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Childhood poverty trajectories and trajectories of healthcare contacts in adolescence and young adulthood 童年贫困轨迹与青少年和青年期接触医疗保健的轨迹
IF 3.4 2区 社会学 Q1 Medicine Pub Date : 2024-09-06 DOI: 10.1016/j.alcr.2024.100640

Background

In this longitudinal study on Danes born 1980–2000, the objectives were to identify and describe trajectories of childhood poverty and explore their association with trajectories of contacts with the healthcare system.

Methods

Children born in Denmark from 1980–2000 were linked to national registers. Parental disposable income information was obtained for each year of the child’s life from 0–16 years. Group-based trajectory modeling was used to identify trajectories of childhood poverty. The outcome was trajectories of contacts with the healthcare system identified with group-based multi-trajectory modeling. The associations between childhood poverty trajectories and trajectories of contacts with the healthcare system were estimated using multinomial logistic regression.

Results

Four distinct groups of childhood poverty trajectories were identified. The largest group (87 %) had very low probability of childhood poverty, and the smallest group (2 %) had high probability of persistent poverty throughout childhood. Two groups experienced either early (5 %) or late (6 %) poverty in childhood. Early and late childhood poverty were associated with higher odds of being in the psychiatric use group in both sexes, and with higher odds of being in the low use and high use groups in women. Persistent poverty was associated with higher odds of being in the low use group and lower odds of being in the high use group and the psychiatric use group in both sexes.

Conclusion

In conclusion, childhood poverty is associated with healthcare contacts in adolescence and early adulthood in Denmark.

背景在这项针对 1980-2000 年出生的丹麦人的纵向研究中,我们的目标是识别和描述儿童贫困的轨迹,并探讨其与医疗系统接触轨迹之间的关联。方法将 1980-2000 年期间在丹麦出生的儿童与全国登记册进行了关联,并获得了儿童 0-16 岁期间每年的父母可支配收入信息。采用基于群体的轨迹模型来确定儿童贫困的轨迹。研究结果是通过基于群体的多轨迹模型确定的与医疗保健系统的接触轨迹。结果确定了四组不同的儿童贫困轨迹。最大的一组(87%)童年贫困的可能性很低,最小的一组(2%)童年持续贫困的可能性很高。有两组人在童年时期经历了早期贫困(5%)或晚期贫困(6%)。男女儿童早期和晚期贫困与罹患精神疾病的几率较高有关,而女性罹患精神疾病的几率较高与罹患精神疾病的几率较低和罹患精神疾病的几率较高有关。总之,在丹麦,童年时期的贫困与青少年和成年早期的医疗接触有关。
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引用次数: 0
Complex nexus: Economic development, rural-to-urban migration, and transition to adulthood in China 复杂的联系:中国的经济发展、农村人口向城市的迁移和成年过渡期。
IF 3.4 2区 社会学 Q1 Medicine Pub Date : 2024-09-02 DOI: 10.1016/j.alcr.2024.100633

Transition to adulthood in low- and middle-come countries (LMIC) has increasingly been diversified and individualized. Economic development and migration are often cited as reasons for diversification but have been analytically examined interactively. To examine the complex linkages between development, migration, and transition to adulthood, we use China data to cover a decade when it has experienced rapid economic development, a large flow of rural-to-urban migration, and changes in the transition to adulthood. Applying the latent class analysis and multinomial logistic regression on the Chinese General Social Survey 2008 and 2017, we obtain three main findings. First, economic development increases the diversification of the transition to adulthood. Second, rural-to-urban migration has a greater impact on the postponement than on other pathways. Third, the joint impact of economic development and migration is not evident: the change do not differ between men and women as well as young adults of different migration experience. These findings collectively imply signs of the diversification of transition to adulthood in China, but also entail the individualization behind it.

