IDEAS home Printed from https://ideas.repec.org/a/eee/transa/v204y2026ics096585642500480x.html

Freight trip generation in metropolitan areas: an international perspective

Author

Listed:
  • Amaral, Julia
  • Holguín-Veras, José
  • Roorda, Matthew J.
  • Reda, Abel Kebede
  • Gardrat, Mathieu
  • de Oliveria, Leise Kelli
  • Goodrich, Elias S.
  • Calderón, Oriana
  • Gonzalez-Calderon, Carlos
  • Le, Tho V.
  • Gonzalez-Feliu, Jesus
  • Ahmed, Usman
  • Sanchez-Diaz, Ivan
  • Sahu, Prasanta K.
  • Sakai, Takanori
  • Ismael, Abdelrahman
  • Ramirez-Rios, Diana
  • Capersen, Elise
  • Moura, José Luis
  • Dell’Olio, Luigi
  • Delgado-Lindeman, Maira
  • Ruesch, Martin
  • Todesco, Paolo

Abstract

Freight transportation is essential for urban life and economic growth, yet cities continue to face persistent challenges in managing its impacts. Estimating Freight Trip Generation (FTG)—the number of freight trips attracted or produced by establishments—provides a foundation for urban freight transportation planning, helping cities estimate freight-related travel demand and evaluate targeted initiatives. This paper presents the first international comparison of FTG patterns across metropolitan areas worldwide, addressing the lack of comparative FTG research and examining the transferability of FTG models across contexts. The study enables benchmarking of freight activity and identification of structural drivers such as urban form and economic composition. Establishment-level analyses show that establishment size and industry sector are consistent drivers of FTG, while aggregate results reveal that freight activity concentrates in urban cores and is dominated by the Accommodation and Food Services, Retail Trade, Wholesale Trade, and Manufacturing sectors. In addition, the paper introduces a conceptual framework highlighting the multifaceted drivers of FTG and provides practical recommendations for harmonized data collection practices, which are essential for advancing FTG research and strengthening the empirical basis for urban freight transportation planning.

Suggested Citation

  • Amaral, Julia & Holguín-Veras, José & Roorda, Matthew J. & Reda, Abel Kebede & Gardrat, Mathieu & de Oliveria, Leise Kelli & Goodrich, Elias S. & Calderón, Oriana & Gonzalez-Calderon, Carlos & Le, Tho, 2026. "Freight trip generation in metropolitan areas: an international perspective," Transportation Research Part A: Policy and Practice, Elsevier, vol. 204(C).
  • Handle: RePEc:eee:transa:v:204:y:2026:i:c:s096585642500480x
    DOI: 10.1016/j.tra.2025.104847
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S096585642500480X
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.tra.2025.104847?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

    for a different version of it.

