Evidence map›Paper›PMID 42510236›Full record

ReviewBehavioral sciences (Basel, Switzerland)2026

Responsible Stimulus Selection in Neuromarketing: A Critical Narrative Review and Normative Framework for Ethical, Sustainable, and Replicable Consumer Research.

Alberto Ruiz-Osta, Casandra I Montoro, Eduard Cristobal-Fransi

Abstract readReview
In one paragraph

Review in Behavioral sciences (Basel, Switzerland), 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.

Alberto Ruiz-OstaDepartment of Business and Economics, Faculty of Law, Economics and Tourism, University of Lleida, 25001 Lleida, Spain.ORCID 0000-0001-7515-0511
Casandra I MontoroDepartment of Psychology, University of Jaén, 23071 Jaén, Spain.ORCID 0000-0003-4145-8600
Eduard Cristobal-FransiDepartment of Business and Economics, Faculty of Law, Economics and Tourism, University of Lleida, 25001 Lleida, Spain.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Neuromarketing has emerged as a prominent methodological approach for investigating the implicit cognitive and affective processes underlying consumer decision making. By employing neuroscientific and psychophysiological techniques, it enables researchers to move beyond self-report measures and capture responses that consumers cannot always articulate explicitly. Despite these advances, a fundamental component of experimental design-the selection of affective stimuli-remains conceptually underexamined within neuromarketing research. This article adopts a structured narrative review to examine how affective stimuli are selected, documented, and justified in neuromarketing research. It develops a conceptual and normative framework that reconceptualizes stimulus selection as a decision with ethical, scientific, and sustainability implications rather than a purely technical methodological choice. The review critically examines the widespread reliance on ad hoc stimuli, discusses the potential and limitations of standardized affective databases and related resources, and highlights the need for marketing-specific stimulus repositories. By reframing stimulus selection as a core component of responsible research practice, this study contributes to emerging debates on responsible neuromarketing and provides guidance for more transparent, replicable, ethical, and sustainable neuromarketing research in academic and applied contexts.

Indexed as

affective normsconsumer researchemotionsethicalneuromarketingreplicablesustainable

Identifiers

PMID42510236
PMCPMC13403436

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.