Comparing Groups of Life-Course Sequences Using the Bayesian Information Criterion and the Likelihood-Ratio Test

IF 2.4 2区 社会学 Q1 SOCIOLOGY Sociological Methodology Pub Date : 2020-10-05 DOI:10.1177/0081175020959401
T. Liao, A. Fasang
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引用次数: 7

Abstract

How can we statistically assess differences in groups of life-course trajectories? The authors address a long-standing inadequacy of social sequence analysis by proposing an adaption of the Bayesian information criterion (BIC) and the likelihood-ratio test (LRT) for assessing differences in groups of sequence data. Unlike previous methods, this adaption provides a useful measure for degrees of difference, that is, the substantive significance, and the statistical significance of differences between predefined groups of life-course trajectories. The authors present a simulation study and an empirical application on whether employment life-courses converged after reunification in the former East Germany and West Germany, using data for six birth-cohort groups ages 15 to 40 years from the German National Education Panel Study. The new methods allow the authors to show that convergence of employment life-courses around reunification was stronger for men than for women and that it was most pronounced in terms of the duration of employment states but weaker for their order and timing in the life-course. Convergence of East German and West German women’s employment lives set in earlier and reflects a secular trend toward a more gender-egalitarian division of labor in West Germany that is unrelated to reunification. The simulation study and the substantive application demonstrate the usefulness of the proposed BIC and LRT methods for assessing group differences in sequence data.
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使用贝叶斯信息准则和似然比检验比较生命历程序列组
我们如何从统计学上评估生命历程轨迹组之间的差异?作者通过提出贝叶斯信息准则(BIC)和似然比检验(LRT)的适应性来评估序列数据组中的差异,解决了社会序列分析长期存在的不足。与以前的方法不同,这种适应为差异程度提供了一种有用的衡量标准,即生命历程轨迹的预定义组之间差异的实质显著性和统计显著性。作者利用德国国家教育小组研究中6个年龄在15至40岁之间的出生队列组的数据,对前东德和西德统一后的就业生活课程是否趋同进行了模拟研究和实证应用。新方法使作者能够证明,围绕团聚的就业生活过程的趋同对男性来说比女性更强,而且在就业状态的持续时间方面最为明显,但在生活过程中的顺序和时间方面较弱。东德和西德女性就业生活的融合始于更早,反映了西德性别平等分工的长期趋势,而这与统一无关。模拟研究和实际应用证明了所提出的BIC和LRT方法在评估序列数据中的组差异方面的有用性。
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来源期刊
CiteScore
4.50
自引率
0.00%
发文量
12
期刊介绍: Sociological Methodology is a compendium of new and sometimes controversial advances in social science methodology. Contributions come from diverse areas and have something useful -- and often surprising -- to say about a wide range of topics ranging from legal and ethical issues surrounding data collection to the methodology of theory construction. In short, Sociological Methodology holds something of value -- and an interesting mix of lively controversy, too -- for nearly everyone who participates in the enterprise of sociological research.
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