility: combining ethical theories and accessibility-based approaches," Transportation, Springer, vol. 43(3), pages 473-490, May.
    10. Sheu, Jiuh-Biing, 2010. "Dynamic relief-demand management for emergency logistics operations under large-scale disasters," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 46(1), pages 1-17, January.
    11. Mollanejad, Mostafa & Zhang, Lei, 2014. "Incorporating spatial equity into interurban road network design," Journal of Transport Geography, Elsevier, vol. 39(C), pages 156-164.
    12. Rico Merkert & James Odeck & Svein Brathen & Romano Pagliari, 2012. "A Review of Different Benchmarking Methods in the Context of Regional Airports," Transport Reviews, Taylor & Francis Journals, vol. 32(3), pages 379-395, January.
    13. Dyson, R. G. & Allen, R. & Camanho, A. S. & Podinovski, V. V. & Sarrico, C. S. & Shale, E. A., 2001. "Pitfalls and protocols in DEA," European Journal of Operational Research, Elsevier, vol. 132(2), pages 245-259, July.
    14. Seiford, Lawrence M. & Zhu, Joe, 1999. "An investigation of returns to scale in data envelopment analysis," Omega, Elsevier, vol. 27(1), pages 1-11, February.
    15. William W. Cooper & Lawrence M. Seiford & Kaoru Tone, 2006. "Introduction to Data Envelopment Analysis and Its Uses," Springer Books, Springer, number 978-0-387-29122-2, January.
    16. Tsan-Ming Choi & T. C. E. Cheng & Xiande Zhao & Jiuh-Biing Sheu, 2016. "Buyer Behavior in Quality-Dominated Multi-Sourcing Recyclable-Material Procurement of Green Supply Chains," Production and Operations Management, Production and Operations Management Society, vol. 25(3), pages 477-497, March.
    17. Susan Budge & Armann Ingolfsson & Dawit Zerom, 2010. "Empirical Analysis of Ambulance Travel Times: The Case of Calgary Emergency Medical Services," Management Science, INFORMS, vol. 56(4), pages 716-723, April.
    18. A Corberán & E Fernández & M Laguna & R Martí, 2002. "Heuristic solutions to the problem of routing school buses with multiple objectives," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 53(4), pages 427-435, April.
    19. Alan T. Murray & Rex Davis, 2001. "Equity in Regional Service Provision," Journal of Regional Science, Wiley Blackwell, vol. 41(4), pages 557-600, November.
    20. Schwanen, Tim & Lucas, Karen & Akyelken, Nihan & Cisternas Solsona, Diego & Carrasco, Juan-Antonio & Neutens, Tijs, 2015. "Rethinking the links between social exclusion and transport disadvantage through the lens of social capital," Transportation Research Part A: Policy and Practice, Elsevier, vol. 74(C), pages 123-135.
    21. Jinxin Yi, 2003. "Vehicle Routing with Time Windows and Time-Dependent Rewards: A Problem from the American Red Cross," Manufacturing & Service Operations Management, INFORMS, vol. 5(1), pages 74-77.
    22. Tijs Neutens & Tim Schwanen & Frank Witlox & Philippe De Maeyer, 2010. "Equity of Urban Service Delivery: A Comparison of Different Accessibility Measures," Environment and Planning A, , vol. 42(7), pages 1613-1635, July.
    23. Neutens, Tijs, 2015. "Accessibility, equity and health care: review and research directions for transport geographers," Journal of Transport Geography, Elsevier, vol. 43(C), pages 14-27.
    24. Lucas, Karen, 2012. "Transport and social exclusion: Where are we now?," Transport Policy, Elsevier, vol. 20(C), pages 105-113.
    25. Hong, Sung-Chul & Park, Yang-Byung, 1999. "A heuristic for bi-objective vehicle routing with time window constraints," International Journal of Production Economics, Elsevier, vol. 62(3), pages 249-258, September.
    26. R. D. Banker & A. Charnes & W. W. Cooper, 1984. "Some Models for Estimating Technical and Scale Inefficiencies in Data Envelopment Analysis," Management Science, INFORMS, vol. 30(9), pages 1078-1092, September.
