Abstract
This article describes analytic procedures that build upon one another and lead toward interpretation and theory construction in qualitative social work research. Using examples from my own research and the research of others, I show relationships between descriptions, analysis, interpretation, and theorizing. Analytic procedures that move researchers beyond description include reflexivity statements, fieldnotes, group analysis of data, creative thinking, and making conscious choices about when and how to add conceptual material in design and analysis. My thesis is that descriptions are the foundation of both interpretation and theory construction and that descriptions themselves are not simple to do.
Keywords
Beyond description to interpretation and theory in qualitative social work research
An open question for many qualitative researchers is how to go beyond descriptive findings and create interpretations and theories. The purpose of this article is to address these issues. My thesis is that descriptions are the foundation of both interpretation and theory development and that descriptions themselves are not simple to do. Some research, such as those based on narrative and phenomenological methodologies, remain primarily descriptive. They serve the purpose of presenting accounts of experiences from the points of view of those who lived them. Interpretation comes into play in these primarily descriptive studies when researchers organize materials by categories that they extracted from raw data. Descriptive research is useful both in applied settings and as the foundation for further interpretation and theorizing. For example, stories that persons with schizophrenia tell may be helpful to persons who know them, such as families, friends, and mental health professionals. With additional analysis, researchers can broaden and deepen the implications of what researchers encounter as descriptive material and create interpretations and theories.
The discussion that follows provides guideline for developing descriptive material and then moving to interpretations and theorizing. I begin with a discussion of reflexivity statements as foundational to description, interpretation, and theorizing, move to definitions of key terms that I use in this article, describe procedures for developing descriptions, show the importance of separating description from interpretation, and from there go to discussions of interpretation and the development of theory. Much more can be said about each of these procedures. This article presents an overview.
Reflexivity statements
Being reflexive enhances the quality of descriptions, interpretations, and theorizing. When researchers are reflexive, they reflect upon what their topic means to them and speculate about what the topic means to informants and others who have a stake in the research. They consider the socio-cultural influences on the topic of interest, the origins and consequences of the issues they are considering, and what the topic may mean to the various audiences they address. Furthermore, being reflexive in an on-going way supports an ethical stance, including raising awareness of power issues such as the relationships between researchers and informants, between members of research teams, in field relations, and in dissemination and uptake of research findings. Being reflexive also increases clarity about what accounts and descriptions mean to researchers and to multiple others (Gilgun, 2006, 2014a). Once the research is underway, reflexivity statements can become part of fieldnotes and group analysis of data.
I recommend that researchers engage in reflexivity from the beginning of their inquiries until the end, from initial brainstorming to write-ups and revisions. Researchers are reflexive in three main ways: conversations they have with others about the research, writing out reflexivity statements, and reflecting upon the meanings of the research that happen spontaneously, often while going about usual daily activities such as during leisure time.
Definitions
In this paper, I define descriptions as excerpts from interviews, observations, and/or documents, including videos and photographs that researchers choose to present in research reports as well as the summaries that researchers provide of the accounts. In research reports, descriptive material has a minimal amount of researcher interpretation. There is always some because researchers’ choices of what to present and what to leave out are based on interpretations. Descriptions can be thought of as a first level of analysis, as close to the actual accounts as possible.
Interpretations are researchers’ commentaries on descriptions and are a second level of analysis. These commentaries are rooted in and gain their credibility through their connections to descriptive material. Researchers may draw on a variety of sources for their commentaries, typically personal and professional experience and their general store of knowledge. Commentaries often contain second-order concepts that organize related processes and other material contained in the data. These second-order concepts are often called themes and categories. They are called second order because they are extractions from first-order concepts that compose the descriptions and thus are one step removed from descriptions. In published articles, themes, categories, and interpretations typically are presented before descriptive material, and the descriptive material illustrates and supports the conceptual material.
