Does School Carpooling Pay Off? Propensity Score Evidence on Household Cost, Time, and Stress from Private Schools in Lahore and Faisalabad

Authors

  • Atiq ur Rehman Ph.D. Scholar, Department of Economics, Government College University Faisalabad, Pakistan
  • Syed Asif Ali Naqvi Associate Professor, Department of Economics, Government College University Faisalabad, Pakistan
  • Muhammad Rizwan Yaseen Professor, Department of Economic, Government College University Faisalabad, Pakistan
  • Sofia Anwar Professor, Department of Economics, Government College University, Faisalabad, Pakistan

DOI:

https://doi.org/10.63544/jbii.v5i7.120

Keywords:

School Travel, Carpooling, Propensity Score Matching, Travel Demand Management, Parental Escort Time, Pakistan

Abstract

School drop-off and pick-up trips concentrate low occupancy private car travel within peak periods, imposing monetary, time, and psychological burdens on households. This study estimates the household level effects of regular, parent organized school carpooling among families of children attending elite private schools in Lahore and Faisalabad, Pakistan. Drawing on survey data from 937 parents across 52 schools, the analysis compares 106 carpooling households with 456 households relying on solo private car travel. Propensity score matching on the propensity logit, with 1:1 nearest neighbour matching without replacement, a 0.20 standard deviation calliper, and exact matching on city, yielded 85 matched pairs; inference uses two-way school clustered standard errors, Holm-adjusted p-values, and Rosenbaum bounds. Carpooling adoption is associated with a reduction of PKR 4,339 in monthly school travel expenditure (a 51.8% saving), a 0.57-point reduction in traffic related stress (four-fifths of a standard deviation), and 5.6 fewer parental driving days per month. The child's one-way travel time increases by approximately 5.5 minutes, and total monthly parental driving minutes remain statistically unchanged. Adoption is driven primarily by home school distance, dual earner status, and school level carpool readiness. The findings indicate that school facilitated carpooling delivers substantial cost and stress relief while reducing the frequency of parental escort obligations, supporting low cost, school-based coordination measures as a sustainable travel demand management strategy for urban Pakistan.

References

Abdullah, M., Ali, N., Dias, C., Javid, M. A., & Sathyaprasad, I. M. S. (2026). School travel mode choice in two medium-sized South Asian cities: Cross-city transferability and explainable machine learning approaches. Journal of Urban Mobility, 9, Article 100190. https://doi.org/10.1016/j.urbmob.2026.100190

Aboutorabi Kashani, M., Kamyab, S., Mamdoohi, A. R., & Sierpiński, G. (2023). What makes parents consider shared autonomous vehicles as a school travel mode? Sustainability, 15(23), Article 16180. https://doi.org/10.3390/su152316180

Alfaro, E., Valle, E., Valle-Escolano, R., & Useche, S. A. (2025). Parenting ‘on the move’? Active school commuting is linked to parents’ well-being and children’s academic performance. Wellbeing, Space and Society, 8, Article 100271. https://doi.org/10.1016/j.wss.2025.100271

Ali, A., Mehry, S., Raheem, A., Bhatti, J., & Khan, U. R. (2023). Road safety hazards for children while commuting to school: Findings from a pilot study in Karachi, Pakistan. Injury, 54, Article 110475. https://doi.org/10.1016/j.injury.2022.11.018

Arbour-Nicitopoulos, K., Faulkner, G. E., Buliung, R. N., Lay, J., & Stone, M. (2012). The school run: Exploring carpooling as an intervention option in the Greater Toronto and Hamilton area (GTHA), Canada. Transport Policy, 21, 134-140. https://doi.org/10.1016/j.tranpol.2012.03.004

Ayaz, A., Waheed, A., Saleem, H., & Abid, M. M. (2021). Travelers’ attitude towards carpooling in Islamabad. Journal of Engineering and Applied Science, 68(1), Article 23. https://doi.org/10.1186/s44147-021-00023-x

Barker, J. (2011). ‘Manic mums’ and ‘distant dads’? Gendered geographies of care and the journey to school. Health & Place, 17(2), 413-421. https://doi.org/10.1016/j.healthplace.2010.04.001

