Topic 16: internal/external study validity Flashcards
(12 cards)
Define internal validity
- Do the results represent truth of population = is there association or results due to something else
Define external validity
- Can results be generalized to general population
Give the factors to determine internal validity
1) Chance = random/sampling error
2) Bias = systematic error
3) Confounding
How to determine validity of results affected by chance?
- Check if finding statistically significant - p-values/95% CI
- If association significant = conclude finding is not by chance
How to minimize influence of chance in findings?
- Large sample size = reduce SE
How to determine validity of results affected by bias?
- Based on researcher’s relection
- Convenince sampling + self-report = expected bias
How to minimize influence of bias?
- Choose sample via randon sampling methods
- Use assessment tools = high accuracy
- Thorough investigation of data collected during + after in analysis
How to determine validity affected by confounding?
- In non-experimental conditions = expect to some degree
-If unexpected results + not biological sense = confounding
How can we minimize the influence of confounding in our findings?
- Identify all potential confounders pre-study
- Adjust for confounders during analysis
Give factors to determine external validity
1) If findings can be generalized to general population
2) To other similar populations
How to determine whether our results have low external validity?
- Going through literature + evidence of association = make judgement
- Cannot assume validity without investigation
How to improve the external validity of our results?
- Avoid highly selected samples = to be able to generalize
- Random sampling
- If we intentionally chose specific characteristics = make sure sample represnts populations subgroup