Analyzing Qualitative Data. Graham R Gibbs

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Analyzing Qualitative Data - Graham R Gibbs Qualitative Research Kit

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and informal) that might improve their children’s education.

      One problem with abduction is that there are typically several different explanations that might explain the phenomena we observe. For example, both the low income levels and the lack of educational achievement might be explained by inherited intelligence. One option is to pick the best explanation. However, there is debate as to what ‘the best’ means: it could be the most powerful explanation, or the most general, plausible or simple, or the one that coheres best with existing theories or with our own experience, or the one that is most parsimonious, or any combination of all these. In many cases the explanation we come up with is simply satisfactory or good enough.

      A lot of qualitative research explicitly tries to generate new theory and new explanations. In that sense the underlying logic is inductive or abductive. Rather than starting with some theories and concepts that are to be tested or examined, such research favours an approach in which they are developed in tandem with data collection in order to produce and justify new generalizations and thus create new knowledge and understanding. Some writers reject the imposition of any a priori theoretical frameworks at the outset. However, it is very hard for analysts to eliminate completely all prior frameworks. As we have seen, previous experience and knowledge may affect the selection of an explanation in abductive reasoning. Inevitably, qualitative analysis is guided and framed by pre-existing ideas and concepts. Often what researchers are doing is checking hunches; that is they are deducing particular explanations from general theories they have established inductively or abductively, and seeing if the circumstances they observe actually correspond (Strübing, 2010).

      Nomothetic and idiographic

      Both inductive and deductive approaches are concerned with general statements but much qualitative research examines the particular, the distinctive or even unique.

       The nomothetic approach takes an interest in the general dimensions on which all individuals and situations vary. The approach assumes that the behaviour of a particular person is the outcome of laws that apply to all. To put it less formally, the approach tries to show what people, events and settings have in common and to explain them in terms of these common features. In qualitative research this is done by looking for variations and differences and trying to relate or even correlate them with other observed features like behaviours, actions and outcomes.

       The idiographic approach studies the individual (person, place, event, setting, etc.) as a unique case. The focus is on the interplay of factors that might be quite specific to the individual. Even though two individuals might share some aspects in common, these will inevitably be materially affected by other differences between them. Thus two heterosexual couples may have a lot in common: same ages, same culture, same number of children and similar houses in the same location. But there will be many differences too. They may have different jobs, have come from different social backgrounds, have different interests and their children may have different personalities and different relationships with their parents. A qualitative study of the couples would have to recognize that their commonalities would be crucially moulded by their differences so that each couple could be seen as unique.

      In qualitative research there is a strong emphasis on exploring the nature of a particular phenomenon. The concern with the idiographic is often manifest in the examination of case studies. Such an approach stresses not only the uniqueness of each case, but also the holistic nature of social reality. That is to say, factors and characteristics can only be properly understood by reference to the wider context of other factors and features.

      Both the nomothetic and idiographic approaches are common in qualitative research. The idiographic is often seen as a specific strength of qualitative research, and is particularly associated with certain analytic techniques such as biography and narrative. However, the combining and contrasting of several cases often provides the analyst with the warrant for making nomothetic claims too.

      Realism and constructivism

      Qualitative researchers also disagree about the reality of the world they are trying to analyze. In particular they disagree about whether there is a material world that has characteristics that exist independently of us and which acts as an ultimate reference for the validity of our analysis.

       Realism. This is probably the everyday assumption of most people as they go about their lives. Those who are realists believe that in some sense there is a world with a character and structure that exists apart from us and our lives. At the most basic, and probably least controversial, this is the view that there is a material world of objects that existed before we did and would continue to exist even if we all perished. This is the world of physical objects, landscapes, animals and plants, planets and stars, and all the things that can be seen, felt, heard, tasted and smelt. The realist view gets more controversial when we start to think about things that are more theoretical and that cannot be directly sensed. These include some of the more abstract ideas of physics and mathematics, such as atoms, weak nuclear forces, neutrinos, probabilities and imaginary numbers, as well as the things that qualitative researchers might discuss, like social class, political power, learning styles, attitudes, reference groups, social mores and state laws. For a realist, such things are real and independent of us, and even if they cannot be directly seen or felt, their effects can. There is only one way the world is. Our descriptions and explanations of it are to varying degrees accurate portrayals of that world and are correct to the extent that they correspond with this real world.

       Idealism/constructivism. In contrast, idealists suggest that we actually cannot know anything about such a real world. Everything we say and experience is through the medium of our constructs and ideas. Even the very idea of reality itself is a human construct. The world we experience reflects these concepts and consequently, if they are different or change, then the world is different too. People used to believe witches had supernatural powers and that the earth was flat. Very few hold either of these beliefs now, and consequently the world for us is different. Constructivism is a version of idealism which stresses that the world we experience arises from multiple, socially constructed realities. These constructions are created because individuals want to make sense of their experiences. Very often they are shared but that ‘does not make them more real, but simply more commonly assented to’ (Guba and Lincoln, 1989, p. 89). Thus a constructivist analysis tries to reflect as faithfully as possible the constructions without any reference to an underlying or shared reality. Some statements might appear to be objective descriptions of reality, but inevitably they are ‘theory-laden’ and reflect our preconceptions and prejudices arising from our and/or our respondents’ constructions of the world. For idealists and constructivists, we cannot say how the world is, only how some people see it. This view might seem easy to support when talking about people’s accounts or stories about events. It is very easy to see how these might be partial and biased and reflect their constructions of the world. But for a constructivist this applies equally to what might be claimed as objective data such as direct observation of people’s behaviour. These data, for the constructivist, equally reflect the interplay of the researcher’s and the participants’ constructions.

       Critical realism. In recent years a third approach that has gained much support has tried to combine the insights of realism and constructivism. Critical realism does this by separating ontology and epistemology. Ontology is the study of what there is, what exists or what can exist. Critical realists take a realist view about what exists. There is a real world independent of anyone’s views or constructions of it and, following the work of the philosopher Bhaskar, this is seen in terms of mechanisms or processes rather than events or phenomena (Bhaskar, 2011). Epistemology is the study of how we can know about the world and critical realists take a constructivist view of this. Different people and different societies at different times may have different understandings (constructions) of the world. But for a critical realist these do not constitute independent, different

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