Blättler, K., Wallimann, H., & von Arx, W. (2024). Free public transport to the destination: A causal analysis of tourists’ travel mode choice. Transportation Research Part A: Policy and Practice, 187, Article 104166. https://doi.org/10.1016/j.tra.2024.104166

Cendales, B., Llamazares, F. J., & Useche, S. A. (2023). Are subjective outcomes a “missing link” between driving stress and risky driving behaviors of commuters? Assessing the case of a LMIC. Safety Science, 158, Article 105996. https://doi.org/10.1016/j.ssci.2022.105996

Chatterjee, K., Chng, S., Clark, B., Davis, A., De Vos, J., Ettema, D., Handy, S., Martin, A., & Reardon, L. (2020). Commuting and wellbeing: A critical overview of the literature with implications for policy and future research. Transport Reviews, 40(1), 5-34. https://doi.org/10.1080/01441647.2019.1649317

Čulík, K., Kalašová, A., & Synák, F. (2021). Cost calculation and economic efficiency of carpooling. Transportation Research Procedia, 55, 228-235. https://doi.org/10.1016/j.trpro.2021.06.026

Dai, F., Diao, M., & Sing, T. F. (2020). Effects of rail transit on individual travel mode shares: A two-dimensional propensity score matching approach. Transportation Research Part D: Transport and Environment, 89, Article 102601. https://doi.org/10.1016/j.trd.2020.102601

Dai, F., Diao, M., & Sing, T. F. (2024). A two-dimensional propensity score matching approach to estimating the treatment effect of urban rail transit lines on vehicle travel. Transportation, 51(3), 853-873. https://doi.org/10.1007/s11116-022-10360-2

Delgado-Fernández, V., Rey-Merchán, M. D. C., & Rosa, M. P. (2024). Development and assessment of a carpooling applied system: Perspective of users from public-education sector. Sustainability, 16(23), Article 10330. https://doi.org/10.3390/su162310330

Do, M., & Jung, H. (2018). The socio-economic benefits of sharing economy: Colleague-based carpooling service in Korea. Journal of Open Innovation: Technology, Market, and Complexity, 4(3), Article 40. https://doi.org/10.3390/joitmc4030040

Ettema, D., Gärling, T., Olsson, L. E., & Friman, M. (2010). Out-of-home activities, daily travel, and subjective well-being. Transportation Research Part A: Policy and Practice, 44(9), 723-732. https://doi.org/10.1016/j.tra.2010.07.005

Ettema, D., Gärling, T., Eriksson, L., Friman, M., Olsson, L. E., & Fujii, S. (2011). Satisfaction with travel and subjective well-being: Development and test of a measurement tool. Transportation Research Part F: Traffic Psychology and Behaviour, 14(3), 167-175. https://doi.org/10.1016/j.trf.2010.11.002

Friman, M., Fujii, S., Ettema, D., Gärling, T., & Olsson, L. E. (2013). Psychometric analysis of the Satisfaction with Travel Scale. Transportation Research Part A: Policy and Practice, 48, 132-145. https://doi.org/10.1016/j.tra.2012.10.012

Gheorghiu, A., & Delhomme, P. (2018). For which types of trips do French drivers carpool? Motivations underlying carpooling for different types of trips. Transportation Research Part A: Policy and Practice, 113, 460-475. https://doi.org/10.1016/j.tra.2018.05.002

Han, B., Kim, J., & Timmermans, H. (2019). Task allocation and gender roles in dual earner households: The issue of escorting children. Travel Behaviour and Society, 14, 11-20. https://doi.org/10.1016/j.tbs.2018.09.001

Haroon, W., Khan, M. A., Ilyas, Z., Almujibah, H. R., Zubair, M. U., Ashfaq, M., & Hamza, M. (2024). Analyzing young adult travelers’ perception and impacts of carpooling on traffic sustainability. Sustainability, 16(14), Article 6098. https://doi.org/10.3390/su16146098

He, S. Y., & Giuliano, G. (2017). Factors affecting children’s journeys to school: A joint escort-mode choice model. Transportation, 44(1), 199-224. https://doi.org/10.1007/s11116-015-9634-x

Hosseini Shoabjareh, A., & Ghasri, M. (2025). Potential effects of parent-child joint school trips on parents’ wellbeing: A conceptual framework. Transportation Research Part A: Policy and Practice, 191, Article 104299. https://doi.org/10.1016/j.tra.2024.104299