Theorizing is a third level of analysis and builds upon the first two. In the construction of theory, researchers engage in a two-step process: 1) the development of working hypotheses that they believe represent what they see in the accounts, and 2) situating this conceptual material into related research and theory. Working hypotheses are statements of relationships among concepts where researchers have not yet situated concepts and hypotheses within their scholarly traditions. Working hypotheses can also be called emerging theory. Theory is a statement of relationships among concepts that are situated within scholarly traditions and is not the same as emerging theory.
Theory-based qualitative research is inquiry that begins with conceptual material such as sensitizing concepts and working hypotheses or theory. Sensitizing concepts are ideas with which researchers begin their inquiries and that alert researchers to what might be important in the topics of interest (Blumer, 1969). Gender, for example, is a sensitizing concept for research on family violence. In previous writings, I called theory-based qualitative research deductive qualitative analysis (Gilgun, 2014b).
Description
Description is the foundation of interpretation and theory development. Researchers must know their data well and, to the extent possible, from the points of view of research participants, whom I call informants, from their own points of view, and the points of view of other stakeholders, such as policy makers, practitioners, the general public, and other researchers. In doing qualitative research, we invite ourselves into the worlds of informants. Seeing the world from their points of view requires capacities for empathy and for the maintenance of our own analytic stances. This means that while we experience empathy (e.g. feel with, see the world through their eyes as much as possible), we do not get lost in our emotional responses but maintain capacities to be analytic and reflexive. As we gain some understanding of how informants describe their experiences, we notice that what they say is not pure description. They also interpret their accounts and give meaning to them. Therefore, they tell their stories, and they frequently tell us what their stories mean to them. Both their stories and their interpretations of their stories are the basis of the descriptions that researchers write.
Some researchers write descriptive case studies of each informant of the research. In such cases, little of this material makes its way into published articles because of space constraints. Yet, without careful descriptions of the phenomena of interest, researchers risk misinterpreting their data.
Other tasks contribute to the writing of descriptions. They are group analysis of data, fieldnotes, and situating descriptions in scholarly traditions. These three tasks not only aid description, but they also add to quality of interpretation and theorizing.
Group analysis
Group analysis of data goes back to the origins of qualitative research (Olesen et al., 1994; Webb and Webb, 1932), and for good reasons. Each of us has a limited point of view. If we do analysis with others, we increase the likelihood that we will identify multiple dimensions of informants’ accounts and have checks and balances on our individual perceptions. As is well known in qualitative research, our own ideas and worldviews influence what we notice and do not notice. Working with even one more person adds another worldview and set of ideas. What one researcher may notice, another may not. Through discussion, two or more researchers can broaden and deepen each others’ perspectives and add depth and breadth to descriptions.
What we decide to include in research reports is based on our understandings. If researchers have limited perspectives, then we are at risk to leave out what could be important dimensions of descriptions of informants’ experiences. Any interpretations and theorizing will not be as comprehensive as they would have been through group analysis.
For a variety of reasons, researchers may find that they have no one else with whom to analyze data. In those circumstances, researchers can present their emerging analysis in classes they teach, in workshops and presentations, and in papers they give at conferences before they seek publication. I do all of this, and I also may talk informally to knowledgeable people, such as other researchers and professionals. I typically share some of my interpretations with informants, such as saying, “This is how I understand what you are saying. Did I get what you said?” Informants respond well to this, possibly because they rarely find people interested in understanding them. It also satisfies their curiosity about how we researchers view their stories and shows that we are concerned that we understand what they told us. We are showing respect.
An example of a descriptive finding
Through reflection and analysis, researchers develop their understandings of informants’ accounts. An example is the following from Kranke, Jackson, Taylor, Landguth, & Floersch (2015) who wrote about the experiences of adolescents with mental illness who had a positive outlook and a sense of empowerment. As is usual practice in qualitative research, they first present their interpretation and then they illustrate the interpretation with descriptive material. School success, strong, functional interpersonal relationships, and a sense of belonging all contribute to the development of a positive outlook and a sense of self-efficacy. To illustrate, one adolescent stated, ‘I’ve made honor roll, moving from making straight F’s to straight A’s’ (p. 110).
