HC 10 Research methods 2 Flashcards
Conducting research
- Research design
- Analysing results
- Endogeneity
Specific (measure)
SPin: Hoge Specificity rules IN.
- True Negative: Wie hebben het echt niet?
- Vergroten Specificiteit: No or few false positives, but many false negatives (verkleinen sensitiviteit).
- Hoe groot is de proportie die het niet hebben (actual negatives) die correct zijn geïdentificeerd?
SPin en SNout: Hoge SPeciviciteit rules IN! hoge SeNsitiviteit rules OUT!
Sensitive (measure)
SNout: Hoge Sensitivity rules OUT.
- True Positive: Wie hebben het echt wel?
- Vergroten Sensitiviteit: No or few false negatives but many false positives (verkleinen specificiteit)
- Hoe groot is de proportie die het wel hebben (actual positives) die correct zijn geïdentificeerd?
SPin en SNout: Hoge SPeciviciteit rules IN! hoge SeNsitiviteit rules OUT!
Sample size (Type 1, Type 2?)
- Too Small
- Too Big
- Rule of Thumb
- Too small: Unable to pick up subtle effects (Type II error: wrongly not rejecting the H0)
- Too big: almost everything becomes significant (Type I error: wrongly rejecting the H0)
- Rule of thumb: 20 participants per cell
Analyses Study types (4)
- Discriptive study
- Correlational study
- Experimental studie
- Quasi-experimental study
Discriptive study (2)
- can give ecological valid picture of constructs in a situation
- Cannot draw conclusions about relationships or causes
Correlational study (2)
- Can give insight into the relationship between constructs
- Cannot draw conclusions about causality
Experimental study (3)
- Can give insight into the causal relationship between independent and dependent variabels
- Because of extremely high control of environment low ecological validity
Quasi-experimental designs (4)
- Field experiment
- Usage of intstrumental variables (e.g. smoking, health and tax as independent variable)
- Granger causality (longitudinal data; corruption and bonusses)
- combination of correlational and experimental design
Endogeneity
True model: Y is completely explained by X1 and X2 ( no error)
E.g. Selection bias (AH)
- Participants are generally more compliant than those who refuse to partake
- Shop lifting is not equally distributed over all times of the day (eg. More during school lunch hour)
E.g. Information bias (AH)
•Eg. compliance and risk officers report more economic crime in organizations than other
employees
Type 1 error
- Alpha
- False Positive
- Reject H0 while it is actually true
Type 2 error
- Beta
- False Negative
- Accept H0 while it is actually false
3 Sources of Endogeneity
1.Omitted variables
2.Common method variance /bias
•Harman’s single factor score (if factor score