Multilevel Models in Family Research: Some Conceptual and Methodological Issues

Examining the impact of context on individual‐level outcomes has become an increasingly common undertaking in the social sciences. The growth in concern for identifying the effects of macrolevel characteristics has generated both theoretical and methodological advancements. In this issue of Journal of Marriage and Family, Butler (2002) researches whether the effect of welfare benefit levels on premarital childbearing varies by context, Hoffmann (2002) researches the effect of context on adolescent drug use, and Simons et al. (2002) examine how the relationship between parenting and child conduct varies by context. These articles are used as a background to discuss important theoretical and methodological issues surrounding the analysis of multilevel data. The authors present a simple analysis of data pertaining to age at first marriage taken from the Panel Study of Income Dynamics and merged with census data to measure contextual effects as a pedagogical device for introducing readers to the benefits of multilevel modeling.     

Modeling Repeatable Events Using Discrete‐Time Data: Predicting Marital Dissolution

I join two methodologies by illustrating the application of multilevel modeling principles to hazard‐rate models with an emphasis on procedures for discrete‐time data that contain repeatable events. I demonstrate this application using data taken from the 1995 National Survey of Family Growth (NSFG) to ascertain the relationship between multiple covariates and risk of subsequent marital dissolution. I consider both fixed‐ and random‐effects versions of the multilevel model, as well as a Generalized Estimating Equation alternative to estimating random effects. I compare results obtained from the various estimators, noting why differences occur, and recommend when to choose the various alternatives. I also provide a set of SAS and STATA programs that can be used to analyze the NSFG data.     

Couch the Bricoleur: Using Ethnographic and Laboratory Traditions to Establish Data Careers

Carl Couch reinvigorated the Iowa School of Symbolic Interaction by combining the theoretical and methodological tenets of ethnography and laboratory science. He thus resembled a bricoleur, or researcher who masters several seemingly diverse practices in order to create a seamless whole. Couch's new Iowa School also produced a bricolage, or a sum total of research findings, that I call a data career. This article pays tribute to Couch the bricoleur and his bricolage by elaborating on his data career and discussing how he created ethnographies in the laboratory. I further link the notions of bricoleur, data careers, and ethnographies in the laboratory with Couch's democratic vision. I contextualize this vision in light of a particular representative-constituent study (RCS) which served as a metaphor for Couch's pragmatic outlook.     

A Primer for the Use of Multilevel Models in Couple and Family Therapy Research

This article serves as a primer for understanding how to use multilevel modeling (MLM) techniques in couple and family therapy outcome and process research. It outlines the use of HLM and Mplus—two of many software programs that can perform multilevel modeling—and provides an applied example of using MLM to investigate the use of postsession feedback on couple satisfaction and change, as well as the influence of trauma on the use of postsession feedback. Two graduate students in COAMFTE accredited PhD programs read the primer and provided questions to the first author that arose. Answers to these questions have been incorporated throughout the explanation of this methodological approach in hopes of addressing common stuck points for those using MLM.     

A generalised model of judgment aggregation

The new field of judgment aggregation aims to merge many individual sets of judgments on logically interconnected propositions into a single collective set of judgments on these propositions. Judgment aggregation has commonly been studied using classical propositional logic, with a limited expressive power and a problematic representation of conditional statements (“if P then Q ”) as material conditionals. In this methodological paper, I present a simple unified model of judgment aggregation in general logics. I show how many realistic decision problems can be represented in it. This includes decision problems expressed in languages of standard propositional logic, predicate logic (e.g. preference aggregation problems), modal or conditional logics, and some multi-valued or fuzzy logics. I provide a list of simple tools for working with general logics, and I prove impossibility results that generalise earlier theorems.     

Racialization in a ‘homogenous’ society? The case of Buraku people in Japan

This paper examines the puzzling status of Buraku people in Japan through the methodological prism of historical sociology. I develop a theoretical approach that emphasizes the concept of racialization to illuminate the historical and social construction of Buraku status. I propose this approach as a complementary alternative to prior analytic perspectives. Two major perspectives have dominated research on the status of Buraku people. First, an earlier approach that focused on the legacy of caste discrimination. The second framework focuses on Buraku people as part of the struggle for universal human rights. This article raises three basic, but interrelated questions about the historical development of Buraku status in Japan. Why did the Buraku people become subject to such overt discrimination in local community life, and through government policy? How was the state involved in the social construction of Buraku people? How did the Buraku liberation struggles challenge formalized discrimination?     

