Evidence map›Paper›PMID 42607095›Full record

ArticlePloS one2026

How legal awareness shapes developers' data compliance behavior: A deterrence theory perspective.

Xinyuan Wang, Zhenyang Zhang

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.

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0cells of the map it votes in
0citing papers in PubMed
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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

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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

2 authors.

Xinyuan WangSchool of Law and Economics and Management, Hulunbuir University, Hulunbuir, China.ORCID https://orcid.org/0000-0002-4129-2068
Zhenyang ZhangDepartment of Law, Dongguk University, Seoul, Korea.ORCID https://orcid.org/0000-0002-3435-796X

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

As China's digital regulatory framework continues to evolve, understanding what drives software developers' data compliance behavior becomes increasingly important. Drawing on deterrence theory from a behavioral, law-in-action perspective, this study examines how data legal awareness influences data compliance behavior through perceived sanction certainty and perceived sanction severity, and how perceived compliance culture moderates these mediating pathways. Survey data collected from software developers were analyzed using structural equation modelling. The results indicate that data legal awareness promotes data compliance behavior directly and indirectly through perceived sanction certainty and perceived sanction severity, with certainty exerting a stronger mediating effect than severity. Perceived compliance culture significantly strengthens the effect of data legal awareness on perceived sanction certainty, while its moderating effect on perceived sanction severity receives only limited support. Theoretically, these findings extend deterrence theory to the data compliance domain by specifying the cognition-perception-behavior pathway and identifying the moderating role of compliance culture. Practically, the findings offer implications for how regulatory authorities allocate enforcement resources and how organizations design compliance management systems.

Identifiers

PMID42607095
PMCPMC13480640

What OpenQuestion holds

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Registered trials

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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.