R ESEARCH M ETHODS N AT I O N A L R E S E A RC H U N I V E RS I T Y, H I G H E R S C H O O L ECONOMICS OF P H . D . P ROGRA M M E D R C S L EONARD J UNE 2 0 1 1 Lecture 3 Case studies: Research Methods O UTLINE 2 What is a case study? Context and N Causal reasoning Case Selection Building a theory: getting help from a statistically derived case study GSOM RESEARCH METHODS 2011 4/20/2011 W HAT IS A C ASE S TUDY ? GSOM RESEARCH METHODS 2011 3 4/20/2011 C ONTEXT The examination of a single unit within its real life context. The aim is to elucidate the features of a broader set of similar cases (Gerring). I S A C ASE S TUDY S MALL N? 5 Common criticism: ‘how can you generalise from one case?’ Confusion over language and the meaning of a ‘case’ – a case study is not one observation (Shleifer) Some case studies use a survey and therefore have multiple observations, e.g. Middletown (cited in Gerring 2007 and Yin 2003) Some case studies contain nested sub-cases or within case units, e.g. before and after. Even if the case under study is one individual, there will be multiple observations of different kinds. GSOM RESEARCH METHODS 2011 4/20/2011 N OT N, C ONTEXT 6 The examination of a single unit within its real life context. The aim is to elucidate the features of a broader set of similar cases (Gerring). A unit is a relatively bounded phenomenon – e.g. a nation, a firm, a department, an industry, a strategy, or person. GSOM RESEARCH METHODS 2011 4/20/2011 C ONTEXT AND 7 CAUSAL MECHANISMS A study which investigates a contemporary phenomenon within its real life context (Yin, 2003) - The strength of case studies is that they can identify causal mechanisms, and tracing causal mechanisms entails sensitivity to local context (Bennett and George, 2005) GSOM RESEARCH METHODS 2011 4/20/2011 W HY 8 CASE STUDIES ? Research can contain two conflicting requirements Data Integrity Generalizability (high currency) Depends on research topic and type of problem GSOM RESEARCH METHODS 2011 4/20/2011 G ENERALIZABILITY 9 There is much versatility – it depends on the nature of your case and on your research question. Some case studies use only qualitative data Some use both qualitative and quantitative data The use of different kinds of evidence is very common in case study research GSOM RESEARCH METHODS 2011 4/20/2011 T HE “S O W HAT ” Q UESTION 10 Both theory and case studies focus on the particular and on detail. Both theory and case studies must deal with the ‘So What?’ question. For both theory and case studies in-depth understanding and context provide a way of dealing with the ‘so what’ question. GSOM RESEARCH METHODS 2011 4/20/2011 E MBEDDEDNESS 11 Case study thus defined is especially suitable for studying phenomenon that are high complex and/or embedded in their cultural context (Verschuren, 2003) GSOM RESEARCH METHODS 2011 4/20/2011 R ATIONALITY 12 • Daniel Little illustrates this in relation to rational choice theory – ‘context bound rationality’ (the authors of Analytic Narratives refer to Daniel Little when advocating their approach to case study research) GSOM RESEARCH METHODS 2011 4/20/2011 13 E XAMPLES OF C ASE S TUDIES Benedict Anderson: ‘imagined communities’ (earnings repatriation and economic growth) Chalmers Johnson: the ‘developmental state’ (Ministry of Trade and Industry in Japan) “Smart” Growth Clusters GSOM RESEARCH METHODS 2011 4/20/2011 14 R ELEVANCE OF CASE STUDIES FOR E CONOMICS • Much of the case literature on how to define a research question, identify suitable data, link data to theory and make appropriate generalisations have relevance for research design more generally. GSOM RESEARCH METHODS 2011 4/20/2011 C ASE S ELECTION GSOM RESEARCH METHODS 2011 15 4/20/2011 C ASE S TUDY OF W HAT ? 16 What your case study is a case of will affect your population (or unit selection), your materials, the theoretical propositions that inform your research Failure to clarify early on what your case study is a study of could leave you with a list of details and facts – an information download. GSOM RESEARCH METHODS 2011 4/20/2011 17 H ELPS D ECISION -M AKING It helps you to identify and define potential variables of interest. It helps you to formulate theories. It helps you decide to which wider conversation or ‘scholarly mosaic’ you will contribute your piece. GSOM RESEARCH METHODS 2011 4/20/2011 C AVEATS 18 The objective must be causal inference (with reference to the larger population) Larger reference, not within group distinctions The research must begin with understanding of the inferences being made (not searching for cases) All have large and small-N implications, or possibilities Most important: statistical means to identify the cases you wish to study further GSOM RESEARCH METHODS 2011 4/20/2011 C ASE S ELECTION GSOM RESEARCH METHODS 2011 19 4/20/2011 P RINCIPLES OF SELECTION 20 Typicality Probably somewhat illusory Most often the basis for choice Useful in finding causal mechanism in general cross case relationship GSOM RESEARCH METHODS 2011 4/20/2011 M OST 21 SIMILAR A case that is