Minority ethnicity,social status and Uyghur community involvement in urban Xinjiang

Using a dataset (n = 4,012) from a 2001 survey in Xinjiang, I examine the effect of minority status and social status on neighbouring behaviour in urban China. Data analysis indicates that Uyghur Muslims are more neighbouring than Han Chinese. However, there is no evidence that the Uyghur approach to neighbourhood interaction can be attributed to Uyghur culture as many inter-group differences fade away once ethnic parity in social status is attained. I use my study to consider some methodological approaches used in research on ethnic behaviour in China.     

Of exceptions and continuities: theory and methodology in research on conflict-related sexual violence

In response to an emerging debate around qualitative and quantitative methods in sexual violence research, in this paper I explore the apparent unease between the two methodological approaches, and ask how empirical data with regard to sexual violence in conflict informs policy and calls for justice. I argue that the quantitative turn in conflict-related sexual violence research feeds into its exceptionalization and tends to divorce such violence from more contextualized gender analyses, or perspectives that emphasize continuums of gender-based violence. While in some cases exceptionalization is essential, such as for the purpose of criminal accountability, for the purposes of understanding prevalence we need quantitative and qualitative analysis, and comparative as well as contextual data that will allow us to see the continuities as well. The analysis of gender, understood as a “constitutive element of social relations” (Scott, J. W. 1986. “Gender: A Useful Category of Historical Analysis.” The American Historical Review 91 (5): 1053–1075), is central to such a quest of better understanding both sexual violence and war.     

Out of the ordinary: research participants’ experiences of sharing the ‘insignificant’

How do research participants feel about having their ‘ordinary’ lives researched? This article focuses on how research participants manage the sharing of details emerging out of their ordinary lives in the context of research – an activity which, for most, is outside of the ordinary. Despite two significant research turns – towards reflexivity and towards the ‘everyday’ – these experiences remain curiously neglected. Drawing on a study of small acts of help and support, I seek to push methodological debate about researching the ordinary beyond the technical challenges of surfacing or capturing the apparently mundane or ‘insignificant’. I do so by arguing that background feelings rooted in the living of, and sharing about, the ordinary are analytically important in their own right; that the ‘ordinary’ itself, therefore, has to be managed by research participants and researchers; and that Goffman’s notion of performance is a useful tool for understanding how this is done.     

After inclusion. Thinking with Julian Go's ‘Thinking against empire: Anticolonial thought as social theory’

This contribution engages Go's generative invitation to think against empire by thinking through the epistemic and disciplinary implications of such endeavour. I zoom in on the need to explicitly address the purpose and ethos of scholarly inquiry and how that translates into decolonial academic praxis. Thinking with Go's invitation to think against empire, I feel compelled to constructively engage the limitations and impossibilities of decolonising disciplines such as Sociology. I glean from the various attempts at inclusion and diversity in society and argue that adding or including Anticolonial Social Thought/marginalised voices and peoples in the existing corridors of power—such as canons or advisory boards—is at best a minimal rather than a sufficient condition of decolonisation or going against empire. This raises the question of what comes after inclusion. Rather than offer a ‘correct’ or single alternative anticolonial way, the paper explores the pluriversally inspired method(ological) avenues that appear when we commit to thinking about what happens after inclusion when the goal is decolonisation. I expand on my ‘discovery’ and engagement with the figure and political thought of Thomas Sankara and how this led me to abolitionist thought. The paper then offers a patchwork of methodological considerations when engaging the what, how, why?—questions of research. I engage with questions of purpose, mastery, and colonial science and turn to the generative potential of approaches such as grounding, Connected Sociologies, epistemic Blackness, and curating as methods. Thinking with abolition and Shilliam's (2015) distinction between colonial and decolonial science, between knowledge production and knowledge cultivation, the paper invites us to not only think of what we need to do more of or better when taking Anticolonial Social Thought seriously, but also what we might need to let go of.     