    References listed on IDEAS

    as
    1. Sanchez-Diaz, Ivan, 2020. "Assessing the magnitude of freight traffic generated by office deliveries," Transportation Research Part A: Policy and Practice, Elsevier, vol. 142(C), pages 279-289.
    2. Roorda, Matthew J. & Cavalcante, Rinaldo & McCabe, Stephanie & Kwan, Helen, 2010. "A conceptual framework for agent-based modelling of logistics services," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 46(1), pages 18-31, January.
    3. Holguín-Veras, José & Kalahasthi, Lokesh & Ramirez-Rios, Diana G., 2021. "Service trip attraction in commercial establishments," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 149(C).
    4. Gonzalez-Feliu, Jesus & Sánchez-Díaz, Iván, 2019. "The influence of aggregation level and category construction on estimation quality for freight trip generation models," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 121(C), pages 134-148.
    5. Rivera-Gonzalez, Carlos & Amaral, Julia C., 2024. "Assessment of freight accessibility in New York City: A spatial-temporal approach," Journal of Transport Geography, Elsevier, vol. 114(C).
    6. Regal, Andrés & Gonzalez-Feliu, Jesús & Rodriguez, Michelle, 2023. "A spatio-functional logistics profile clustering analysis method for metropolitan areas," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 179(C).
    7. Wagner, Tina, 2010. "Regional traffic impacts of logistics-related land use," Transport Policy, Elsevier, vol. 17(4), pages 224-229, August.
    8. Holguín-Veras, José & Amaya Leal, Johanna & Sanchez-Diaz, Ivan & Browne, Michael & Wojtowicz, Jeffrey, 2020. "State of the art and practice of urban freight management Part II: Financial approaches, logistics, and demand management," Transportation Research Part A: Policy and Practice, Elsevier, vol. 137(C), pages 383-410.
    9. Iván Sánchez-Díaz & José Holguín-Veras & Xiaokun Wang, 2016. "An exploratory analysis of spatial effects on freight trip attraction," Transportation, Springer, vol. 43(1), pages 177-196, January.
    10. Holguín-Veras, José & Ramirez-Rios, Diana & Pérez-Guzmán, Sofía, 2021. "Time-dependent patterns in freight trip generation," Transportation Research Part A: Policy and Practice, Elsevier, vol. 148(C), pages 423-444.
    11. Agnivesh Pani & Prasanta K. Sahu & Furqan A. Bhat, 2021. "Assessing the Spatial Transferability of Freight (Trip) Generation Models across and within States of India: Empirical Evidence and Implications for Benefit Transfer," Networks and Spatial Economics, Springer, vol. 21(2), pages 465-493, June.
    12. Edoardo Marcucci & Valerio Gatta & Michela Le Pira & Lisa Hansson & Svein Bråthen, 2020. "Digital Twins: A Critical Discussion on Their Potential for Supporting Policy-Making and Planning in Urban Logistics," Sustainability, MDPI, vol. 12(24), pages 1-15, December.
    13. Sakai, Takanori & Romano Alho, André & Bhavathrathan, B.K. & Chiara, Giacomo Dalla & Gopalakrishnan, Raja & Jing, Peiyu & Hyodo, Tetsuro & Cheah, Lynette & Ben-Akiva, Moshe, 2020. "SimMobility Freight: An agent-based urban freight simulator for evaluating logistics solutions," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 141(C).
    14. Pani, Agnivesh & Sahu, Prasanta K. & Chandra, Aitichya & Sarkar, Ashoke K., 2019. "Assessing the extent of modifiable areal unit problem in modelling freight (trip) generation: Relationship between zone design and model estimation results," Journal of Transport Geography, Elsevier, vol. 80(C).
