Statistics Flashcards
A systemic error where a study group is not representative of a population.
Selection/Sampling Bias
People who volunteer are not the same as the general population.
Healthy User Effect
When the sample is taken not from the general population, but from a subpopulation.
Berkson Bias
People who choose to be in a study are different from people who do not; research only makes conclusions about those who choose to take part in the study.
Non-Respondent Bias
Sicker people are more likely to be in studies; biased toward sicker cases.
Ascertainment Bias
Those with more severe sickness are least likely to be included in the study; harder to access or more likely to be decreased; sample biased to less sick cases.
Late-Look Bias
People who choose to be in a study are different from people who do not > study participants who dropped out/died were not accounted for analysis > drop-outs/deaths may be different from those who stay/survive.
Attrition Bias
Statistical analysis that keeps drop-outs in the same groups; drop-outs counted as non-responders.
Intent-To-Treat Analysis
What are examples of selection/sampling bias?
- Healthy User Effect
- Berkson Bias
- Non-respondent Bias
- Ascertainment Bias
- Late-Look Bias
- Attrition Bias
Information is gathered in a way that distorts the association between exposure and outcome; how the data are collected will affect the data that are obtained. For example, leading questions and Hawthorne Effect.
Measurement Bias
A subject’s behavior is altered because they are aware they are being observed.
Hawthorne Effect
What are some examples of measurement bias?
- Recall Bias
- Observer Bias
- Placebo Effect
People do not accurately remember what happened in the past; they make things up or base things on the present circumstances.
Recall Bias
Person making the assessment/measurement assumes an outcome based on their previous experience.
Observer Bias
Patient in the comparison/control/placebo group believes that they are in the treatment/intervention/drug group, and reports accordingly.
Placebo Effect