Evidence map›Paper›PMID 41235278›Full record

ArticleFrontiers in psychology2025

Enhancing decision quality through computer-based decision aids: how promotional interventions and Need for Cognition shape effectiveness in online consumer choices.

Claudia Vogrincic-Haselbacher, Isabelle Behlau, Joachim I Krueger, Katja Corcoran, Brigitta Lurger, Ursula Athenstaedt

Abstract read
In one paragraph

Article in Frontiers in psychology, 2025. 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

6 authors.

Claudia Vogrincic-Haselbacher *Department of Psychology, University Graz, Styria, Austria.
Isabelle Behlau *Department of Psychology, Bundeswehr University Munich, Bavaria, Germany.
Joachim I KruegerDepartment of Cognitive and Psychological Sciences, Brown University, Providence, RI, United States.
Katja CorcoranDepartment of Psychology, University Graz, Styria, Austria.
Brigitta LurgerInstitute of Civil Law, Foreign Private Law and Private International Law, University Graz, Styria, Austria.
Ursula AthenstaedtDepartment of Psychology, University Graz, Styria, Austria.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: Consumers increasingly face overwhelming amounts of information when making online contractual decisions, particularly as e-commerce continues to expand the scope and complexity of available information. While this digital transformation promises greater transparency, many consumers struggle to process complex information effectively, leading to suboptimal decision making. Methods: In a simulated online contracting scenario (N = 206), we investigated whether providing and promoting computer-based decision aids (CDA) could enhance decision quality. Additionally, we examined how individual differences in Need for Cognition (NFC), a trait characterizing one's tendency to engage in and enjoy effortful cognitive activities, moderates CDA effectiveness. Results: We find that promotional nudges increase the adoption of CDA and that they subsequently improve decision quality. These benefits are primarily seen among participants with low NFC, suggesting that decision aids are most valuable for individuals less inclined toward systematic information processing. Discussion: These findings have significant implications for personalizing digital decision support systems and advancing consumer protection in increasingly complex online marketplaces.

Indexed as

computer-based decision aid (CDA)consumer behaviordecision qualityinformation processingNeed for Cognition (NFC)

Identifiers

PMID41235278
PMCPMC12605097

What OpenQuestion holds

Textmetadata
LicenceCC BY
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.