Race scholarship “with,by, and for” children: How critical youth studies can inform research on race

Children's perspectives on race and their own racialized experiences are often overlooked in traditional social scientific race scholarship. From psychological and child development studies of racial identity formation, to social psychological survey research on children's racial attitudes, to sociological research conducted on children in order to quantify racially disproportionate child outcomes, the unique perspectives of young people are often marginalized. I explore some of the key themes in existing sociological and psychological research involving race and young people and demonstrate the important contributions of this expansive body of scholarship but also highlight limitations. I argue that when it comes specifically to the sociological study of young people and race, much can be learned from an emerging field known as “critical youth studies.” Further, I argue that more research on race that, as Kate Telleczek (2014, p. 16) describes, is “with, by, and for” young people, grounded in the epistemological and methodological tenants of critical youth studies, can lead to new sociological understandings of race and childhood, serve to inform public policies and practices intended to improve children's lives, and provide a platform for young people to express their own concerns and ideas about the racialized society in which they live.     

Ethical dimensions in trauma research

This article examines the methodological and ethical challenges in studying trauma caused by sexual abuse, poverty, homophobia, and racism. I propose that the challenges of studying trauma add nuance to perennial methodological questions about insider-outsider relations, research techniques, and the possible impact of research on social change. By drawing on a multiracial study I conducted that examined African American, Latina, and white women’s methods of coping with trauma, I trace how issues of identification and overidentification, boundary maintenance, narrative structures, and transference raise new ethical and methodological issues for researchers. I suggest that the longstanding sociological concern with oppression and injustice, and the trauma they often cause, requires continued exploration about why and how questions of ethics and methods are intertwined in trauma research. She is the author ofA Hunger So Wide and So Deep: American Women Speak Out on Eating Problems (U. of Minnesota Press, 1994) and co-editor (with Sangeeta Tyagi) ofBeyond A Dream Deferred: Multicultural Education and the Politics of Excellence (U. of Minnesota Press, 1993) andNames We Call Home: Autobiography on Racial Identity (Routledge, 1995).     

Reversals of fortune: path dependency,problem solving,and temporal cases

Historical reversals highlight a basic methodological problem: is it possible to treat two successive periods both as independent cases to compare for causal analysis and as parts of a single historical sequence? I argue that one strategy for doing so, using models of path dependency, imposes serious limits on explanation. An alternative model which treats successive periods as contrasting solutions for recurrent problems offers two advantages. First, it more effectively combines analytical comparisons of different periods with narratives of causal sequences spanning two or more periods. Second, it better integrates scholarly accounts of historical reversals with actors’ own narratives of the past.     

The mediated innovation model: A framework for researching media influence in language change

Linguistic innovations that arise contemporaneously in highly distant locations, such as quotative be like, have been termed ‘global linguistic variants’. This is not necessarily to suggest fully global usage, but to invoke more general themes of globalisation vis‐à‐vis space and time. This research area has grown steadily in the last twenty years, and by asserting a role for mass media, researchers have departed intrepidly from sociolinguistic convention. Yet they have largely relied on quite conventional sociolinguistic methodologies, only inferring media influence post hoc. This methodological conservatism has been overcome recently, but uncertainty remains about the overall shape of the new epistemological landscape. In this paper, I review existing research on global variants, and propose an epistemological model for researching media influence in language change: the mediated innovation model. I also analyse the way arguments are constructed in existing research, including the use of rhetorical devices to plug empirical gaps – a worthy sociolinguistic topic in its own right.     

Organizational Structure and Innovation in U.K. Voluntary Social Welfare Organizations: Applying the Aston Measures

This paper discusses the methodological issues involved in assessing the impact of organizational structure upon the innovative capacity of voluntary organizations. It reports the use of a specific methodological tool—the Aston measures—as an approach to these issues. In addition to the empirical findings reported, this paper argues for these measures as a useful addition to the methodological tool kit of voluntary sector researchers.     