Fieldnotes
Fieldnotes also contribute to quality of descriptions, and they help researchers go beyond description to interpretations and theorizing. As Geertz (2000) said, “first you write and then you figure out what you are writing about” (location 54 on Kindle). Writing can clarify our thinking and extend our understandings. We often experience creative thinking through writing, where meanings come together seemingly on their own, and we find words to represent these clusters of meanings.
Ideally, researchers keep fieldnotes throughout the course of data collection and analysis. Fieldnotes are a structured way of reflecting on practice. They typically have four parts: descriptions, observer comments, memos, and diagrams (Bogdan and Biklen, 2007).
Descriptions in fieldnotes are free flowing accounts of what happened during data collection. Descriptions include non-verbals as they occur during interviews and observations. The non-verbals add dimensions to understandings of what informants say during interviews and observations. The following is an example of descriptions in fieldnotes that I wrote following an interview with a sister of a man who had a life sentence for rape and murder. The names are pseudonyms. I had hoped to be able to see her eyes better, and I could, some. When she looked directly at me, which she did periodically, I clearly could see her eyes, which were clear and intelligent and not at all angry or belligerent. They were kind. She is somewhat heavyset like Robert. She has clearer eyes, or a clearer face than Robert. Despite her discomfort, she had an open face, mobile, alive. She did not have that mask-like expression which Robert often has, almost like a dead person or the face of a skull. Once again we talked how he looks. His younger brother had smooth skin and not one pimple. He said his mother told him that with his looks he can have more time to devote himself to having a wonderful career. O.C. This sounds like what a mother might say.
Memos are the third section of fieldnotes and typically occur at the end of a single entry. They are analytic in nature and build upon descriptions and observer comments. Here researchers compare the various accounts, looking for patterns and exceptions to patterns. This is the beginning of thick description (Geertz, 2000), where researchers begin to develop multiple points of view and multiple dimensions of concepts.
In memos, researchers also speculate about what the accounts might mean in terms of their own general store of knowledge as well as formal research and theory. They consider questions regarding whether the findings that they develop are consistent with, add to, or contradict what is already known. They consider what the findings may mean to multiple others. They may make plans to read related research and theory.
Diagrams of relationships among concepts are common in memos. These diagrams may show connections between the emerging concepts, and they may describe processes, such as how one thing leads to another. I could, for example, show in a diagram how the commission of violent acts (a concept) is something good (concept) for perpetrators. I could also diagram the following working hypothesis that describes a process: Some perpetrators are in dysregulated states (concept) and seek to reregulate (concept) through acts of violence (concept).
Diagrams are important in observational studies. The physical setting, movements in settings, and who interacts whom, characteristics of the interactions, and who is close to or distant from others can tell a great deal about relationships between people researches observe.
In practice, fieldnotes for a given interview or observation may not have all four parts. For example, in an observation of a case consult in a family service agency, I described the interactions and wrote observer comments, I did not write memos. Here is an excerpt from this fieldnotes of this observation. All names are pseudonyms. Clinical supervisor: ‘Does anyone have any suggestions? I’m at a loss about how to help David.’ [David is a case manager who asked for guidance about what to do regarding a mother who slept in the same bed with her teenage son.] O.C. Around this time I spoke up and asked if this case is a logical outcome of lack of action on the part of CPS [child protective services]. … Donna [clinical supervisor] said that this case ‘hovered on the periphery of CPS’ but never went beyond intake because mom perpetrated emotional abuse and this does not fall under traditional CPS. This is under the surface. That this mother slept with Riley [her teenage son] in the basement for years did not rise to level of a CPS case.
