Customer behavior and adoption · Full-text open-access quantitative survey study
Effects of managers' environmental consciousness and digital expertise on their technology adoption intentions
Dilupa Nakandala, Richard (Chunhui) Yang, Arun Elias, Rola Fanous (2024). Journal of Cleaner Production.
Plain-English take
The study empirically links managers’ digital expertise and environmental consciousness to technology-adoption intentions; the accessible abstract does not expose the complete coefficient pattern. For a founder, use this as a question to test in your own context, not a universal playbook.
How much weight to give this
3.5/5 Useful evidence with meaningful caveats
The 1–5 evidence-check score is a practical reading aid, not a formal peer review or a probability that a conclusion is true. It combines design strength (2 points), sample reporting (1), comparison/control clarity (1), and how much of the paper could be checked (1). Access affects how confidently this directory can assess a study, not the study's underlying quality. Blinding is reported separately because it is not relevant to every design.
The described design supports the question, but it does not establish causal effects beyond the reported setting.
The reviewed source reports a sample or corpus size (172); size alone does not establish representativeness.
The comparison structure is limited or depends on the paper's model/context.
Firecrawl retrieved a full paper or full-text publisher page for this annotation.
Double-blind? Blinding was not established from the captured source; it may not apply to this study design.
Research question
What the authors investigated
How do managers’ digital expertise and environmental consciousness affect intentions to adopt Industry 4.0 technologies?
Design
Online survey integrating Diffusion of Innovations, TAM, UTAUT and decision-making literature; empirical hypothesis testing.
Sample and setting
172 managers; Industry 4.0 organizational context.
Reported result
What the study found
The study empirically links managers’ digital expertise and environmental consciousness to technology-adoption intentions; the accessible abstract does not expose the complete coefficient pattern.
This is a paraphrase of the source. Check the original paper for definitions, estimates, statistical uncertainty and analysis details.
Scope and transfer
Limitations to keep in view
The accessible publisher excerpt does not state detailed limitations; sample size and online cross-sectional design require cautious generalization.
Possible founder application
Treat this as evidence for the specific customer behavior and adoption question studied. Compare the setting and sample to your company before changing a growth decision; use a local experiment where the paper does not match your context.
Evidence access
Full text retrieved from publisher or linked open repository
Publisher DOI record and accessible article/abstract directly support the bibliographic record and the summary fields; editorial review remains appropriate for duplicate checking against the unseen 300-study library. Correction notices were not separately verified in this collection; consult the current publisher record before applying the findings.
If only an abstract or metadata was available, the profile is limited to claims supported there. A paper's paywall does not change its evidentiary status, but it limits what we can substantiate from accessible text.