Generalizing from social media data: a formal theory approach

ABSTRACT

Researchers increasingly draw on social media data to answer big questions about social patterns and dynamics. However, as with any data source, social media data present both opportunities and significant challenges. One major critique of social media data is that the data are not generalizable outside of the platforms from which the data originate. Problems of generalizability stem from non-universal participation rates on various platforms, demographically biased samples, as well as limited access to data based on infrastructural constraints and/or user privacy practices. We suggest that instead of empirical generalizability, social media data are theoretically generalizable in the formal theory tradition. Through a case example in which we use YouTube comments to test and extend a key tenet of identity theory, we show how social media data can instantiate theoretical variables and thus generalize to theoretical propositions. Mediated through formal theory, social media data maintain the capacity to address broad social questions while upholding methodological integrity.     

Understanding Men’s Prenatal Experience and the Father Involvement Connection: Assessing Baby Steps

Cabrera, Fagan, and Farrie’s research provides a useful springboard to encourage scholars to think broadly and productively about theoretical, substantive, methodological, and social intervention issues related to men’s prenatal experiences, transitional life course events, and subsequent engagement with their young children. To their credit, the authors have taken valuable “baby steps” on the path to building a more nuanced understanding of the conditions and processes comprising this complex matrix of phenomena. The authors make a unique contribution to the literature by using panel data to examine how three factors, defined as “life transitions” (father identity salience, fathers’ relationship quality and residential status with the child’s mother, fathers’ employment status), might mediate the link between unmarried prospective fathers’ prenatal and postnatal experiences. In the spirit of advancing a research agenda in this area, I stress the merits and limitations of the data Cabrera and her colleagues use while elaborating conceptual and methodological themes to guide future research.     

Art,climate change and (other) eco materials: rethinking the cosmopolitanization of aesthetics and the aesthetics of cosmopolitanization with Ulrich Beck

Based on fieldwork in Japan and Hong Kong, I ask how methodological cosmopolitanism, as formulated by Ulrich Beck, may afford new and highly needed modes for grappling with climatically concerned art and aesthetic practices across geographical regions. I will argue that methodological cosmopolitanism serves as an important framework for approaching such art practices, and suggest that two overall intertwined strands concerning aesthetic practices engaged in global issues of climate change, emerge from this – the cosmopolitanization of aesthetics and, reversely, the aesthetics of cosmopolitanization. Departing from my fieldwork among farming artists in the Hong Kong countryside and in the Japanese satoyama – rural mountain – areas, I will, on the one hand, argue that art practices are ‘cosmopolitanized’ by the awareness of global risks, manifested in anticipation of the comprehensive climatic changes (in)discriminately affecting across nations and regions. At the same time, and importantly, art practices are actively attending to this ‘risky’ cosmopolitanization, giving aesthetic voice, form and ‘visuality’ to unfolding climatic issues and concerns and hereby practising what I will call an ‘aesthetics of cosmopolitanization’.     

“You won't take away my children!” families' participation in child protection. Lessons since a best practice

Users' participation in Child and Family Social Work is widely acknowledged as a central and hard-to-reach issue for successful and effective intervention. The article considers a methodological proposal in pursuing participation, called Participative and Transformative Evaluation (PTE) that uses instruments and data as a means of reflection and negotiation between all the actors involved, in order to justify choices and make decisions. The PTE is realised inside the Programme of Intervention for Prevention of Institutionalization (P.I.P.P.I.), involving 144 child care and protection cases (198 children) in nine Italian cities, in order to prevent out-of-home child placement and reduce child neglect. Inside the P.I.P.P.I. a series of case studies were developed to achieve an in-depth understanding of the effective processes undertaken by participants with families. The case selected for this article has been chosen because it reflects a best practice in using the PTE as well as the participation path and is undertaken following the indications of the Critical Best Practice. It allowed an in-depth understanding of the mother's and professionals' viewpoints about what built the success in their practice. During the discussion three components are considered: the technical solutions offered by research or science (technical components) become meaningful when participants not only apply them, but act upon them, building, internally, the meanings to be enacted (internal component). In the case study this came about through dialogue between people, and through negotiation and reflection on competence, visions and values (communicative component).