Jennifer E. Lansford , Andrea Bizzego , Julio Daniel Bermúdez Chinea , Gianluca Esposito , W. Andrew Rothenberg , Jeremy D.W. Clifton , Dario Bacchini , Lei Chang , Kirby Deater-Deckard , Laura Di Giunta , Kenneth A. Dodge , Sevtap Gurdal , Daranee Junla , Paul Oburu , Concetta Pastorelli , Ann T. Skinner , Emma Sorbring , Laurence Steinberg , Marc H. Bornstein , Liliana Maria Uribe Tirado , Suha M. Al-Hassan
{"title":"Precursors of young adults' world beliefs across cultures: A machine learning approach","authors":"Jennifer E. Lansford , Andrea Bizzego , Julio Daniel Bermúdez Chinea , Gianluca Esposito , W. Andrew Rothenberg , Jeremy D.W. Clifton , Dario Bacchini , Lei Chang , Kirby Deater-Deckard , Laura Di Giunta , Kenneth A. Dodge , Sevtap Gurdal , Daranee Junla , Paul Oburu , Concetta Pastorelli , Ann T. Skinner , Emma Sorbring , Laurence Steinberg , Marc H. Bornstein , Liliana Maria Uribe Tirado , Suha M. Al-Hassan","doi":"10.1016/j.appdev.2025.101858","DOIUrl":null,"url":null,"abstract":"<div><div>Primal world beliefs (“primals”) capture individuals' basic understanding of what sort of world this is and are strongly associated with a wide range of behaviors and outcomes, yet we have little understanding of how primals come to be. This study used a data-driven machine learning approach to examine what individual, parenting, family, and cultural factors in childhood best predict young adults' beliefs that the world is <em>Abundant, Alive, Enticing</em>, <em>Good</em>, <em>Hierarchical, Progressing</em>, and <em>Safe</em>, contributing a long-term longitudinal perspective to the nascent work in developmental science on primal world beliefs (“primals”). Participants included 770 young adults from eight countries (Colombia, Italy, Jordan, Kenya, Philippines, Sweden, Thailand, United States). During childhood, participants and parents reported on 76 factors available as potential predictors of primals. Factors at individual, parenting, family, and cultural levels all had some predictive value in relation to specific primals, but no single factor or cluster of factors was predictive of all primals. Developmental pathways to perceiving the world as <em>Abundant, Alive, Enticing</em>, <em>Good</em>, <em>Hierarchical, Progressing</em>, and <em>Safe</em> are not uniform. The current data-driven approach successfully unearthed several promising leads for developmentalists to probe in further research.</div></div>","PeriodicalId":48168,"journal":{"name":"Journal of Applied Developmental Psychology","volume":"100 ","pages":"Article 101858"},"PeriodicalIF":2.1000,"publicationDate":"2025-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Applied Developmental Psychology","FirstCategoryId":"102","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0193397325001054","RegionNum":2,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"PSYCHOLOGY, DEVELOPMENTAL","Score":null,"Total":0}
引用次数: 0
Abstract
Primal world beliefs (“primals”) capture individuals' basic understanding of what sort of world this is and are strongly associated with a wide range of behaviors and outcomes, yet we have little understanding of how primals come to be. This study used a data-driven machine learning approach to examine what individual, parenting, family, and cultural factors in childhood best predict young adults' beliefs that the world is Abundant, Alive, Enticing, Good, Hierarchical, Progressing, and Safe, contributing a long-term longitudinal perspective to the nascent work in developmental science on primal world beliefs (“primals”). Participants included 770 young adults from eight countries (Colombia, Italy, Jordan, Kenya, Philippines, Sweden, Thailand, United States). During childhood, participants and parents reported on 76 factors available as potential predictors of primals. Factors at individual, parenting, family, and cultural levels all had some predictive value in relation to specific primals, but no single factor or cluster of factors was predictive of all primals. Developmental pathways to perceiving the world as Abundant, Alive, Enticing, Good, Hierarchical, Progressing, and Safe are not uniform. The current data-driven approach successfully unearthed several promising leads for developmentalists to probe in further research.
期刊介绍:
The Journal of Applied Developmental Psychology focuses on two key concepts: human development, which refers to the psychological transformations and modifications that occur during the life cycle and influence an individual behavior within the social milieu; and application of knowledge, which is derived from investigating variables in the developmental process. Its contributions cover research that deals with traditional life span markets (age, social roles, biological status, environmental variables) and broadens the scopes of study to include variables that promote understanding of psychological processes and their onset and development within the life span. Most importantly.