like another case in all respects except for either a key independent variable or the dependent variable of interest (2 villages similar for all major socio-economic indicators except one has a female high suicide rate) GSOM RESEARCH METHODS 2011 4/20/2011 M OST 22 DIVERSE Achievement of maximum variance along relevant dimensions, the diverse case method Minimum of 2 cases to represent the full range of values characterizing X, Y or X/Y relationship Exploratory, hypothesis seeking when X or Y, and hypothesis confirming, when X/Y GSOM RESEARCH METHODS 2011 4/20/2011 D IVERSE , 23 CONT Either categorical (one from each group), continuous (from each extreme plus the mean or median), break points, where causal factor is vector of variables that can be measured, leads to cross tabs (sometimes you need to redefine a variable for categorical responses) GSOM RESEARCH METHODS 2011 4/20/2011 T HE E XTREME 24 Because of its extreme value on X or Y (outlier), in large N, defined in terms of the sample mean and standard deviation Seems to violate maxim: don’t select on dependent variable, but not. Treat it as not representative. Its objective is purely exploratory May morph into something else later GSOM RESEARCH METHODS 2011 4/20/2011 D EVIANT 25 CASE Surprising value, anomalous Relative to the mean of a single distribution By reference to cross case relationships and are poorly explained Relative to general model (ie, it may change the general model) Probe for new unspecified explanations GSOM RESEARCH METHODS 2011 4/20/2011 M OST 26 INFLUENTIAL Need to check assumptions behind the model Checking cases that have influence to make sure they fit the sample To explore cases that may be influential in a larger cross case study Leverage of a case (large n) Hat matrix, tells of potential influence Cook’s distance (the extent to which the coefficient would change if a case were omitted) GSOM RESEARCH METHODS 2011 4/20/2011 M OST SIMILAR AND MOST 27 DIFFERENT Like diverse case method Chosen pair similar on all measured independent variables except the one of interest That is, you expect that the pattern of covariation depends upon the absence of a variable Statistical tool: matching techniques (major topic in econometrics) comes from experimental logic: (difference of means test?) using a treatment group and matching cases in the control group GSOM RESEARCH METHODS 2011 4/20/2011 S UMMARY 1. There is the need to show wider relevance – this entails offering explanations that can be applied at a higher level of abstraction, and so some of the detail of the case study must be lost 2. In most case study research, there is ongoing interaction between theoretical propositions and revisions to them (deduction), and collection and analysis of empirical data (induction). 3. Regardless of approach to the case study rigor and clarity are necessary (case study protocols ala Yin help, or the structured approach of Bennett and George part 2 do the same). 29 E XAMPLE OF C ASE S ELECTION ( ADAPTED FROM G ERRING, 2 0 0 7 ) Most different: Cases that are different in all respects except for x and y variables, so both IBM and GAZPROM have large scale operations and a conservative culture but differ in all other respects GSOM RESEARCH METHODS 2011 4/20/2011 T HE S TATISTICAL S AMPLING A PPROACH 30 • Places emphasis on replication (interview replication/within case unit replication/case replication) in order to saturate theoretical categories. GSOM RESEARCH METHODS 2011 4/20/2011 U SE OF THEORY IN CASE STUDY DESIGN AND ANALYSIS GSOM RESEARCH METHODS 2011 31 4/20/2011 T HEORY BUILDING FROM 32 CASES Iterative process Multiple investigators Results in greater originality Hypotheses can be proven false Theories generated apart from evidence have testability problems Bottom up approach, however, may have problems of idiosyncracy GSOM RESEARCH METHODS 2011 4/20/2011 TO 33 TEST RELIABILITY Reliability: Inconsistency in data collection affects findings GSOM RESEARCH METHODS 2011 4/20/2011 TO 34 TEST VALIDITY Validity: - Construct validity: are you looking at what you think you are looking at? Congruence between key concepts in the research question and the material that you gather (context is important). - Internal validity: causal mechanisms. - External validity: the scope conditions, the domain to which generalisations can be applied. GSOM RESEARCH METHODS 2011 4/20/2011 Q UANTITATIVE 35 • Quantitative approach (DSI/Geddes): Theory is used in formulating a hypothesis against which the findings of a representative case study contained many observations is tested GSOM RESEARCH METHODS 2011 4/20/2011 S TRUCTURED 36 • Structured/Theory Driven Approach (Gerring.Bennett and George): Literature informs a theory which is modified based on limited understanding of an empirical case. Then through the process of data gathering and analysis the theory is modified and revised and informs further data gathering and analysis: ongoing process of deduction and induction GSOM RESEARCH METHODS 2011 4/20/2011 P ROBLEM D RIVEN /A NALYTIC N ARRATIVE 37 