3. Research designs II Flashcards
What are the 6 key elements of good qualitative research design
- Theory
- Level of analysis
- Type of data
- Case selection
- Causation
- Methods
(reminder) What are perspectives towards causation
- Probabilistic view: increase in X USUALLY leads to increase in Y
- Deterministic view: X always leads to Y when present (necessary or sufficient conditions)
- Causal effects do not need to be correlational and may rely on necessary/ sufficient conditions
What is a typical case study design?
Represents a common/ pathway case to general patterns
* Selects case that mirrors typical example of a cross-case relationship
* Objective= representativeness
* focus=** within-case level**, to identify, validate, or disconfirm causal mechanisms.
For small-N studies: case must display theoretically expected scores on both X (indpendent) and Y (dependent variable)
For Large- N studies: selection based on smallest residudal. (difference between predicted + actual values)
What is a deviant case study design?
cases that deviate from theoretical expectations
* Selects an outlier case that deviates from cross-case relationship and is not representative of the sample.
- Goal is to explore** theoretical anomalies** + identify new or modified hypotheses
- useful for identifying factors that explain the case deviation + potentially building new hypotheses
What are strategies (5) for case selection in single case study designs?
1.Extreme case
2.Deviant case
3.Influential case
4.Crucial case (most likely/ least likely)
5.Typical case
What is a diverse case study design?
- Selects cases to maximize variance along relevant dimensions
( X, Y or X/Y relationship) - involves selecting set of cases where each represents different values or conditions.
- Can be used for both explanatory and confirmatory research goals.
What are the 3 methods in Comparative case study designs?
- Most-Similar Case Design
–> Mill’s method of difference - Most-Different Case Design
–> Mills method of agreement - Diverse case study design
Most-Similar Case Design
(Mill’s method of difference)
Compare cases that are similar except for one variable
( focus on differenting variable)
Most-Different case Design
( Mills method of agreement)
Compare cases that differ widely but have the same outcome.
(focus on common variable)
What are the key criteria for **causal inference **based on David Humes theory (4 total)
- Temporal sequence: X comes before Y
- Proximity: X and Y occur near each other in time and space
- Constant coexistence: X and Y consistently appear together
- Necessary connection: there is a meaningful connection between X and Y
What is process tracing in reseach?
A method used for studying causal mechanisms in a single case design by detailing the steps or processes linking X to Y, going beyond merely identifying correlations.
-explor causal pathways linking X to Y
What are the 3 variants of process tracing?
- Theory-testing process tracing
–> tests existing mechanisms - Theory- building process tracing
–> develops new mechanisms from empirical evidence - Explaining- outcome process tracing (analytical narratives)
–> explains unique outcomes
What are the 4 key methodological assumptions of process tracing
- Within-case logic of inference
- focus on mechanistic relationship between X and Y.
- Complex causation: involved many parts working together (metaphor of care engine)
- **Context matters
What is the difference between probabilistic and deterministic views of causation?
Probabilistic: an increase in X usually leads to an increase in Y
Deterministic: X always leads to Y when present, indicating necessary or sufficient conditions.
What is a ** causal mechanism**? (!)
A complex system that produces an outcome through the interaction of various parts.
- Processes, entities + activities that explain how + why a particular outcome is produced in a specific context.
- Causal mechanisms operate at a within-case level and are more detailed than causal-effects.
- Refer to underlying step or interactions that connect cause to effect.
- They involve entities (actors, institutions) & activities (actions, decisions)