Reflections on the actor–partner interdependence model

The actor–partner interdependence model (APIM) has been widely successful and has become the default method for analyses of dyadic data in which both members of the pair have the same measurements. This article reviews the history of the development of the APIM, focusing on the original presentation of the model, a 1979 article by Kraemer and Jacklin. Also discussed are the topics of APIM patterns, whether the APIM is a dyadic model, and the automation of APIM analyses. Although the APIM is the most popular method for dyadic analysis, it should be recognized there are alternatives that should also be considered.     

Extending the actor–partner interdependence model for binary outcomes: A multilevel logistic approach

Relationship researchers face many challenges when samples consist of dyads. The actor–partner interdependence model provides a framework for the analysis of dyadic data (D. A. Kashy & D. A. Kenny, 2000). Binary variables like discrete health diagnoses present additional challenges that are not easily handled using existing models. The analysis was demonstrated using SAS PROC GLIMMIX and HLM6. An example is presented where couple's personality traits are used to predict discrete health outcomes. A series of Monte Carlo simulations were performed to compare PROC GLIMMIX to HLM. GLIMMIX performed acceptably compared to HLM for small dyad‐level sample sizes (100 or fewer), but HLM clearly outperformed in larger samples. Both had problems estimating the variance of the random intercept and its standard error.     

Testing crossover effects in an actor–partner interdependence model among Chinese dual‐earner couples

The purpose of the present study is to examine the crossover effects from one partner's work–family interface (work–family conflict [WFC] and work–family enrichment [WFE]) to the other partner's four outcomes (psychological strain, life satisfaction, marital satisfaction and job satisfaction) in a sample of Chinese dual‐earner couples. Married couples (N = 361) completed a battery of questionnaires, including the work–family interface scale, the psychological strain scale, the life, marital, as well as job satisfaction scale. Results from the actor–partner interdependence model (APIM) analyses showed that wives' WFE was negatively associated with husbands' psychological strain, and positively associated with husbands' life, marital and job satisfaction. Furthermore, husbands' WFC was negatively related to wives' marital satisfaction, whereas husbands' WFE was positively related to wives' marital satisfaction. Theoretical and practical implications were discussed, and future research directions were provided.     

Marital commitment,communication and marital satisfaction: An analysis based on actor–partner interdependence model

Marital commitment and satisfaction are known to be closely related, but only limited research has examined the asymmetric interaction patterns between spouses. In this paper, the authors study 400 Chinese couples and find that communication mediates the relationship between marital commitment and marital satisfaction. Using the actor–partner interdependence model, they find that wives and husbands show asymmetric associations for marital commitment, communication and satisfaction. Specifically, compared with husbands, wives are more attuned to the path from marital commitment to marital satisfaction via communication. Implications and limitations are discussed.     

The actor–partner interdependence model for categorical dyadic data: A user‐friendly guide to GEE

The actor–partner interdependence model (APIM) has been widely used for the analysis of pairs of individuals who interact with each other. The goal of this article is to detail in a nontechnical way how the APIM for binary or count outcomes can be implemented and how actor and partner effects can be estimated using generalized estimating equations (GEE) methodology. Both SPSS‐ and SAS‐syntax needed to estimate the model and the interpretation of the output are illustrated using data from a study exploring the effect of satisfaction with the relationship before the breakup on unwanted pursuit behavior after the breakup in formerly married partners. The use of this GEE method will allow researchers to test a wide array of research hypotheses.     

Giving dyadic data analysis away: A user‐friendly app for actor–partner interdependence models

The actor–partner interdependence model (APIM) is widely used for analyzing dyadic data. Although dyadic research has become immensely popular, its statistical complexity can be a barrier. To remedy this, a free user‐friendly web application, called APIM_SEM, has been developed. This app automatically performs the statistical analyses (i.e., structural equation modeling) of both simple and complex APIMs. It allows the researcher to analyze distinguishable or indistinguishable dyads, to examine dyadic patterns, to estimate actor and partner effects of one or two predictors, and to control for covariates. Results are provided in software and text format, complemented by summary tables and figures. As an illustration, the effect of perception of the partner on satisfaction is assessed by fitting APIMs with varying complexity.     