The following is an example of a memo I wrote where I reflected on my decades-long research on the meanings of violence to perpetrators. I described my realization that a core concept that has the potential to organize my understanding the idea that violence is good from the points of view of perpetrators (Gilgun, 2014c).
When it came to the meanings of violence to perpetrators, I was a slow learner. Apparently, I did not have cognitive schemas that included the idea that violence can be experienced as good. Too many other discourses dominated. … those that helped me interpret my data as violence as a terrible thing. Look at its effects: lifelong suffering for child survivors, stigma and trauma for survivors of rape, shame for survivors of domestic abuse, fear, and trauma for all who care about survivors of violence. Violence to perpetrators meant power, dominance, control, hegemony, entitlement, male privilege, effects of childhood maltreatment, and ideologies that support violence. These are received ideas that appear to influence what we notice and that may prevent us from noticing novel dimensions of accounts of human experiences.
Memos, observer comments, group analysis of data, sharing descriptions and interpretations with informants and others in a variety of outlets, and reflexivity.
Creative thinking
The procedures discussed so far help ground researchers in the accounts of informants. Following these procedures sets the stage for creative thinking. Many times I have followed these procedures, and, at a single, almost magical moment, core concepts simply are there in my mind. An early example in my own research practice was work I did on the sexual identity development of men sexually abused as children. Three pathways simply stood out. One was heterosexual development before and after the sexual abuse. The second was heterosexual development before the abuse and then sexual identity confusion after the abuse. The third was gay sexual identity development before the abuse and after the abuse. My co-researcher and I documented the three pathways (Gilgun & Reiser, 1990).
Sometimes the identification of core concepts can take longer. The idea of violence as good from the points of view of perpetrators took almost 30 years to occur to me. As I noted in the previous example of a memo, I think the prevailing discourses about violence blocked me from seeing what was in the data all of time (Gilgun, 2014c). I am now in the process of documenting my theory of violence as good from the points of view of perpetrators. Eventually, I hope to have a well-documented descriptions of violence as good from the points of view of perpetrators that will allow me to develop interpretation and theories and to contribute to policy and practice.
Theorizing
In this section, I describe two procedures for developing theory. Both involve theorizing during analysis. One type of theorizing involves beginning the research with no sensitizing concepts, working hypotheses, or theory. These procedures are associated with grounded theory approaches. As discussed earlier, theory is a statement of relationships among concepts that are situated within scholarly traditions and is not the same as emerging theory.
Researchers may do a preliminary literature review to find a focus, but they set the conceptual material aside and wait and see what stands out for them. In the course of analysis, they often do reviews of the literature and begin to incorporate concepts into their emerging interpretations.
Another type of theorizing begins with conceptual material that can be loosely defined sensitizing concepts or a tightly defined set of inter-related concepts or a conceptual framework. Sources of this initial conceptual material include personal and professional experience, and related research and theory. This kind of theorizing has a few different names, such as analytic induction, deductive qualitative analysis, and theory-guided research (Gilgun, 2014b).
Theorizing during analysis occurs regardless of whether or not the research begins with theory, working hypotheses, and sensitizing concepts—that is, without sensitizing concepts, working hypotheses, or theory.
Grounded theory
Theorizing while initially setting aside conceptual material is associated with grounded theory. An example is the study of Slatyer et al. (2015) who sought to develop a theory “explaining the experience of caring for patients with severe pain from the perspective of nurses working in hospital wards” (p. 230). The researchers did a preliminary review of the literature in order to develop their focus and approach. They then set aside what they had learned and did interviews and observation. During data collection and analysis, they generated categories describing the meaning of pain; the nature of nurses’ care; their emotional responses; challenges encountered in the hospital practice environment; and nurses’ consequent actions and interactions (p. 232).
