Evidence map›Paper›PMID 41833935›Full record

ArticleScientific reports2026

Perceived busyness shapes assortment size preferences via distinct thinking styles.

Hui Zhang, Lidong Zhu

Abstract read
In one paragraph

Article in Scientific reports, 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

2 authors.

Hui ZhangSchool of Economics and Management, Anhui Normal University, Wuhu, Anhui, China. zhanghui199208@163.com.
Lidong ZhuSchool of Economics and Management, Anhui Normal University, Wuhu, Anhui, China.

Funding

National Natural Science Foundation of China,China 72202002
6 · The paper itself

Abstract

Busyness is a pervasive feature of contemporary consumer life, yet its implications for choice remain underexplored. This paper investigates how consumers’ subjective appraisals of busyness shape preferences for assortment size. Drawing on dual-process theories of cognition, we argue that busyness influences decision making by directing how cognitive resources are deployed rather than by uniformly constraining them. When busyness is appraised positively, consumers remain cognitively engaged, rely more on analytical thinking, and prefer larger assortments that support careful evaluation and optimization. When busyness is appraised negatively, consumers disengage from deliberation, rely more on experiential thinking, and favor smaller assortments that reduce decision effort. Evidence from multiple studies, including experimental and survey data, provides consistent support for this mechanism. These findings clarify how everyday experiences of busyness shape cognitive processing and assortment choice, with implications for consumer theory and retail assortment design.

Indexed as

Analytical thinkingAssortment size preferenceExperiential thinkingNegative busynessPositive busyness

Identifiers

PMID41833935
PMCPMC13121703

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.