    27. Merkert, Rico & Williams, George, 2013. "Determinants of European PSO airline efficiency – Evidence from a semi-parametric approach," Journal of Air Transport Management, Elsevier, vol. 29(C), pages 11-16.
    28. Paquette, Julie & Cordeau, Jean-François & Laporte, Gilbert & Pascoal, Marta M.B., 2013. "Combining multicriteria analysis and tabu search for dial-a-ride problems," Transportation Research Part B: Methodological, Elsevier, vol. 52(C), pages 1-16.
    29. Bowerman, Robert & Hall, Brent & Calamai, Paul, 1995. "A multi-objective optimization approach to urban school bus routing: Formulation and solution method," Transportation Research Part A: Policy and Practice, Elsevier, vol. 29(2), pages 107-123, March.
    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. Xuemei Zhou & Jiahui Liang & Xiangfeng Ji & Caitlin D. Cottrill, 2019. "The Influence of Information Services on Public Transport Behavior of Urban and Rural Residents," Sustainability, MDPI, vol. 11(19), pages 1-19, October.
    2. Mahmoudi, Reza & Emrouznejad, Ali & Shetab-Boushehri, Seyyed-Nader & Hejazi, Seyed Reza, 2020. "The origins, development and future directions of data envelopment analysis approach in transportation systems," Socio-Economic Planning Sciences, Elsevier, vol. 69(C).
    3. Yalcin, Ahmet Selcuk & Kilic, Huseyin Selcuk & Delen, Dursun, 2022. "The use of multi-criteria decision-making methods in business analytics: A comprehensive literature review," Technological Forecasting and Social Change, Elsevier, vol. 174(C).
    4. Yining Lu & Tao Wang & Zhuangzhuang Wang & Chaoyang Li & Yi Zhang, 2022. "Modeling the Dynamic Exclusive Pedestrian Phase Based on Transportation Equity and Cost Analysis," IJERPH, MDPI, vol. 19(13), pages 1-20, July.
    5. Chen, Jingxu & Wang, Shuaian & Liu, Zhiyuan & Guo, Yanyong, 2018. "Network-based optimization modeling of manhole setting for pipeline transportation," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 113(C), pages 38-55.
    6. Chen, Xiaodong & Wu, Ge & Li, Ding, 2019. "Efficiency measure on the truck restriction policy in China: A non-radial data envelopment model," Transportation Research Part A: Policy and Practice, Elsevier, vol. 129(C), pages 140-154.
    7. Liu, Zhi & Zheng, Xiao-Xue & Li, Deng-Feng & Liao, Chen-Nan & Sheu, Jiuh-Biing, 2021. "A novel cooperative game-based method to coordinate a sustainable supply chain under psychological uncertainty in fairness concerns," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 147(C).
    8. Yuan, Dandan & Zhao, Pengjun & Yu, Zhao & Liu, Qiyang, 2023. "Villagers' travel burden and the built environment in rural China: Evidence from a national level survey," Journal of Transport Geography, Elsevier, vol. 113(C).
    9. Sharareh Kermanshachi & Elnaz Safapour & Apurva Pamidimukkala, 2022. "Study of Design and Construction of Transit Facilities in Rural Areas in USA," Sustainability, MDPI, vol. 14(3), pages 1-16, January.
    10. Zhao, Pengjun & Yu, Zhao, 2020. "Investigating mobility in rural areas of China: Features, equity, and factors," Transport Policy, Elsevier, vol. 94(C), pages 66-77.

    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. Zhou, P. & Ang, B.W. & Poh, K.L., 2008. "A survey of data envelopment analysis in energy and environmental studies," European Journal of Operational Research, Elsevier, vol. 189(1), pages 1-18, August.
    2. Cook, Wade D. & Seiford, Larry M., 2009. "Data envelopment analysis (DEA) - Thirty years on," European Journal of Operational Research, Elsevier, vol. 192(1), pages 1-17, January.
    3. Merkert, Rico & Assaf, A. George, 2015. "Using DEA models to jointly estimate service quality perception and profitability – Evidence from international airports," Transportation Research Part A: Policy and Practice, Elsevier, vol. 75(C), pages 42-50.
    4. George Halkos & Roman Matousek & Nickolaos Tzeremes, 2016. "Pre-evaluating technical efficiency gains from possible mergers and acquisitions: evidence from Japanese regional banks," Review of Quantitative Finance and Accounting, Springer, vol. 46(1), pages 47-77, January.