Hsu, H.-P., & Saphores, J.-D. (2014). Impacts of parental gender and attitudes on children's school travel mode and parental chauffeuring behavior: Results for California based on the 2009 National Household Travel Survey. Transportation, 41(3), 543-565. https://doi.org/10.1007/s11116-013-9500-7

Hussain, I., Hussain, Q., Dias, C., Bargi, W. A., Ali, N., Abdullah, M., & Cheng, L. (2025). Exploring commuter’s preferences and future intentions to use ride-sharing: A case study from a developing country. Journal of Advanced Transportation, 2025(1), Article 5516034. https://doi.org/10.1155/atr/5516034

Javid, M. A., Mehmood, T., Asif, H. M., Vaince, A. U., & Raza, M. (2017). Travelers’ attitudes toward carpooling in Lahore: Motives and constraints. Journal of Modern Transportation, 25(4), 268-278. https://doi.org/10.1007/s40534-017-0135-9

Javid, M. A., & Ali, N. (2020). Analysis of commuters' perceptions about carpooling service: A case study in Lahore. Journal of Research in Architecture & Planning, 29(2), 9-16. https://doi.org/10.53700/jrap2922020_2

Javid, M. A., Farooq, A. S., & Ali, N. (2025). Latent class analysis of carpooling intentions considering the motives, barriers, and benefits: Policy insights for behavioral change. Environment, Development and Sustainability. https://doi.org/10.1007/s10668-025-06394-y

Ji, X., Guan, H., Lu, M., Chen, F., & Qin, W. (2022). International research progress in school travel and behavior: A literature review and bibliometric analysis. Sustainability, 14(14), Article 8857. https://doi.org/10.3390/su14148857

Julagasigorn, P., Banomyong, R., Grant, D. B., & Varadejsatitwong, P. (2021). What encourages people to carpool? A conceptual framework of carpooling psychological factors and research propositions. Transportation Research Interdisciplinary Perspectives, 12, Article 100493. https://doi.org/10.1016/j.trip.2021.100493

Kent, J. L., Delbosc, A., Moylan, E., Hossein-Rashidi, L., & Gilbert, H. (2025). The sector effect: Differences between public and private school travel in Australia. Findings. https://doi.org/10.32866/001c.143589

Li, J., Zhang, H., Liu, H., & Wang, S. (2024). Multi-objective planning of commuter carpooling under time-varying road network. Sustainability, 16(2), Article 647. https://doi.org/10.3390/su16020647

Liu, X., Yan, X., Liu, F., Wang, R., & Leng, Y. (2019). A trip-specific model for fuel saving estimation and subsidy policy making of carpooling based on empirical data. Applied Energy, 240, 295-311. https://doi.org/10.1016/j.apenergy.2019.02.003

Liu, J., Ettema, D., & Helbich, M. (2022). Systematic review of the association between commuting, subjective wellbeing and mental health. Travel Behaviour and Society, 28, 59-74. https://doi.org/10.1016/j.tbs.2022.02.006

Lodhi, R. H., Rana, I. A., & Waheed, A. (2022). Gendered mode choice preferences and characteristics for educational trips in Abbottabad, Pakistan: An empirical investigation. Case Studies on Transport Policy, 10(4), 2102-2110. https://doi.org/10.1016/j.cstp.2022.09.010

Lowe, W. U. A., & Piantanakulchai, M. (2023). Investigation of behavioral influences of carpool adoption for educational trips: A case study of Thammasat University, Thailand. Case Studies on Transport Policy, 12, Article 100970. https://doi.org/10.1016/j.cstp.2023.100970

Motte-Baumvol, B., Bonin, O., & Belton-Chevallier, L. (2017). Who escort children: Mum or dad? Exploring gender differences in escorting mobility among Parisian dual-earner couples. Transportation, 44(1), 139-157. https://doi.org/10.1007/s11116-015-9630-1

Murphy, L. D., Cobb, H. R., Rudolph, C. W., & Zacher, H. (2023). Commuting demands and appraisals: A systematic review and meta-analysis of strain and wellbeing outcomes. Organizational Psychology Review, 13(1), 11-43. https://doi.org/10.1177/20413866221131404

