Evidence map›Paper›PMID 41650010›Full record

ArticlePloS one2026

Dynamic service analytics capabilities and service firm performance: Exploring the mediating roles of adaptive and customer-linking capabilities.

Yanting Huang, Kai Zhang, Xuejiao Chen

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

3 authors.

Yanting HuangSchool of Business Administration, Zhongnan University of Economic and Law, Wuhan, Hubei, China.ORCID https://orcid.org/0000-0002-4769-5685
Kai ZhangSchool of Information and Security Engineering, Zhongnan University of Economic and Law, Wuhan, Hubei, China.
Xuejiao ChenSchool of Economics and Management, Hubei Minzu University, Enshi, Hubei, China.ORCID https://orcid.org/0000-0003-1942-3081

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Although service firms use dynamic service analytics capabilities (DSAC) to respond to dynamic customer demands, how these capabilities translate into performance remains unclear. Based on a sample of 338, this study explores the effects of DSAC on firm performance and the chain mediating roles of adaptive and customer-linking capability. The results reveal that DSAC enhance performance; adaptive capability partially mediate between DSAC and firm performance; adaptive capability partially mediate between DSAC and customer-linking capability; and customer-linking capability partially mediate between adaptive capability and firm performance. Adaptive and customer-linking capabilities form a continuous mediating path through which DSAC enhance service firm performance. The findings not only enrich the existing research on the relationship between DSAC and firm performance, but also provide an actionable path for service firms to enhance the effectiveness of DSAC, helping practitioners to be more flexible in responding to market changes.

Indexed as

Consumer BehaviorData AnalyticsHumans

Identifiers

PMID41650010
PMCPMC12880647

What OpenQuestion holds

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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.