中低收入国家(LMIC)的成年过渡期日益多样化和个性化。经济发展和人口迁移经常被认为是多样化的原因,但却没有对两者之间的互动关系进行分析研究。为了研究发展、移民和成年过渡期之间的复杂联系,我们使用了中国的数据,这些数据涵盖了中国经济快速发展、大量农村人口向城市迁移以及成年过渡期变化的十年。通过对 2008 年和 2017 年的中国社会总体调查进行潜类分析和多项式逻辑回归,我们得出了三个主要结论。第一,经济发展增加了成年过渡期的多样化。第二,农村人口向城市迁移对推迟的影响大于其他途径。第三,经济发展和移民的共同影响并不明显:男女之间以及不同移民经历的青壮年之间的变化并无差异。这些发现共同意味着中国成年过渡期的多样化迹象,但也意味着其背后的个性化。
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引用次数: 0
How the size and structure of egocentric networks change during a life transition 以自我为中心的网络的规模和结构如何在人生转变过程中发生变化。
IF 3.4 2区 社会学 Q1 Medicine Pub Date : 2024-07-29 DOI: 10.1016/j.alcr.2024.100632

While social networks are typically relatively stable in size over time, major changes in life circumstances can result in opportunities to acquire new friends. How young adults manage their relationships with their wider network of friends and family during such transitions is, however, not well understood. Using a prospective longitudinal design, we investigate changes in the size and composition of complete egocentric networks of two cohorts of young adults moving away from home to college. We show that, although networks grow rapidly due to an influx of new friends made at college, the social overload that would result is partially mitigated through the progressive loss of pre-transition friendships (but not family relationships). In addition, most of the new relationships are placed in the outermost, emotionally less close network layers that are less costly to maintain. In contrast, the more intimate inner layers of the network remain stable in size, with efforts being made to conserve these relationships. The overriding importance of face-to-face interaction in creating and maintaining ties (compared to digital media) results in the emotional quality of a tie being traded off against the constraints imposed by physical distance. The most reliable predictor of the proportion of original members with whom relationships were maintained post-transition was pre-transition network size, with weaker effects due to geographical proximity and personal popularity in the new social context. These findings have implications for managing transitions to a new environment at any life stage.

虽然随着时间的推移,社交网络的规模通常会相对稳定,但生活环境的重大变化也会带来结交新朋友的机会。然而,人们对青壮年在这种转变过程中如何处理他们与更广泛的亲友网络之间的关系还不甚了解。我们采用前瞻性纵向设计,调查了两批离家上大学的年轻人的完整自我中心网络的规模和组成的变化。我们的研究表明,尽管由于大学新朋友的涌入,网络迅速增长,但由于过渡前的友谊(而非家庭关系)逐渐丧失,因此部分缓解了由此造成的社会超负荷。此外,大多数新关系都位于最外层,情感上不太亲密,维持成本较低。与此相反,较为亲密的内层网络规模保持稳定,并努力维护这些关系。与数字媒体相比,面对面的互动在建立和维护联系方面具有压倒性的重要性,这导致了联系的情感质量与物理距离所带来的限制之间的权衡。对过渡后与之保持关系的原始成员比例的最可靠预测因素是过渡前的网络规模,而新的社会环境中的地理距离和个人受欢迎程度的影响较弱。这些发现对于在任何人生阶段管理向新环境的过渡都有意义。
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引用次数: 0
The long-term consequences of school suspension and expulsion on depressive symptoms 停学和开除对抑郁症状的长期影响。
IF 3.4 2区 社会学 Q1 Medicine Pub Date : 2024-07-27 DOI: 10.1016/j.alcr.2024.100631

Exposure to exclusionary discipline has been tied to several deleterious outcomes in adulthood, including contact with the criminal legal system. While this work provides interesting insight into the long-term consequences tied to this form of school punishment, few have attempted to consider whether and how, exclusionary discipline practices, in particular, school suspension and expulsion shape mental health patterning over the life course. Using panel data from the National Longitudinal Study of Adolescent to Adult Health, we contribute to this body of literature by examining whether exposure to school suspension or expulsion shapes depressive symptom trajectories from adolescence to adulthood. Results from our mixed-effects linear growth curve models demonstrate both forms of exclusionary discipline play a significant role in depressive symptom trajectories. We find suspended and expelled youth exhibit significantly higher depressive symptoms in adolescence when compared to their counterparts with no history of suspension or expulsion. Results also show age variation in depressive symptom trajectories by history of exposure to exclusionary discipline. Specifically, results show the depressive symptoms gap between disciplined and non-disciplined youth slightly dissipates as youth age into early adulthood, but as individuals begin to transition out of this stage of the life course, the gap in depressive symptoms widens substantially. Results carry implications for how punitive disciplinary practices in schools shape mental health from adolescence to adulthood.