    15. Alfredo Aloi & Borja Alonso & Juan Benavente & Rubén Cordera & Eneko Echániz & Felipe González & Claudio Ladisa & Raquel Lezama-Romanelli & Álvaro López-Parra & Vittorio Mazzei & Lucía Perrucci & Darí, 2020. "Effects of the COVID-19 Lockdown on Urban Mobility: Empirical Evidence from the City of Santander (Spain)," Sustainability, MDPI, vol. 12(9), pages 1-18, May.
    16. Garrido, Rodrigo A., 2000. "Spatial interaction between the truck flows through the Mexico-Texas border," Transportation Research Part A: Policy and Practice, Elsevier, vol. 34(1), pages 23-33, January.
    17. Reda, Abel Kebede & Tavasszy, Lori & Gebresenbet, Girma & Ljungberg, David, 2023. "Modelling the effect of spatial determinants on freight (trip) attraction: A spatially autoregressive geographically weighted regression approach," Research in Transportation Economics, Elsevier, vol. 99(C).
    18. Leise Kelli de Oliveira & Gracielle Gonçalves Ferreira de Araújo & Bruno Vieira Bertoncini & Carlos David Pedrosa & Francisco Gildemir Ferreira da Silva, 2022. "Modelling Freight Trip Generation Based on Deliveries for Brazilian Municipalities," Sustainability, MDPI, vol. 14(16), pages 1-18, August.
    19. Cheah, Lynette & Mepparambath, Rakhi Manohar & Ricart Surribas, Gabriella Marie, 2021. "Freight trips generated at retail malls in dense urban areas," Transportation Research Part A: Policy and Practice, Elsevier, vol. 145(C), pages 118-131.
    20. Florence Toilier & Mathieu Gardrat & Jean-Louis Routhier & Alain Bonnafous, 2018. "Freight transport modelling in urban areas: The French case of the FRETURB model," Post-Print halshs-02130945, HAL.
    21. Iván Sánchez-Díaz & José Holguín-Veras & Xiaokun Wang, 2016. "An exploratory analysis of spatial effects on freight trip attraction," Transportation, Springer, vol. 43(1), pages 177-196, January.
    22. Gonzalez-Calderon, Carlos A. & Moreno-Palacio, Diana Patricia & Posada-Henao, John Jairo & Quintero-Giraldo, Ricardo & Múnera, César Chavarría, 2022. "Service trip generation modeling in urban areas," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 160(C).
    23. Prasanta K. Sahu & Agnivesh Pani, 2020. "Freight generation and geographical effects: modelling freight needs of establishments in developing economies and analyzing their geographical disparities," Transportation, Springer, vol. 47(6), pages 2873-2902, December.
    24. Garrido, Rodrigo A. & Mahmassani, Hani S., 2000. "Forecasting freight transportation demand with the space-time multinomial probit model," Transportation Research Part B: Methodological, Elsevier, vol. 34(5), pages 403-418, June.
    25. Marcucci, Edoardo & Le Pira, Michela & Gatta, Valerio & Inturri, Giuseppe & Ignaccolo, Matteo & Pluchino, Alessandro, 2017. "Simulating participatory urban freight transport policy-making: Accounting for heterogeneous stakeholders’ preferences and interaction effects," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 103(C), pages 69-86.
    26. Pani, Agnivesh & Mishra, Sabya & Sahu, Prasanta, 2022. "Developing multi-vehicle freight trip generation models quantifying the relationship between logistics outsourcing and insourcing decisions," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 159(C).
    27. Comi, Antonio & Delle Site, Paolo & Filippi, Francesco & Nuzzolo, Agostino, 2012. "Urban Freight Transport Demand Modelling: a State of the Art," European Transport \ Trasporti Europei, ISTIEE, Institute for the Study of Transport within the European Economic Integration, issue 51, pages 1-8.
    28. Donald Erlenkotter, 1990. "Ford Whitman Harris and the Economic Order Quantity Model," Operations Research, INFORMS, vol. 38(6), pages 937-946, December.
    Full references (including those not matched with items on IDEAS)

