Evidence map›Paper›PMID 39816502›Full record

ArticleHeliyon2025

Multidimensional bandwagon effect and dual-process decision making: An integrated model of the theory of planned behavior from the perspective of American millennials' travel intention.

Roannayutt Oan-Oon, Therdchai Choibamroong

Abstract read
In one paragraph

Article in Heliyon, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Article
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.

Roannayutt Oan-OonGraduate School of Tourism Management, National Institute of Administration Development, Bangkok, Thailand.
Therdchai ChoibamroongGraduate School of Tourism Management, National Institute of Administration Development, Bangkok, Thailand.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

This study addresses the imperative need for an updated approach that incorporates evolving psychological insights and economic theories to better understand decision-making processes in the tourism sector. By integrating the bandwagon effect with the theory of planned behavior (TPB), the study aims to gain deeper insights into the intention-forming processes of American millennials during the pre-trip stage when considering a visit to Thailand. The research amalgamates principles from behavioral economics and traditional psychological theory within the dual-process framework, providing a comprehensive understanding of how American millennials determine their visit intention. Through empirical analysis employing Partial Least Squares Structural Equation Modeling (PLS-SEM) in a post-pandemic context, the study reveals that the multidimensional bandwagon effect significantly and synergistically influences American millennials' travel intention, attitude, and subjective norm, supporting a dual-process decision-making model. These findings elucidate how American millennials navigate heuristics and cognitive biases based on the theory of planned behavior framework, offering valuable insights for destination management organizations to refine their marketing and communication strategies effectively.

Indexed as

Bandwagon effectBehavior economicsCognitive biasesDestination choiceDual-process decision-makingHeuristicsMillennialsTheory of planned behavior

Identifiers

PMID39816502
PMCPMC11732704

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.