受到排斥性纪律处分与成年后的几种有害结果有关,包括与刑事法律系统的接触。虽然这些研究对这种学校惩罚形式所带来的长期后果提供了有趣的见解,但很少有人尝试考虑排斥性纪律措施,尤其是停学和开除是否以及如何影响人一生的心理健康模式。我们利用 "全国青少年到成人健康纵向研究"(National Longitudinal Study of Adolescent to Adult Health)的面板数据,研究了学校停学或开除是否会影响青少年到成年期的抑郁症状轨迹,从而为这方面的研究做出了贡献。混合效应线性增长曲线模型的结果表明,这两种形式的排斥性纪律在抑郁症状轨迹中都起着重要作用。我们发现,与没有停学或开除经历的青少年相比,被停学或开除的青少年在青春期表现出的抑郁症状明显更高。研究结果还显示,不同年龄段的抑郁症状轨迹会因遭受过排斥性纪律处分而有所不同。具体来说,结果显示,随着青少年进入成年早期,受处分和未受处分青少年之间的抑郁症状差距略有缩小,但当个人开始走出人生历程的这一阶段时,抑郁症状的差距就会大幅扩大。研究结果对学校的惩罚性纪律措施如何影响青少年到成年期的心理健康产生了影响。
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引用次数: 0
Assessing the parental SES gradient in young Britons’ partnership expectations, attitudes and its potential mediators 评估英国年轻人对伴侣关系的期望、态度及其潜在调解因素中的父母社会经济地位梯度。
IF 3.4 2区 社会学 Q1 Medicine Pub Date : 2024-07-26 DOI: 10.1016/j.alcr.2024.100630

A well-documented trend in family demography is that young adults from disadvantaged backgrounds tend to enter their first partnership earlier and forego marriage more often than their advantaged counterparts. Yet, limited research has explored whether there is also an association between parental background and expectations for partnership formation, which are considered important precursors of behaviours. Further, few studies have explored the potential mechanisms mediating these differences. This paper uses data from the British Household Panel Survey and Understanding Society to analyse the relationships between parental socioeconomic status and young Britons' expectations for marriage, cohabitation, and attitudes towards ideal age at marriage. Using the KHB decomposition as a mediation method, we verify whether these relationships are explained by two mechanisms measured during the young adults’ adolescence: family structure socialisation and academic socialisation. We find that marriage expectations are socially stratified in the UK. Those from the least advantaged backgrounds have significantly lower expectations for marriage than the most advantaged, but this difference does not hold for cohabitation. Those from the least advantaged backgrounds are also more uncertain about their ideal age at marriage. Academic socialisation mediates these relationships to a limited extent. Family structure socialisation mediates a greater percentage, especially living with a single parent, rather than married parents, during adolescence.

家庭人口学中一个有据可查的趋势是,与家境优越的年轻人相比,家境贫寒的年轻人往往更早结成第一对伴侣,也更多地放弃婚姻。然而,很少有研究探讨父母背景和对建立伴侣关系的期望之间是否也存在关联,而父母背景和对建立伴侣关系的期望被认为是行为的重要前兆。此外,很少有研究探讨这些差异的潜在中介机制。本文利用英国家庭小组调查(British Household Panel Survey)和 "了解社会"(Understanding Society)的数据,分析了父母的社会经济地位与英国年轻人对婚姻、同居的期望以及对理想结婚年龄的态度之间的关系。通过使用 KHB 分解作为中介方法,我们验证了这些关系是否可以通过在年轻人青春期测量的两个机制来解释:家庭结构社会化和学术社会化。我们发现,在英国,婚姻期望是社会分层的。来自最不利背景的人对婚姻的期望明显低于来自最有利背景的人,但这种差异在同居中并不存在。来自最不利背景的人也更不确定自己的理想结婚年龄。学业社会化对这些关系的调节作用有限。家庭结构社会化在很大程度上起到了调节作用,尤其是在青春期与单亲而非已婚父母生活在一起。
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引用次数: 0
The employment expectations of adolescents: Examining the role of social origin, parental support, and personality traits 青少年的就业期望:研究社会出身、父母支持和个性特征的作用
IF 3.4 2区 社会学 Q1 Medicine Pub Date : 2024-07-15 DOI: 10.1016/j.alcr.2024.100629