Ask and you might receive: The actor–partner interdependence model approach to estimating cultural and gender variations in social support

As an essential part of close relationships, social support is a dynamic interactive process. This paper aims to simultaneously investigate social support‐seeking and provision behaviours using the Actor–Partner Interdependence Model (APIM). Ninety‐two friendship dyads participated in this study. Supportive versus negative friendship qualities were used to predict different support‐seeking and support‐provision behaviours during an experimental task. Cultural and gender variations were also examined. Results showed that self‐reported friendship qualities influence support‐seeking and provision behaviours intrapersonally and interpersonally. Female participants were more likely to provide emotion‐focused support than were male participants. After accounting for friendship qualities in the dyads, there was no evidence of cultural group differences on support‐seeking or provision behaviours among same‐sex friends. These results demonstrate the conceptual and empirical advantages of using APIM to unpack cultural and gender variations in social support processes.     

Dyadic effects of marital satisfaction on coparenting in Chinese families: Based on the actor‐partner interdependence model

Based on the actor‐partner interdependence model, this study explored the spillover and crossover effects of marital satisfaction on coparenting in Chinese nuclear and extended families. Spillover and crossover effects refer to the transfer of experiences, affects or behaviors, focusing on the intra‐personal and inter‐personal transfer of a marital subsystem to a coparenting subsystem. The participants comprised 279 couples with children ranging in age from 3 to 7 years old. The marital satisfaction and extent of coparenting of both the fathers and the mothers was tested to examine the dyadic interaction. Structural equation modeling results revealed significant intra‐personal and inter‐personal correlations between marital satisfaction and coparenting, indicating spillover and crossover effects in nuclear and extended families, and there were no differences between the two family structures. The results indicated that fathers' marital satisfaction influenced both fathers' and mothers' coparenting practices.     

Social interdependence in close relationships: The actor–partner‐interdependence–investment model (API‐IM)

This article introduces the actor–partner‐interdependence–investment model (API‐IM) that was developed to add a dyadic perspective to Rusbult's investment model. The API‐IM is based on interdependence theoretical assumptions and the actor–partner interdependence model. Two studies were conducted to investigate the reliability of the API‐IM. Relationship satisfaction, investment size, quality of alternatives, and relationship commitment were assessed at both partners of 77 (Study 1) and 162 (Study 2) married and unmarried heterosexual couples. Path analyses that applied a structural equation modeling framework revealed a dyadic model that significantly predicts women's and men's commitment by actor effects of satisfaction, investments, and alternatives, and partner effects of satisfaction. Actor and partner effects of satisfaction were significantly moderated by relationship duration and marital status. Marital status also significantly moderated the actor effect of alternatives. The API‐IM supports the concept of social interdependence in close relationships, and it is discussed as a sound dyadic extension of the investment model. Copyright © 2012 John Wiley & Sons, Ltd.     

Computer-based dissemination: a randomized clinical trial of ePREP using the actor partner interdependence model

The most pressing challenge facing our field is to close the gap between the need for evidence based treatment and our ability to effectively provide it. We illustrate how an empirically supported treatment can be adapted for computerized administration to maximize the likelihood of widespread dissemination. This randomized clinical trial shows how computer-based treatments can be effectively used to increase flexibility in reaching target populations. Using the actor partner interdependence model, we found that, compared to those who received a placebo intervention, ePREP participants demonstrated better mental health and relationship functioning at a six-week follow up. Those who engaged more fully in the intervention and mastered the communication techniques generally experienced superior outcomes. Implications of and recommendations for computer-based dissemination are discussed.     

Perspective‐taking induction mitigates the effect of partner attachment avoidance on self–partner overlap

Adult attachment avoidance has long been associated with relationship turmoil and dissatisfaction, and some research has highlighted the clinical potential of perspective‐taking (PT) training for ameliorating attachment avoidance‐related relationship difficulties. Prior research also suggests that prosocial sequelae of PT are mediated by increased self–other overlap. This study examined how a brief PT induction preceding an unresolved conflict discussion interacted with individual differences in attachment avoidance to influence postconflict ratings of self–partner overlap. The authors found that the PT induction buffered the effect of partner—but not one's own—avoidance on self–partner overlap. Main effects of PT condition and both actor and partner avoidance were also detected, and results remained unchanged when controlling for indirect intracouple overlap and relevant individual and couple characteristics.     

