{"title":"Methods and theory for analyzing intensive longitudinal data in family research","authors":"Jennifer S. Barber, Tim Futing Liao","doi":"10.1111/jomf.12993","DOIUrl":null,"url":null,"abstract":"<p>Although family scholars have long relied on longitudinal data, electronic methods of data collection like web- and app-based surveys have greatly increased the amount of data with many repeated measures at short intervals, sometimes called <i>intensive</i> longitudinal data. The authors provide a conceptual overview of this type of data, paying particular attention to the appropriate frequency for the intervals, and discuss some of the unique contributions to Life Course Theory that can be generated with such data. They illustrate two analytic techniques that especially benefit from an intensive longitudinal design—sequence analysis and between-within regression—by applying these methods to intensive longitudinal data from the Relationship Dynamics and Social Life Study that represent a “micro life course” of pregnancy risk (partnering, pregnancy desire, sex, and contraception) during the transition to adulthood. Their sequence analysis shows that singlehood, hormonal contraception, or partnered abstinence dominated most young women's micro-life courses. Black/African-American young women's micro life courses were similarly dominated by singlehood but were even more frequently dominated by partnered abstinence than their non-Black/African-American peers'. However, Black/African-American women's micro life courses were less stable, potentially explaining their higher undesired pregnancy rates. A between-within regression model shows that Black/African-American coital contraceptors were less likely than their non-Black/African-American peers to use withdrawal (rather than condoms). They conclude by suggesting some potential ways that intensive longitudinal data capturing micro-life courses can contribute to important outstanding research questions in family research.</p>","PeriodicalId":48440,"journal":{"name":"Journal of Marriage and Family","volume":"86 5","pages":"1557-1585"},"PeriodicalIF":2.7000,"publicationDate":"2024-05-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Marriage and Family","FirstCategoryId":"90","ListUrlMain":"https://onlinelibrary.wiley.com/doi/10.1111/jomf.12993","RegionNum":1,"RegionCategory":"社会学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"FAMILY STUDIES","Score":null,"Total":0}
引用次数: 0
Abstract
Although family scholars have long relied on longitudinal data, electronic methods of data collection like web- and app-based surveys have greatly increased the amount of data with many repeated measures at short intervals, sometimes called intensive longitudinal data. The authors provide a conceptual overview of this type of data, paying particular attention to the appropriate frequency for the intervals, and discuss some of the unique contributions to Life Course Theory that can be generated with such data. They illustrate two analytic techniques that especially benefit from an intensive longitudinal design—sequence analysis and between-within regression—by applying these methods to intensive longitudinal data from the Relationship Dynamics and Social Life Study that represent a “micro life course” of pregnancy risk (partnering, pregnancy desire, sex, and contraception) during the transition to adulthood. Their sequence analysis shows that singlehood, hormonal contraception, or partnered abstinence dominated most young women's micro-life courses. Black/African-American young women's micro life courses were similarly dominated by singlehood but were even more frequently dominated by partnered abstinence than their non-Black/African-American peers'. However, Black/African-American women's micro life courses were less stable, potentially explaining their higher undesired pregnancy rates. A between-within regression model shows that Black/African-American coital contraceptors were less likely than their non-Black/African-American peers to use withdrawal (rather than condoms). They conclude by suggesting some potential ways that intensive longitudinal data capturing micro-life courses can contribute to important outstanding research questions in family research.
尽管家庭学者长期以来一直依赖纵向数据,但基于网络和应用程序的调查等电子数据收集方法大大增加了在短时间间隔内进行多次重复测量的数据量,这种数据有时被称为密集纵向数据。作者对这类数据进行了概念性概述,特别关注了间隔的适当频率,并讨论了这类数据对生命历程理论的一些独特贡献。他们通过将这两种方法应用于 "关系动态与社会生活研究"(Relationship Dynamics and Social Life Study)中的密集纵向数据,展示了从密集纵向设计中特别受益的两种分析技术--序列分析和区间-内部回归,这些数据代表了向成年过渡期间怀孕风险的 "微观生命历程"(伴侣关系、怀孕意愿、性和避孕)。他们的序列分析表明,单身、激素避孕或伴侣禁欲在大多数年轻女性的微观生命历程中占主导地位。黑人/非裔美国人年轻女性的微观生活历程同样以单身为主,但与非黑人/非裔美国人同龄人相比,以伴侣禁欲为主的频率更高。不过,黑人/非裔美国妇女的微观生活轨迹不太稳定,这可能是她们意外怀孕率较高的原因。一个体内间回归模型显示,黑人/非裔美国人同房避孕者比非黑人/非裔美国人同龄人更不可能使用体外射精(而不是避孕套)。最后,他们提出了捕捉微观生活过程的密集纵向数据有助于解决家庭研究中重要的未决研究问题的一些潜在方法。
期刊介绍:
For more than 70 years, Journal of Marriage and Family (JMF) has been a leading research journal in the family field. JMF features original research and theory, research interpretation and reviews, and critical discussion concerning all aspects of marriage, other forms of close relationships, and families.In 2009, an institutional subscription to Journal of Marriage and Family includes a subscription to Family Relations and Journal of Family Theory & Review.