The aim is to explain the problem of why within a particular case one outcome resulted rather than another Rational actors making rational choices are assumed The case focuses on how institutions shape causal linkages, particular pathways and the choices actors make Theory is developed along with the empirical data GSOM RESEARCH METHODS 2011 4/20/2011 T HE E XTENDED C ASE M ETHOD (B URAWOY ): 38 The theoretically informed researcher extracts what is general from the unique. Theory helps to explain the macro-processes and structures within which the locally based case is situated. Wider relevance is claimed not by saying that the explanation of the study applies to many other cases but by explaining: (1) the wider structures in which the particular is embedded (2) by showing how the particular is the incarnation of a more abstract macro-level process. GSOM RESEARCH METHODS 2011 4/20/2011 I NTERPRETIVE M ETHOD : 39 Tries to privilege inductively derived insider categories and understandings. The researcher reads a wider theoretically literature but then brackets this out. The researcher then immerses him/herself in the empirical data and codes inductively to identify indigenous ways of explaining, before returning to the wider literature to position, revise, contextualise etc. (see Tavory and Timmermans, 2009 and their bibliography) GSOM RESEARCH METHODS 2011 4/20/2011 G ENERALISING 40 Always make delimited and contingent claims. The goal is rarely to refute theory, but to identify whether and how the scope conditions of competing theories should be expanded or narrowed (Gerring). Rather than try to claim a causal effect across a number of similar cases it is better to specify the ways in which causal mechanisms converge and interact in your case. Rather than ‘generalise’ you may want to extrapolate from your case to other cases, and do so at the theoretical level GSOM RESEARCH METHODS 2011 4/20/2011 I NTERACTION 41 In most case study research, there is ongoing interaction between theoretical propositions and revisions to them (deduction), and collection and analysis of empirical data (induction). GSOM RESEARCH METHODS 2011 4/20/2011 S ELECTION ON DEPENDENT VARIABLE : N O C ONTROL 42 Barbara Geddes – Elaborates the concern of many quantitative scholars that case studies are selected on the dependent variable GSOM RESEARCH METHODS 2011 4/20/2011 B UILDING A THEORY FROM CASE STUDY RESEARCH (E ISENHARDT 1989) 43 Getting started Can get overwhelmed by information, volume of data Go in with special aims: collect specific kinds of data systematically A priori specification of constructs Important in the case study (ie, conflict, power, competition, transition economy) Of course no construct is guaranteed a place in the resultant theory and question may shift GSOM RESEARCH METHODS 2011 4/20/2011 U SED FOR BUILDING NOT 44 TESTING THEORY Theory building research, as opposed to theory testing research Should specify ex ante the research problem and potentially important variables but be open to the theory and their relationship GSOM RESEARCH METHODS 2011 4/20/2011 45 E X : STRATEGIC CHANGE AND COMPETITIVENESS Choosing cases For theoretical reasons (from previous research), to fill theoretical categories and provide examples of polar types Likely to replicate or extend the emerging theory GSOM RESEARCH METHODS 2011 4/20/2011 C OMBINING 46 SOURCES Qualitative and quantitative Theory building seems to require rich description But the quantitative information is the foundation Multiple investigators usually help Make visits to case study sites in teams Want divergent views GSOM RESEARCH METHODS 2011 4/20/2011 B UILDING 47 THE THEORY Analyzing cases from within Least codified part of project Pure descriptions may help being flooded with too much information Revise construct, search for measure Note differences between cases Establish construct validity (important in hypothesis testing and theory building) GSOM RESEARCH METHODS 2011 4/20/2011 R EPLICATION 48 Cases that confirm the theory or construct are supplemented by those that don’t, allowing for theory extension Example of stable coalitions (one case was not stable, leading to reexamination of data, and it turned out that stability occurred over time, evolving in coalitions) Qualitative work at this points helps understand why something is happening (internal validity) You must judge the strength and consistency of a relationship across cases without an F GSOM RESEARCH METHODS 2011 4/20/2011 G O BACK TO THE 49 LITERATURE Find confirming and conflicting studies Overcoming the reasoning in the latter, will help build confidence in your case Finding differences forces you into framebraking mode, more creative, deeply insightful Finding similarities in other literature, also confirms your work and enhances its internal validity (which may rest on too few cases) GSOM RESEARCH METHODS 2011 4/20/2011 S ATURATION 50 Stop when you have proved your case Incremental learning is minimal Stop iterating when saturated GSOM RESEARCH METHODS 2011 4/20/2011 T HE END