The Moderation Role of Self‐perceived Maternal Empathy in Observed Mother–Child Collaborative Problem Solving

Based on L. S. Vygotsky's sociocultural theory, previous scaffolding studies have examined some factors associated with adjustment of parental support during collaborative problem solving. However, a factor that remains unexplored in the literature is the potential relationship between parental empathy and parental support in collaborative problem solving. The present study addresses this question through the observation of 45 preschool children and their mothers cooperating in a problem‐solving task with two levels of difficulty. Teachers rated the children's fine motor skills, and sampled mothers reported their empathy levels towards their children. Consistent with the notion of scaffolding, negative correlations were found between observed maternal verbal support (cognitive, autonomy, and emotional) and child age, and between observed maternal cognitive support and teacher reports of child motor skills. An analysis of covariance revealed significant empathy‐by‐difficulty interactions for physical and cognitive support after controlling for the effect of child motor skills. Implications of these findings are discussed in terms of the role of child motor skills and the importance of parental empathy in collaborative problem solving. Copyright © 2016 John Wiley & Sons, Ltd.     

Culture,social class,and independence–interdependence: The case of Chinese adolescents

Social class demarcates sociocultural environments differing in the relative abundance and scarcity of resources, which in turn differentially afford independent and interdependent psychological processes. The relationships between social class and psychological processes are well documented in Western populations but less so elsewhere. Examining such a relationship is particularly important in China, with its unique historical and sociocultural issues surrounding social class. This research examined the relationship between social class and independence–interdependence among Chinese adolescents (N = 1184). Findings were consistent across a diverse array of psychological processes implicated by independence–interdependence: Participants with well‐educated parents experienced more socially disengaging emotions and a higher level of self‐esteem, and were more inclined toward dispositional attribution and focused attention, compared to participants with less well‐educated parents. These findings highlight the cross‐cultural commonality in the relationship between social class and independence–interdependence.     

Modeling homophily over time with an actor-partner interdependence model

Selection and socialization have been implicated in friendship homophily, but the relative contributions of each are difficult to measure simultaneously because of the nonindependent nature of the data. To address this problem, the authors applied a multiple-groups longitudinal actor-partner interdependence model (D. A. Kashy & D. A. Kenny, 2000) for distinguishable dyads to 3 consecutive years of intoxication frequency data from a large community-based sample of Swedish youth. Participants, ranging from 12 to 18 years old (M = 14.35, SD = 1.56) at the start of the study, included 902 adolescents (426 girls and 476 boys) with at least one reciprocated friend during at least one time point and 212 adolescents (84 girls and 128 boys) without reciprocated friends at any time. Similarity estimates indicated strong effects for selection and socialization in friends' intoxication frequency. Over time, younger members of these dyads had less stable patterns of intoxication than older members, largely because younger partners changed their drinking behavior to resemble that of older partners.     

Dimensions of social identification with the team as predictors of the coach-created training climate in rugby: A group-actor partner interdependence modelling perspective

Recently, social identity approach has been giving stimulating insights in leadership in sport, considering social identification as a consequence regarding leadership processes. Nonetheless, social identity theory fundamentally posits social identification as a subjacent parameter of cognitions implied in the frame of interpersonal and intergroup relations. The current study aimed to enrich the existing literature by investigating athletes’ team identification as a predictor of the perception of coach-created climate. French male rugby union players (N = 248) completed an online survey measuring the multidimensionality of their social identification to the team, and their perception of the coach-created climate in terms of empowering and disempowering motivational climate. Using Group Actor-Partner Interdependence Modelling, the analyses revealed that the perception of the climate as empowering was driven by high scores on ingroup ties, especially when teammates’ ingroup ties scores were low. Team’s ingroup affect and cognitive centrality resulted in lower perception levels of the empowering climate. Neither player's ingroup ties nor cognitive centrality predicted the perception of the climate as empowering, and when player’s ingroup affect fitted into the group, his perception of a disempowering motivational climate decreased when ingroup affect score was high. The results are mainly discussed to the light of intergroup permeability by underlying the importance of considering social identification as a predictor of the perception of coach-athletes’ relationship. Some practical applications are put forward along with future directions for research on coach-athletes’ relationship. Especially, this study points out the importance of considering the social identity approach of leadership as a transactional relationship encapsulated in a mutual influence between the ingroup member social identification and that of the team as a whole.     

