Lecture 3 - Part I And II Flashcards
What is the null hypothesis?
A statement of no relationship among the variables being tested
What is the research / Alternative Hypothesis?
The predicted relationship between the variables being tested
What is research validity?
Truthfulness of a causal inference that is made from the results of a research study
What is internal validity?
Degree of confidence that the causal relationship being tested is trustworthy and not influenced by other factors or variables within the context of the present study
What is external validity?
The extent to which results from a study can be generalized to other
1. People
2. Settings
3. Treatments
4. Outcomes
5. Times
What are the 5 types of external validities?
- Population validity
- Ecological validity
- Treatment population validity
- Outcome validity
- Temporal validity
What are the 3 conditions for making the claim of causation?
- A must be correlated with B
- Changes in A must precede changes in B
- No plausible alternative explanation exists for the relationship between A and B
In the ABCD framework, what does each letter represent?
A: Independent Variable
B: Dependent Variable
C: Mechanism for how A affects B
D: Alternative Explanation
What is an observational study?
Researchers collect data by observing and making inferences based on that data. No interference from researchers
What is an experimental study?
A study where researchers control the assignment of treatments to subjects using a chance mechanism
What are the benefits of the experimental approach?
- Causal inferences can be drawn from the data collected
- Experimental approach grants researchers greater control over the other variables
What are the cons of the experimental approach?
- Does not test the effect of non-manipulated variables
- There may be ethical or practical problems with variable control
- The environment does not allow for generalization to real-life situations
- Cost
Why can’t lab findings be generalized to real life situations?
- Subjects know they are observed by researchers
- Subjects are placed in an unfamiliar situation and asked to make unfamiliar decisions
What is a laboratory experiment?
A controlled scientific investigation in a laboratory environment, often situated in a university computer lab or classroom often with college students participating.
Participants typically make decisions within an artificial context.
What is a field experiment?
Research using some controlled elements of traditional laboratory experiments, but takes place in natural/real world settings
What is an artefactual field experiment?
Same as conventional lab experiments but with a non-standard subject pool
What is a framed field experiment?
Similar to artefactual field experiments but with field context in either the commodity, task or information that the subjects use.
What is a natural field experiment?
Same as framed field experiment but subjects do not know they are participants in an experiment
What are the 2 properties of good measurement?
- Reliablity : consistency and stability of scores
- Validity : accuracy of inferences, interpretation, or actions made on the basis of test scores
What are 2 rules for economic-specific validity?
- Decisions should be properly incentivized
- earnings based on participant’s decisions
- paid no lower than average hourly rate - Use of deception is not allowed unless strictly necessary
What is the name for the experimental design involving 2 treatment variables?
2x2 factorial design
What is a 2 level and 3 level experimental design?
2 level: 1 control 1 treatment condition
3 level: 1 control 2 treatment conditions
What is a recommended minimum number of observations in each cell for a 2x2 design?
30
What are the 2 principles of manipulating a variable?
1) the manipulation indeed varies variable A
2) the manipulation only varies variable A