Nasri, A., Carrion, C., Zhang, L., & Baghaei, B. (2020). Using propensity score matching technique to address self-selection in transit-oriented development (TOD) areas. Transportation, 47(1), 359-371. https://doi.org/10.1007/s11116-018-9887-2

Neoh, J. G., Chipulu, M., & Marshall, A. (2017). What encourages people to carpool? An evaluation of factors with meta-analysis. Transportation, 44(2), 423-447. https://doi.org/10.1007/s11116-015-9661-7

Nikitas, A., Wang, J. Y., & Knamiller, C. (2019). Exploring parental perceptions about school travel and walking school buses: A thematic analysis approach. Transportation Research Part A: Policy and Practice, 124, 468-487. https://doi.org/10.1016/j.tra.2019.04.011

Novaco, R. W., Stokols, D., Campbell, J., & Stokols, J. (1979). Transportation, stress, and community psychology. American Journal of Community Psychology, 7(4), 361-380. https://doi.org/10.1007/bf00894380

Novaco, R. W., Stokols, D., & Milanesi, L. (1990). Objective and subjective dimensions of travel impedance as determinants of commuting stress. American Journal of Community Psychology, 18(2), 231-257. https://doi.org/10.1007/bf00931303

Novaco, R. W., & Collier, C. (1994). Commuting stress, ridesharing, and gender: Analyses from the 1993 State of the Commute Study in Southern California. Transportation Research Record, 1433, 170-176.

Olsson, L. E., Maier, R., & Friman, M. (2019). Why do they ride with others? Meta-analysis of factors influencing travelers to carpool. Sustainability, 11(8), Article 2414. https://doi.org/10.3390/su11082414

Park, K., Ewing, R., Scheer, B. C., & Ara Khan, S. S. (2018). Travel behavior in TODs vs. non-TODs: Using cluster analysis and propensity score matching. Transportation Research Record: Journal of the Transportation Research Board, 2672(6), 31-39. https://doi.org/10.1177/0361198118774159

Park, Y., Chen, N., & Akar, G. (2018). Who is interested in carpooling and why: The importance of individual characteristics, role preferences and carpool markets. Transportation Research Record: Journal of the Transportation Research Board, 2672(8), 708-718. https://doi.org/10.1177/0361198118756883

Prakayaphun, T., Hayashi, Y., Vichiensan, V., & Takeshita, H. (2023). Identifying impacts of school-escorted trips on traffic congestion and the countermeasures in Bangkok: An agent-based simulation approach. Sustainability, 15(23), Article 16244. https://doi.org/10.3390/su152316244

Rafiq, R., & Mitra, S. K. (2020). Shared school transportation: Determinants of carpooling as children’s school travel mode in California. Transportation, 47(3), 1339-1357. https://doi.org/10.1007/s11116-018-9942-z

Rey-Merchán, M. D. C., López-Arquillos, A., & Pires Rosa, M. (2022). Carpooling systems for commuting among teachers: An expert panel analysis of their barriers and incentives. International Journal of Environmental Research and Public Health, 19(14), Article 8533. https://doi.org/10.3390/ijerph19148533

Robbins, W. A., Berman, B. A., & Stone, D. S. (2015). Health effects of vanpooling to work. Workplace Health & Safety, 63(12), 554-563. https://doi.org/10.1177/2165079915607870

Safdar, M., Jamal, A., Al-Ahmadi, H. M., Rahman, M. T., & Almoshaogeh, M. (2022). Analysis of the influential factors towards adoption of car-sharing: A case study of a megacity in a developing country. Sustainability, 14(5), Article 2778. https://doi.org/10.3390/su14052778

Scheiner, J. (2016). School trips in Germany: Gendered escorting practices. Transportation Research Part A: Policy and Practice, 94, 76-92. https://doi.org/10.1016/j.tra.2016.09.008

Schouten, M. J., & Heras, S. L. (2019). Chauffeuring parenthood: The everyday travel times of families. Portuguese Journal of Social Science, 18(3), 283-298. https://doi.org/10.1386/pjss_00011_1

Schwanen, T. (2007). Gender differences in chauffeuring children among dual-earner families. The Professional Geographer, 59(4), 447-462. https://doi.org/10.1111/j.1467-9272.2007.00634.x

