Evidence map›Paper›PMID 42837375›Full record

ArticlePloS one2026

Value co-creation and customer satisfaction in last-mile delivery services: The roles of digital accessibility and delivery service quality.

Wanyang Zhou, Leo D Manansala, Alice Valerio, Xiaoting Sun

Abstract read
In one paragraph

Article in PloS one, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

4 authors.

Wanyang ZhouSchool of Tourism and E-Commerce, Baise University, Guangxi Zhuang Autonomous Region, China.
Leo D ManansalaCollege of Professional and Graduate Studies, De La Salle University-Dasmariñas, Dasmariñas City, Philippines.ORCID https://orcid.org/0009-0000-7023-9090
Alice ValerioCollege of Professional and Graduate Studies, De La Salle University-Dasmariñas, Dasmariñas City, Philippines.
Xiaoting SunSchool of Finance and Economics, Henan Polytechnic University, Jiaozuo, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Despite substantial improvements in speed and coverage, customer satisfaction with last-mile delivery remains inconsistent, particularly in complex urban environments where rising consumer expectations, traffic congestion, and operational pressures create persistent challenges. This study investigates the influence of customer value co-creation behaviors, customer participation behaviors (CPB), and customer citizenship behaviors (CCB), on customer satisfaction (CS), examining the mediating role of delivery service quality (DSQ) dimensions and the moderating role of digital accessibility (DA). Data were collected from 426 urban consumers in China, exceeding the minimum sample required by Cochran's formula. Structural equation modeling (SEM) was used to test direct, mediating, and moderating effects. Findings reveal that CPB directly enhances satisfaction, whereas CCB primarily affects satisfaction indirectly through operational, customization, and personal contact quality. Digital accessibility strengthens the effects of CPB and CCB on DSQ but has a limited direct influence on satisfaction. The study's novelty lies in simultaneously examining participation and citizenship behaviors, multi-dimensional service quality, and digital accessibility in the context of urban last-mile delivery, a combination not previously explored. Practically, the findings provide actionable guidance for logistics firms to integrate customer engagement strategies with accessible digital platforms to optimize service quality and enhance satisfaction.

Indexed as

Consumer BehaviorPersonal SatisfactionTransportationChinaHumans

Identifiers

PMID42837375
PMCPMC13641353

What OpenQuestion holds

Textmetadata
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.