Early life course conditions and the social origin of families frequently influence the inequalities people experience in adulthood. The transition from education to work is a challenging period during which adolescents make their first employment-related choices and establish the course of their careers. Future expectations guide adolescents’ employment-related choices and are assumed to influence future employment outcomes. Therefore, this paper investigates whether family (dis)advantages affect adolescents’ employment expectations. We assess various underlying mechanisms that may influence the relationship between social origin and adolescents’ employment expectations by using cross-sectional data from the German Socio-Economic Panel (SOEP: 2006–2018), specifically a youth questionnaire administered at age 17. Three key findings emerge. First, family disadvantages, particularly an insecure parental labor market participation, influence the employment expectations of adolescents negatively. Second, supportive parenting does not mediate the relationship between social origin and the employment expectations of adolescents; instead, it functions as an additional positive factor. Third, supportive parenting creates more optimistic employment expectations because it fosters specific “beneficial” personality traits, such as extraversion, conscientiousness, openness, agreeableness, and internal control beliefs.

早年的生活条件和家庭的社会出身往往会影响人们成年后所经历的不平等。从教育到工作的过渡是一个具有挑战性的时期,在此期间,青少年会首次做出与就业相关的选择,并确定其职业生涯的发展方向。对未来的期望会引导青少年做出与就业相关的选择,并被认为会影响未来的就业结果。因此,本文研究了家庭(不)优势是否会影响青少年的就业预期。我们利用德国社会经济小组(SOEP:2006-2018 年)的横截面数据,特别是 17 岁时进行的青少年问卷调查,评估了可能影响社会出身与青少年就业期望之间关系的各种潜在机制。研究得出了三个重要发现。首先,家庭不利条件,尤其是父母参与劳动力市场的不稳定性,对青少年的就业预期产生了负面影响。其次,父母的支持性养育并不能调节社会出身与青少年就业期望之间的关系;相反,它是一个额外的积极因素。第三,父母的支持性教养会产生更乐观的就业预期,因为它能培养特定的 "有益 "人格特质,如外向性、自觉性、开放性、合意性和内部控制信念。
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引用次数: 0
Diverse pathways to permanent childlessness in Singapore: A latent class analysis 新加坡永久无子女的不同途径:潜类分析。
IF 3.4 2区 社会学 Q1 Medicine Pub Date : 2024-06-24 DOI: 10.1016/j.alcr.2024.100628
Yanwen Wang , Bussarawan Teerawichitchainan , Christine Ho

The proportions of adults reaching midlife without having children have been rising rapidly across the globe, particularly in Asia. However, little is known about the pathways to permanent childlessness within the region’s childless population. This study utilized latent class analysis (LCA) to typologize pathways to childlessness based on dynamic characteristics of multiple life domains (i.e., partnership, education, and occupation) among 489 childless Singaporeans aged 50 and above from a 2022 nationwide survey. Additionally, we utilized multinomial logistic regressions to examine the sociodemographic correlates of pathway profiles and Shannon’s entropy index to assess the heterogeneity in pathways to childlessness among successive cohorts. Results revealed five distinct profiles of pathways to childlessness: the Never-Married Semi-Professionals, the Low-Flex Blue-Collars, the Highly Educated Professionals, the Ever-Married Semi-Professionals, and the Flexible Blue-Collars. These pathway profiles were significantly associated with sociodemographic characteristics such as gender and family background. Women’s pathways to childlessness were more standardized and heavily influenced by partnership characteristics, compared to those of men. The childless from privileged family background were less likely to follow pathways characterized by disadvantageous education and occupational status. There were also rising trends of voluntary childlessness among married childless individuals and increasing heterogeneity in pathways to childlessness across successive birth cohorts. In sum, our findings are consistent with some of the predictions of the Second Demographic Transition theory, suggesting that Singapore may be experiencing a demographic transition characterized by rising childlessness, decoupling of marriage and childbearing, and de-standardization of the life course.