Sener, I. N., Lee, R. J., & Sidharthan, R. (2019). An examination of children’s school travel: A focus on active travel and parental effects. Transportation Research Part A: Policy and Practice, 123, 24-34. https://doi.org/10.1016/j.tra.2018.05.023

Sepúlveda-Murillo, F. H., Lizárraga, C., & Chica-Olmo, J. (2024). Factors affecting school commute-related perceived stress in adolescents in Colombia. SAGE Open, 14(4), Article 21582440241293195. https://doi.org/10.1177/21582440241293195

Shaheen, S. A., Chan, N. D., & Gaynor, T. (2016). Casual carpooling in the San Francisco Bay Area: Understanding user characteristics, behaviors, and motivations. Transport Policy, 51, 165-173. https://doi.org/10.1016/j.tranpol.2016.01.003

Si, H., Shi, J., Hua, W., Cheng, L., De Vos, J., & Li, W. (2023). What influences people to choose ridesharing? An overview of the literature. Transport Reviews, 43(6), 1211-1236. https://doi.org/10.1080/01441647.2023.2208290

Singh, N., & Vasudevan, V. (2018). Understanding school trip mode choice - the case of Kanpur (India). Journal of Transport Geography, 66, 283-290. https://doi.org/10.1016/j.jtrangeo.2017.12.007

Tao, Y., van Ham, M., & Petrović, A. (2024). Changes in commuting mode and the relationship with psychological stress: A quasi-longitudinal analysis in urbanizing China. Travel Behaviour and Society, 34, Article 100667. https://doi.org/10.1016/j.tbs.2023.100667

Teixeira, J. F., Silva, C., & Neves, J. V. (2019). School mobility management case study: German school of Oporto (Deutsche Schule zu Porto). Case Studies on Transport Policy, 7(1), 13-21. https://doi.org/10.1016/j.cstp.2018.11.002

Tsoi, K. H., & Loo, B. P. (2026). A multiscale assessment on negative transport externalities: Magnitude, composition and policy implications. Research in Transportation Economics, 116, Article 101732. https://doi.org/10.1016/j.retrec.2026.101732

Waldorf, I., Loder, A., Wurster, S., & Bogenberger, K. (2025). Low fare public transport as social policy? A study of Germany’s 9-Euro-Ticket and Deutschlandticket via propensity score matching. Transportation. https://doi.org/10.1007/s11116-025-10640-7

Wang, J., Lu, Y., Yang, Y., Peng, J., Liu, Y., & Yang, L. (2023). Influence of a new rail transit line on travel behavior: Evidence from repeated cross-sectional surveys in Hong Kong. Journal of Transport Geography, 106, Article 103526. https://doi.org/10.1016/j.jtrangeo.2022.103526

Wang, Y., Xiang, Z., & Li, L. (2025). Examining school escorting travel behaviors from the perspective of the trip chain. Transportation Planning and Technology, 48(5), 1093-1112. https://doi.org/10.1080/03081060.2024.2402463

Yan, Y., Burke, M., Leung, A., & McBroom, J. (2022). Is private-schooling problematic for transportation? Evidence from Southeast Queensland, Australia. Journal of Transport and Land Use, 15(1), 567-585. https://doi.org/10.5198/jtlu.2022.1874

Zhang, R., Yao, E., & Liu, Z. (2017). School travel mode choice in Beijing, China. Journal of Transport Geography, 62, 98-110. https://doi.org/10.1016/j.jtrangeo.2017.06.001

Author Biographies

Atiq ur Rehman, Ph.D. Scholar, Department of Economics, Government College University Faisalabad, Pakistan

Syed Asif Ali Naqvi, Associate Professor, Department of Economics, Government College University Faisalabad, Pakistan

Muhammad Rizwan Yaseen, Professor, Department of Economic, Government College University Faisalabad, Pakistan

Sofia Anwar, Professor, Department of Economics, Government College University, Faisalabad, Pakistan

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Published

2026-07-29

How to Cite

Rehman, A. ur, Naqvi, S. A. A., Yaseen, M. R., & Anwar, S. (2026). Does School Carpooling Pay Off? Propensity Score Evidence on Household Cost, Time, and Stress from Private Schools in Lahore and Faisalabad. Journal of Business Insight and Innovation, 5(7), 409–432. https://doi.org/10.63544/jbii.v5i7.120

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