    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. Middela, Mounisai Siddartha & Ramadurai, Gitakrishnan, 2024. "Effect of the measurement period and spatial dependence on the accuracy of urban freight trip generation models," Transportation Research Part A: Policy and Practice, Elsevier, vol. 179(C).
    2. Mishra, Suprava & Pani, Agnivesh & Sanchez-Diaz, Ivan & Rai, Heleen Buldeo, 2025. "Urban freight activity implications from emerging food industry establishments in an on-demand economy: Evidence from India," Research in Transportation Economics, Elsevier, vol. 110(C).
    3. Leise Kelli de Oliveira & Gracielle Gonçalves Ferreira de Araújo & Bruno Vieira Bertoncini & Carlos David Pedrosa & Francisco Gildemir Ferreira da Silva, 2022. "Modelling Freight Trip Generation Based on Deliveries for Brazilian Municipalities," Sustainability, MDPI, vol. 14(16), pages 1-18, August.
    4. Yang, Zhiwei & Liu, Han & Chen, Xiaohong & Zhou, Jun & Yuan, Quan, 2025. "Discovering the origins of freight demand: An empirical investigation of spatial heterogeneity in the generation of heavy-duty truck trips," Transport Policy, Elsevier, vol. 164(C), pages 60-79.
    5. Pani, Agnivesh & Mishra, Sabya & Sahu, Prasanta, 2022. "Developing multi-vehicle freight trip generation models quantifying the relationship between logistics outsourcing and insourcing decisions," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 159(C).
    6. Pinheiro, Carlos David Pedrosa & Gonzalez Feliu, Jesus & Bertoncini, Bruno Vieira, 2025. "Addressing spatial heterogeneity and MAUP in urban transport geography: A multi-scale analysis of accessibility and warehouse location," Journal of Transport Geography, Elsevier, vol. 123(C).
    7. Regal, Andrés & Gonzalez-Feliu, Jesús & Rodriguez, Michelle, 2023. "A spatio-functional logistics profile clustering analysis method for metropolitan areas," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 179(C).
    8. Reda, Abel Kebede & Tavasszy, Lori & Gebresenbet, Girma & Ljungberg, David, 2023. "Modelling the effect of spatial determinants on freight (trip) attraction: A spatially autoregressive geographically weighted regression approach," Research in Transportation Economics, Elsevier, vol. 99(C).
    9. Pani, Agnivesh & Sahu, Prasanta K. & Tavasszy, Lóránt & Mishra, Sabya, 2023. "Freight activity-travel pattern generation (FAPG) as an enhancement of freight (trip) generation modelling: Methodology and case study," Transport Policy, Elsevier, vol. 144(C), pages 34-48.
    10. Sanchez-Diaz, Ivan, 2020. "Assessing the magnitude of freight traffic generated by office deliveries," Transportation Research Part A: Policy and Practice, Elsevier, vol. 142(C), pages 279-289.
    11. Pani, Agnivesh & Sahu, Prasanta K. & Chandra, Aitichya & Sarkar, Ashoke K., 2019. "Assessing the extent of modifiable areal unit problem in modelling freight (trip) generation: Relationship between zone design and model estimation results," Journal of Transport Geography, Elsevier, vol. 80(C).
    12. Dhulipala, Sowjanya & Patil, Gopal R., 2020. "Freight production of agricultural commodities in India using multiple linear regression and generalized additive modelling," Transport Policy, Elsevier, vol. 97(C), pages 245-258.
    13. Gonzalez-Calderon, Carlos A. & Moreno-Palacio, Diana Patricia & Posada-Henao, John Jairo & Quintero-Giraldo, Ricardo & Múnera, César Chavarría, 2022. "Service trip generation modeling in urban areas," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 160(C).
    14. Chandra, Aitichya & Sharath, M.N. & Pani, Agnivesh & Sahu, Prasanta K., 2021. "A multi-objective genetic algorithm approach to design optimal zoning systems for freight transportation planning," Journal of Transport Geography, Elsevier, vol. 92(C).
    15. Balla, Bhavani Shankar & Sahu, Prasanta K., 2023. "Assessing regional transferability and updating of freight generation models to reduce sample size requirements in national freight data collection program," Transportation Research Part A: Policy and Practice, Elsevier, vol. 175(C).
    16. Balla, Bhavani Shankar & Mishra, Suprava & Pani, Agnivesh & Sahu, Prasanta K., 2025. "Incorporating establishment typologies into freight production models: A latent class approach beyond industry codes," Research in Transportation Economics, Elsevier, vol. 112(C).
    17. Rivera-Gonzalez, Carlos & Roorda, Matthew J., 2025. "Impact of demand management policies on freight efficient land-uses in the Greater Toronto and Hamilton Area: A case study in the retail sector," Transport Policy, Elsevier, vol. 171(C), pages 98-113.
    18. Cheah, Lynette & Mepparambath, Rakhi Manohar & Ricart Surribas, Gabriella Marie, 2021. "Freight trips generated at retail malls in dense urban areas," Transportation Research Part A: Policy and Practice, Elsevier, vol. 145(C), pages 118-131.
    19. Rivera-Gonzalez, Carlos & Amaral, Julia C., 2024. "Assessment of freight accessibility in New York City: A spatial-temporal approach," Journal of Transport Geography, Elsevier, vol. 114(C).
    20. Zhang, Yang & Guan, Jinping & Jing, Peiyu & You, Linlin & Zhao, Fang & Ben‑Akiva, Moshe, 2026. "Future freight and logistics survey: An integrated vehicle-and-shipment-tracking data collection method and a case study in the United States," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 205(C).

    More about this item

    Keywords

    ;
    ;
    ;

    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:eee:transa:v:204:y:2026:i:c:s096585642500480x. 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.