Theory-guided qualitative research
In research that begins with theory, researchers do the same kind of analysis as is done in studies that do not use initial conceptual material once the research begins. In theory-guided qualitative research, however, researchers use conceptual material from the outset. This material can be composed of sensitizing concepts, theory as defined earlier, and working hypotheses developed from a variety of sources including personal and professional experience and prior research. In theory-guided research, researchers are explicit about the concepts, hypotheses, and theories that shape the design of the research, including the interview questions. Researchers code the material using the concepts with which they began, which can be called sensitizing concepts as described earlier. During analysis, the names of concepts change to that of codes. Over the course of analysis, researchers may add codes based on evidence, and they may discard some or all of the codes with which they began. They also may modify or discard initial hypotheses and theory. The procedures of negative case analysis support such developments.
Negative case analysis is traditional in theory-guided qualitative research (Gilgun, 2014b). Negative case analysis involves the active search for evidence that adds to, contradicts, and undermines the emerging analysis. In this way, researchers seek to account for patterns and exceptions to patterns and to improve upon the initial conceptual material by expanding its scope, depth, and dimensions. Because the research begins with conceptual material, the results are embedded in conceptual material and are therefore theoretical in nature. Example of research I did that was theory-guided are Gilgun (1995) where I used the concepts of justice and care in an analysis of the accounts of incest perpetrators and Gilgun (1999) where I used codes that another analyst developed to analyze a case of family murder.
A recent example of theory-guided research is the work of Kranke et al. (2015) who reported on research on adolescents with mental illnesses who did not self-stigmatize, discussed earlier. They began their analysis with theories of stigma, self-empowerment, and their previously constructed model of adolescent self-stigma (Kranke et al., 2011, as cited in Kranke et al., 2015). Through their analysis, they identified four themes and “an empowerment model that has three components: ‘diminish,’ ‘normalize,’ and ‘attribute’” (p. 110). As they said, their findings are preliminary. They, therefore, did not situate their findings in scholarly contexts to develop theory.
An example of research that conceptual material throughout the study and write up is in my research report on incest perpetrators using the initial concepts of justice and care (Gilgun, 1995). I first reviewed research and theory on care and then developed a hypothesis from this material. The hypothesis with which I began the study is as follows. Incest perpetrators have special regard for themselves and do not have regard for the impact of incest on their victims (p. 270). After I did the analysis, I revised the hypothesis. They are (a) Perpetrators have special regard for the deep pleasure they find in incest. (b) Concepts of romantic love and mutuality are prominent in many but not all incestuous relationships. (c) Many interpret their behaviors as promoting children's welfare and not hurting them. (d) The sense of love and caring that many perpetrators express for the children are contradicted by behaviors which are sometimes unresponsive and cruel (p. 270).
Discussion
As this article shows, issues related to description, interpretation, and theorizing are multi-faceted. They involve preliminary literature reviews, design, data collection, and various components of analysis including on-going reflexivity, group analysis of data, fieldnotes, continual testing of the fit of emerging findings, identification and development of concepts and working hypotheses, creative thinking, and the construction of theory through linking of working hypotheses to existing research and theory. On the other hand, there is a logic to these procedures. By following them, researchers can develop credible and trustworthy descriptions, interpretations, and theories. They may also experience creative thinking where they identify core concepts that organize a great deal of material and the links between the concepts.
Statements that show the links between concepts are working hypotheses. Researchers develop theory when they embed working hypotheses within their scholarly traditions and connect with, add to, or challenge what is already known. This article provides guidelines for going beyond description to interpretation and theorizing. Much more that can be said about these issues. This article provides an overview and a summary.
Footnotes
Declaration of conflicting interests
The author(s) declared no potential conflicts of interest with respect to the research, authorship, and/or publication of this article.
Funding
The research on which this article is based was funded through the Minnesota Agricultural Experiment Station, St. Paul, Minnesota, USA; the St. Paul Foundation, St. Paul, Minnesota, USA; and the Department of Community Human Services, Ramsey County, Minnesota, USA.