在全球范围内,中年无子女的成年人比例迅速上升,尤其是在亚洲。然而,人们对该地区无子女人口永久无子女的途径知之甚少。本研究利用潜类分析法(LCA),根据 2022 年一项全国性调查中 489 名 50 岁及以上无子女新加坡人在多个生活领域(即伴侣关系、教育和职业)的动态特征,对无子女的途径进行了分类。此外,我们还利用多叉逻辑回归研究了路径特征的社会人口学相关因素,并利用香农熵指数评估了无子女路径在连续群组中的异质性。结果显示了五种不同的无子女路径特征:从未结婚的半专业人士、低弹性蓝领、高学历专业人士、曾经结婚的半专业人士和弹性蓝领。这些途径特征与性别和家庭背景等社会人口特征有很大关系。与男性相比,女性的无子女途径更加标准化,受伴侣特征的影响也更大。家庭背景优越的无子女者不太可能走上教育和职业状况不利的道路。已婚无子女者自愿无子女的趋势也在上升,而且不同出生组群的无子女途径的异质性也在增加。总之,我们的研究结果与 "第二次人口转变理论 "的一些预测相一致,表明新加坡可能正在经历一次人口转变,其特点是无子女率上升、婚姻与生育脱钩以及生命历程非标准化。
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引用次数: 0
Living apart together in contemporary Spain: Diverse motivations across life stages 当代西班牙的分居生活:不同人生阶段的不同动机
IF 3.4 2区 社会学 Q1 Medicine Pub Date : 2024-06-01 DOI: 10.1016/j.alcr.2024.100627
Momoko Nishikido , Teresa Castro-Martín

Living-apart-together (LAT) partnerships are gaining prominence in many high-income societies, prompting ongoing discussions about their significance and their role in the family formation process. This study provides a contemporary update on LAT relationships in Spain, with a specific emphasis on variations across different life stages. The study focuses on several key aspects: (1) recent trends in the prevalence of LAT relationships, (2) socio-demographic factors associated with being in a LAT relationship, (3) joint influence of both partners’ characteristics, and (4) short-term intentions to co-reside. Using data from the 2018 Spanish Fertility Survey, we employ logistic regression models to analyze the factors influencing individuals’ likelihood of being in a LAT relationship as opposed to a co-residential partnership. Our findings reveal a noticeable rise in LAT partnerships in Spain over the past two decades, except among the youngest age group. Personal motivations and socially attributed meanings of LAT relationships, however, differ depending on an individual's life stage. Among young adults, LAT partnerships largely serve as a transitional phase in the family formation process, preceding co-residence with a partner. In this early adulthood stage, unemployment and temporary work contracts – affecting any of the partners – often hinder household formation, but intentions to co-reside in the near future remain strong. In contrast, LAT partnerships in the mid-life stage often stem from a desire to maintain personal independence and are frequently linked to prior partnership and reproductive biographies.

在许多高收入社会中,"分居伴侣"(LAT)关系日益突出,引发了人们对其在家庭组建过程中的意义和作用的持续讨论。本研究提供了西班牙 LAT 关系的最新情况,特别强调了不同人生阶段的差异。研究重点关注几个关键方面:(1)LAT 关系流行率的最新趋势;(2)与 LAT 关系相关的社会人口因素;(3)伴侣双方特征的共同影响;以及(4)共同居住的短期意愿。利用 2018 年西班牙生育率调查的数据,我们采用逻辑回归模型分析了影响个人处于 LAT 关系(而非同居伴侣关系)可能性的因素。我们的研究结果表明,在过去二十年里,除了最年轻的年龄组外,西班牙的异地伴侣关系明显增加。然而,LAT 关系的个人动机和社会意义因个人所处的人生阶段而有所不同。在年轻人中,LAT 伙伴关系在很大程度上是家庭形成过程中的一个过渡阶段,是在与伴侣共同生活之前的阶段。在这个成年早期阶段,失业和临时工作合同(影响到伴侣中的任何一方)往往会阻碍家庭的组建,但在不久的将来共同居住的意愿仍然很强烈。与此相反,中年阶段的 LAT 伙伴关系往往是出于保持个人独立的愿望,而且往往与以前的伙伴关系和生育经历有关。
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引用次数: 0
Uncertainty and flexibility of fertility intentions 生育意愿的不确定性和灵活性。
IF 3.4 2区 社会学 Q1 Medicine Pub Date : 2024-05-13 DOI: 10.1016/j.alcr.2024.100618
Ross Barker , Isabella Buber-Ennser