Attachment–aversion (AA) model of customer–brand relationships

The present paper proposes a customer–brand relationships model and empirically tests the following: (1) brand–self distance and brand prominence as representing customers' attachment–aversion relationships (AA Relationships) with a brand, (2) key distinguishing differences between the AA Relationships measure and other alternative relationship measures (i.e., brand attachment, emotional valence and brand attitude strength) based on a set of dependent variables, (3) three key determinants of the AA Relationships and the underlying process between the AA Relationships and behavioral intentions and actual brand behaviors, and (4) customer age as moderating the customer–brand relationships specified in the nomological model of the AA Relationships. The results offer strong support for the unique and important contribution of the AA Relationships model as representing consumers' relationship valence with a brand and its salience.     

Distributive Justice,Procedural Justice,Affective Commitment,and Turnover Intention: A Mediation–Moderation Framework1

This study addressed the unexamined issue of how and when distributive justice and procedural justice interact to predict turnover intention using a mediation–moderation framework. Survey data from 168 employees showed that affective commitment mediated the relationship between distributive justice and turnover intention, and this mediated effect varied across levels of supervisory procedural justice. Specifically, at high levels of procedural justice, affective commitment partially mediated the distributive justice–turnover intention link; at low levels of procedural justice, affective commitment fully mediated this link. The findings draw attention to the (a) importance of affective commitment in the absence of distributive and procedural fairness and (b) role of supervisory procedural justice in attenuating the adverse effects of low affective commitment on turnover intention.     

Multilevel mediation analysis: The effects of omitted variables in the 1–1–1 model

Multilevel mediation analysis examines the indirect effect of an independent variable on an outcome achieved by targeting and changing an intervening variable in clustered data. We study analytically and through simulation the effects of an omitted variable at level 2 on a 1–1–1 mediation model for a randomized experiment conducted within clusters in which the treatment, mediator, and outcome are all measured at level 1. When the residuals in the equations for the mediator and the outcome variables are fully orthogonal, the two methods of calculating the indirect effect (ab, c – c′) are equivalent at the between‐ and within‐cluster levels. Omitting a variable at level 2 changes the interpretation of the indirect effect and will induce correlations between the random intercepts or random slopes. The equality of within‐cluster ab and c – c′ no longer holds. Correlation between random slopes implies that the within‐cluster indirect effect is conditional, interpretable at the grand mean level of the omitted variable.     

基于两水平回归模型的调节效应分析及其效应量

使用多元回归法进行调节效应分析在社科领域已常有应用。简述了目前多元回归法的调节效应分析存在的不足,包括人为变换检验模型、自变量和调节变量区分不足、误差方差齐性的假设难以满足、调节效应量指标ΔR²没有直接测量调节变量对自变量与因变量关系的调节程度。比较好的方法是用两水平回归模型进行调节效应分析并使用相应的效应量指标。在介绍新方法和新效应量后,总结出一套调节效应的分析流程,通过一个例子来演示如何用Mplus软件进行两水平回归模型的调节效应及其效应量分析。最后讨论了两水平回归模型的调节效应分析的发展,包括稳健的调节效应分析、潜变量的调节效应分析、有调节的中介效应分析和有中介的调节效应分析等。     

Attachment,mastery, and interdependence: a model of parenting processes

A democratic nation needs an interdependent citizenry who are not only competent but who also can live together cooperatively with an eye toward what will benefit the whole as well as the self. In this article, the concept of interdependence is adopted as the central goal of parenting. The Parenting Processes Model is then presented, specifying how caregivers help children develop this interdependence. This work draws upon and integrates the work of a number of theoreticians, researchers, and clinicians, with the central focus on the work of John Bowlby, Alfred Adler, and Lev Vygotsky.