3. Research designs II Flashcards

1
Q

What are the 6 key elements of good qualitative research design

A
  • Theory
  • Level of analysis
  • Type of data
  • Case selection
  • Causation
  • Methods
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2
Q

(reminder) What are perspectives towards causation

A
  • 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
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3
Q

What is a typical case study design?

A

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)

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4
Q

What is a deviant case study design?

A

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
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5
Q

What are strategies (5) for case selection in single case study designs?

A

1.Extreme case
2.Deviant case
3.Influential case
4.Crucial case (most likely/ least likely)
5.Typical case

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6
Q

What is a diverse case study design?

A
  • 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.
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7
Q

What are the 3 methods in Comparative case study designs?

A
  1. Most-Similar Case Design
    –> Mill’s method of difference
  2. Most-Different Case Design
    –> Mills method of agreement
  3. Diverse case study design
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8
Q

Most-Similar Case Design
(Mill’s method of difference)

A

Compare cases that are similar except for one variable

( focus on differenting variable)

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9
Q

Most-Different case Design
( Mills method of agreement)

A

Compare cases that differ widely but have the same outcome.

(focus on common variable)

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10
Q

What are the key criteria for **causal inference **based on David Humes theory (4 total)

A
  1. Temporal sequence: X comes before Y
  2. Proximity: X and Y occur near each other in time and space
  3. Constant coexistence: X and Y consistently appear together
  4. Necessary connection: there is a meaningful connection between X and Y
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11
Q

What is process tracing in reseach?

A

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

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12
Q

What are the 3 variants of process tracing?

A
  1. Theory-testing process tracing
    –> tests existing mechanisms
  2. Theory- building process tracing
    –> develops new mechanisms from empirical evidence
  3. Explaining- outcome process tracing (analytical narratives)
    –> explains unique outcomes
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13
Q

What are the 4 key methodological assumptions of process tracing

A
  1. Within-case logic of inference
  2. focus on mechanistic relationship between X and Y.
  3. Complex causation: involved many parts working together (metaphor of care engine)
  4. **Context matters
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14
Q

What is the difference between probabilistic and deterministic views of causation?

A

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.

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15
Q

What is a ** causal mechanism**? (!)

A

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)
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16
Q

What is causation in research? (!!!)

A

A type of co-variation wehre one phenomenon contributes to or produces another.

–> causation is at the core of explanatory research, but we cannot directly observe it, we must infer it from empirical data.

17
Q

What are the 4 perspectives towards inferring causation

A

1. Experimental logic: manipulation of a treatment to observe effects.
2. Frequentist logic : patterns of covariance, requires many cases
3. Comparativist logic: : controlled comparison of a small number of cases
4. Within-case logic : process tracing, focusing on one case where X and Y do not vary.

18
Q

What is the cross-case level in qualitative research?

A

The analytical level on which correlations or causal effects between a cause (X) and an outcome (Y) can be identified, studied using the comparative method.

19
Q

What are levels of analyis in Qualitative research?

A
  • Cross-case level
  • Within-case level
20
Q

What is the within-case level in qualitative research?

A

The analytical level on which causal mechanisms can be identified, connecting a cause (X) to an outcome (Y) through detailed tracing of a causal process by using process tracing methods.