Large-scale survey data is widely used to study the intention to have a(nother) child. However, there are further opportunities to understand how these intentions are revised over the life course and the uncertainty surrounding them. We aim to further outline the importance of simultaneously considering change and uncertainty in fertility decision-making. Specifically, we identify uncertainty in the “probably not” and “probably yes” responses to questions on whether an individual intends to have a(nother) child, and compare the differences in individuals’ stated intention between survey waves. Using panel data from the Generations and Gender Survey (GGS) for Austria, France, Hungary, Italy, and Poland, we study short-term followed by long-term (overall) fertility intentions. First, descriptive analyses compare and visualise the prevalence of uncertainty intentions at first and second wave using Sankey diagrams. Next, multivariate analyses on transitions in intentions focus on partnership and employment context. The results reveal that for both short-term and overall intentions, four in ten respondents are uncertain about intending a (further) child. Further, one in two report a different intention between waves, with changes mainly occurring from one “probably” response to another (e.g., “probably not” to “probably yes”) or through a shift in increasing or lessening certainty (e.g., “probably yes” to “definitely yes”). The childless exhibit by far the greatest uncertainty and revision. Multivariate analyses show that partnership and employment are associated with gradual transitions and larger changes in intentions. Our results also show that fertility intentions form to a large extent along a spectrum of certainty—from “definitely not,” to “probably not,” to “probably yes,” to “definitely yes,” and finally to the birth of a child.

大规模调查数据被广泛用于研究生育意愿。然而,我们还有机会进一步了解这些意愿在生命过程中是如何修正的,以及围绕这些意愿的不确定性。我们旨在进一步概述在生育决策中同时考虑变化和不确定性的重要性。具体来说,我们在回答 "可能不会 "和 "可能会 "是否打算再要一个(另一个)孩子的问题时,确定了不确定性,并比较了不同调查波次之间个人陈述意愿的差异。利用奥地利、法国、匈牙利、意大利和波兰的世代与性别调查(GGS)面板数据,我们对短期生育意愿和长期(总体)生育意愿进行了研究。首先,描述性分析使用桑基图对第一波和第二波的不确定性意向的普遍性进行比较和可视化。接着,对生育意愿的转变进行了多变量分析,重点是伙伴关系和就业背景。结果显示,在短期和总体意向方面,每 10 个受访者中就有 4 个不确定是否打算要一个(更多)孩子。此外,每两个受访者中就有一人在两次调查之间报告了不同的意向,变化主要发生在从一个 "可能 "回答到另一个 "可能 "回答(例如,从 "可能不会 "到 "可能会"),或通过增加或减少确定性(例如,从 "可能会 "到 "一定会")的转变。到目前为止,无子女者表现出最大的不确定性和修正性。多变量分析表明,伴侣关系和就业与生育意愿的逐渐转变和较大变化有关。我们的结果还显示,生育意愿在很大程度上是沿着确定性的范围形成的--从 "肯定不会 "到 "可能不会",再到 "可能会",再到 "肯定会",最后到孩子出生。
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引用次数: 0
Estimating causal effects from panel data with dynamic multivariate panel models 用动态多变量面板模型估算面板数据的因果效应
IF 3.4 2区 社会学 Q1 Medicine Pub Date : 2024-05-10 DOI: 10.1016/j.alcr.2024.100617
Jouni Helske , Santtu Tikka

Panel data are ubiquitous in scientific fields such as social sciences. Various modeling approaches have been presented for observational causal inference based on such data. Existing approaches typically impose restrictive assumptions on the data-generating process such as Gaussian responses or time-invariant effects, or they can only consider short-term causal effects. To surmount these restrictions, we present the dynamic multivariate panel model (DMPM) that supports time-varying, time-invariant, and individual-specific effects, multiple responses across a wide variety of distributions, and arbitrary dependency structures of lagged responses of any order. We formally demonstrate how DMPM facilitates causal inference within the structural causal modeling framework and we take a Bayesian approach for the estimation of the posterior distributions of the model parameters and causal effects of interest. We demonstrate the use of DMPM by applying the approach to both real and synthetic data.

在社会科学等科学领域,面板数据无处不在。针对基于此类数据的观察性因果推断,人们提出了各种建模方法。现有方法通常对数据生成过程施加限制性假设,如高斯响应或时间不变效应,或者只能考虑短期因果效应。为了克服这些限制,我们提出了动态多变量面板模型(DMPM),该模型支持时变、时不变和特定个体效应、多种分布的多重响应以及任意阶滞后响应的任意依赖结构。我们正式演示了 DMPM 如何在结构因果建模框架内促进因果推断,并采用贝叶斯方法估计模型参数和相关因果效应的后验分布。我们将 DMPM 应用于真实数据和合成数据,展示了它的用途。
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