{"title":"Multilevel risk factors for financial fraud in later life: evidence from China.","authors":"Ting Hu, Flavia Cristina Drumond Andrade, Yu-Chih Chen","doi":"10.1093/geroni/igag004","DOIUrl":null,"url":null,"abstract":"<p><strong>Background and objectives: </strong>Older adults are particularly vulnerable to financial fraud. However, research on risk factors for later-life fraud has focused more on individual attributes than contextual factors and has not examined diverse types and amounts of financial loss when measuring financial fraud. We address these gaps using a comprehensive framework to explore the multilevel risk factors for fraud in later life.</p><p><strong>Research design and methods: </strong>Using data from the 2015-2018 China Health and Retirement Longitudinal Study (<i>n </i>= 10,010), we employed mixed-effects models to examine three outcomes: fraud exposure, type of victimization, and the amount of financial loss. We analyzed three key elements of routine activity theory: target characteristics (e.g., prior fraud experience, socioeconomic status, cognition), guardianship (e.g., marital status, social participation), and motivated offenders (e.g., local context, available financial institutions, GDP).</p><p><strong>Results: </strong>Prior fraud experience was associated with all three measures. Better episodic memory and greater social activity were associated with higher fraud exposure, while greater social activity was linked to lower financial loss. Additionally, contextual vulnerabilities (e.g., urban areas and more developed regions) were associated with increased exposure to fraud and financial loss.</p><p><strong>Discussion and implications: </strong>Our findings highlight the need for concerted action across all domains of multilevel factors to reduce fraud exposure, victimization, and financial loss among older adults. Program and policy efforts related to individual-level education, community-based guardianship (e.g., anti-scam hotlines and psychological support), and macro-level policies for monitoring and regulating financial environments should be established to combat financial fraud in later life.</p>","PeriodicalId":13596,"journal":{"name":"Innovation in Aging","volume":"10 4","pages":"igag004"},"PeriodicalIF":6.2000,"publicationDate":"2026-01-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13039307/pdf/","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Innovation in Aging","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1093/geroni/igag004","RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2026/1/1 0:00:00","PubModel":"eCollection","JCR":"Q1","JCRName":"GERIATRICS & GERONTOLOGY","Score":null,"Total":0}
引用次数: 0
Abstract
Background and objectives: Older adults are particularly vulnerable to financial fraud. However, research on risk factors for later-life fraud has focused more on individual attributes than contextual factors and has not examined diverse types and amounts of financial loss when measuring financial fraud. We address these gaps using a comprehensive framework to explore the multilevel risk factors for fraud in later life.
Research design and methods: Using data from the 2015-2018 China Health and Retirement Longitudinal Study (n = 10,010), we employed mixed-effects models to examine three outcomes: fraud exposure, type of victimization, and the amount of financial loss. We analyzed three key elements of routine activity theory: target characteristics (e.g., prior fraud experience, socioeconomic status, cognition), guardianship (e.g., marital status, social participation), and motivated offenders (e.g., local context, available financial institutions, GDP).
Results: Prior fraud experience was associated with all three measures. Better episodic memory and greater social activity were associated with higher fraud exposure, while greater social activity was linked to lower financial loss. Additionally, contextual vulnerabilities (e.g., urban areas and more developed regions) were associated with increased exposure to fraud and financial loss.
Discussion and implications: Our findings highlight the need for concerted action across all domains of multilevel factors to reduce fraud exposure, victimization, and financial loss among older adults. Program and policy efforts related to individual-level education, community-based guardianship (e.g., anti-scam hotlines and psychological support), and macro-level policies for monitoring and regulating financial environments should be established to combat financial fraud in later life.
期刊介绍:
Innovation in Aging, an interdisciplinary Open Access journal of the Gerontological Society of America (GSA), is dedicated to publishing innovative, conceptually robust, and methodologically rigorous research focused on aging and the life course. The journal aims to present studies with the potential to significantly enhance the health, functionality, and overall well-being of older adults by translating scientific insights into practical applications. Research published in the journal spans a variety of settings, including community, clinical, and laboratory contexts, with a clear emphasis on issues that are directly pertinent to aging and the dynamics of life over time. The content of the journal mirrors the diverse research interests of GSA members and encompasses a range of study types. These include the validation of new conceptual or theoretical models, assessments of factors impacting the health and well-being of older adults, evaluations of interventions and policies, the implementation of groundbreaking research methodologies, interdisciplinary research that adapts concepts and methods from other fields to aging studies, and the use of modeling and simulations to understand factors and processes influencing aging outcomes. The journal welcomes contributions from scholars across various disciplines, such as technology, engineering, architecture, economics, business, law, political science, public policy, education, public health, social and psychological sciences, biomedical and health sciences, and the humanities and arts, reflecting a holistic approach to advancing knowledge in gerontology.