WEEK 4: RANDOM SAMPLING ERROR, BIAS Flashcards
What is the goal of epidemiology and health research
Identification of causes and preventions for disease
Strong evidence is:
1) Of the lowest possible random sampling error (a
statistically significant exposure/outcome association)
2) Based on a good design
➢ Free of selection and information biases
➢ Under minimal influence of confounding (next
session)
Sources of Error
- chance
- bias
- systematic error in selection of partipants and or measurement - cofounding
Bias
- refers to a systematic error in the design or conduct of a study
- When bias occurs in a study the observed association between the exposure
and outcome will be different from the true association
two types of biases
selection bias, information bias
consequence of information bias
people will be classified into a wrong
cell (recall the 2X2 table): misclassification
Selection Bias
refers to a systematic error in the way participants are
selected or retained in a study
- when individuals have different probabilities of being included or retained in the study according to the exposure and/or
outcome.
Why does selection bias happen
➢How we approach people, how we invite them, whether
they decide to be part of (or remain in) the study….
➢Not issues related to sampling (random sampling error,
generalizability)
Types of Selection bias
- Inappropriate control selection (case control)
- Differential Participation ( case control, cohort)
- Diffrential loss to follow up (cohort, expiremental)
Examples of selection bias
volunteer bias, non response bias, membership bias, loss to follow up bias
reducing selection bias
➢Little (or nothing) can be done to fix selection bias once it has occurred
- must be avoided in design and conduct
Information bias
Can occur when the means for obtaining info about the subjects in the study arte flawed so that some of the info gathered regarding exposures and diseases outcomes is incorre
Recall Bias
operates to enhance recall in cases compared with controls
- Certain pierce of info (potentially relevant exposure) may be recalled by case but forgotten bya control
Reporting Bias
a subject may be reluctant to report an exposure he is aware of bc of attitudes, beliefs, and perceptions
Wish Bias
introduced by subjects who have developed a diseases and who, in attempt to answer the question” “Why me”, seek to show that the disease is not their fault