    5. H Fukuyama & W L Weber, 2009. "Estimating indirect allocative inefficiency and productivity change," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 60(11), pages 1594-1608, November.
    6. Aurélie Corne & Olga Goncalves & Nicolas Peypoch, 2020. "Evaluating the performance drivers of French ski resorts: A hierarchical approach," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 41(3), pages 389-405, April.
    7. Saranga, Haritha & Nagpal, Rajiv, 2016. "Drivers of operational efficiency and its impact on market performance in the Indian Airline industry," Journal of Air Transport Management, Elsevier, vol. 53(C), pages 165-176.
    8. Wijesiri, Mahinda & Yaron, Jacob & Meoli, Michele, 2017. "Assessing the financial and outreach efficiency of microfinance institutions: Do age and size matter?," Journal of Multinational Financial Management, Elsevier, vol. 40(C), pages 63-76.
    9. Taleb, Mushtaq & Khalid, Ruzelan & Ramli, Razamin & Ghasemi, Mohammad Reza & Ignatius, Joshua, 2022. "An integrated bi-objective data envelopment analysis model for measuring returns to scale," European Journal of Operational Research, Elsevier, vol. 296(3), pages 967-979.
    10. Angeliki Flokou & Vassilis Aletras & Dimitris Niakas, 2017. "Decomposition of potential efficiency gains from hospital mergers in Greece," Health Care Management Science, Springer, vol. 20(4), pages 467-484, December.
    11. Ibrahim Alnafrah, 2021. "Efficiency evaluation of BRICS’s national innovation systems based on bias-corrected network data envelopment analysis," Journal of Innovation and Entrepreneurship, Springer, vol. 10(1), pages 1-28, December.
    12. Matthias Klumpp & Dominic Loske, 2021. "Long-Term Economic Sustainability of Humanitarian Logistics—A Multi-Level and Time-Series Data Envelopment Analysis," IJERPH, MDPI, vol. 18(5), pages 1-19, February.
    13. Esteve, Miriam & Aparicio, Juan & Rodriguez-Sala, Jesus J. & Zhu, Joe, 2023. "Random Forests and the measurement of super-efficiency in the context of Free Disposal Hull," European Journal of Operational Research, Elsevier, vol. 304(2), pages 729-744.
    14. Oliver Tiemann & Jonas Schreyögg, 2012. "Changes in hospital efficiency after privatization," Health Care Management Science, Springer, vol. 15(4), pages 310-326, December.
    15. Falavigna, G. & Ippoliti, R., 2020. "The socio-economic planning of a community nurses programme in mountain areas: A Directional Distance Function approach," Socio-Economic Planning Sciences, Elsevier, vol. 71(C).
    16. Fragoudaki, Alexandra & Giokas, Dimitrios, 2020. "Airport efficiency in the dawn of privatization: The case of Greece," Journal of Air Transport Management, Elsevier, vol. 86(C).
    17. Olga Goncalves & Elisabeth Robinot & Hélène Michel, 2015. "Does It Pay to Be Green? The Case of French Ski Resorts," Grenoble Ecole de Management (Post-Print) hal-01591790, HAL.
    18. Diogo Cunha Ferreira & Rui Cunha Marques, 2020. "A step forward on order-α robust nonparametric method: inclusion of weight restrictions, convexity and non-variable returns to scale," Operational Research, Springer, vol. 20(2), pages 1011-1046, June.
    19. Eleftherios Kourtis & Michael Kourtis & Panayiotis Curtis & Michael Hanias, 2022. "Sustainable Business Growth, Value Creation and Dynamic Competitive Advantage: The Greek Pharmaceutical Industry," European Research Studies Journal, European Research Studies Journal, vol. 0(2), pages 46-79.
    20. Amir Moradi-Motlagh & Ali Salman Saleh, 2014. "Re-Examining the Technical Efficiency of Australian Banks: A Bootstrap DEA Approach," Australian Economic Papers, Wiley Blackwell, vol. 53(1-2), pages 112-128, June.

    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:eee:transa:v:95:y:2017:i:c:p:148-165. 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: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/wps/find/journaldescription.cws_home/547/description#description .

    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.