Last-mile dynamics in e-commerce: exploring variables impacting adoption, frequency, and returns

E-commerce has rapidly grown, especially during the COVID-19 pandemic, impacting consumer behaviour. The use of Business-to-consumer (B2C) e-commerce to purchase physical products on Urban Freight Transport (UFT) has impacted people’s mobility habits. In this context, the purpose of this study is to explore the key variables (sociodemographic characteristics, mobility habits and psychological preferences) that determine individuals’ B2C e-commerce patterns. In particular, we explore the adoption, frequency, and return behaviour of e-commerce to purchase physical products, based on the information collected from a survey campaign in the metropolitan area of Madrid (Spain). The study adopts a Generalized Structural Equation Model (GSEM) to explore the role played by multiple explanatory factors. The study reveals that some variables influence both the adoption and frequency of e-commerce use. Young, highly educated individuals with higher incomes, particularly those familiar with emerging technologies, are more likely to adopt e-commerce and use it more frequently. In terms of return of purchases, the findings suggest that individuals over 50 are less inclined to return. However, higher education, full-time employment, and access to premium delivery services, are positively associated with a higher propensity to return products purchased via e-commerce. Residential location also plays a role in explaining return behaviours. Lastly, the study indicates a significant positive relationship between the frequency of e-commerce and the propensity to adopt return practices.

Authors

Institutions

Publication Details

Journal
European Transport Research Review
Published
2026-03-13
DOI
https://doi.org/10.1186/s12544-026-00773-w
Primary Topic
Urban and Freight Transport Logistics
Type
article
Field-Weighted Citation Impact
0.00

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Last-mile dynamics in e-commerce: exploring variables impacting adoption, frequency, and returns

Thais Rangel, G. F. Fernandes, Jose Manuel Vassallo, Juan Gomez
European Transport Research Review
Urban and Freight Transport Logistics
article

Last-mile dynamics in e-commerce: exploring variables impacting adoption, frequency, and returns

Thais Rangel, G. F. Fernandes, Jose Manuel Vassallo, Juan Gomez
article en

Abstract

E-commerce has rapidly grown, especially during the COVID-19 pandemic, impacting consumer behaviour. The use of Business-to-consumer (B2C) e-commerce to purchase physical products on Urban Freight Transport (UFT) has impacted people’s mobility habits. In this context, the purpose of this study is to explore the key variables (sociodemographic characteristics, mobility habits and psychological preferences) that determine individuals’ B2C e-commerce patterns. In particular, we explore the adoption, frequency, and return behaviour of e-commerce to purchase physical products, based on the information collected from a survey campaign in the metropolitan area of Madrid (Spain). The study adopts a Generalized Structural Equation Model (GSEM) to explore the role played by multiple explanatory factors. The study reveals that some variables influence both the adoption and frequency of e-commerce use. Young, highly educated individuals with higher incomes, particularly those familiar with emerging technologies, are more likely to adopt e-commerce and use it more frequently. In terms of return of purchases, the findings suggest that individuals over 50 are less inclined to return. However, higher education, full-time employment, and access to premium delivery services, are positively associated with a higher propensity to return products purchased via e-commerce. Residential location also plays a role in explaining return behaviours. Lastly, the study indicates a significant positive relationship between the frequency of e-commerce and the propensity to adopt return practices.

European Transport Research ReviewVol. 18(1)
Universidade de São Paulo (BR), Universidade Brasil (BR), Universidad Politécnica de Madrid (ES)
European Regional Development Fund, Agencia Estatal de Investigación
Openalex Percentile: Top 23%
Urban and Freight Transport Logistics
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.