Bias Flashcards

1
Q

Sampling bias

A

Assessing a sample with an over-representation of one particular category of people

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2
Q

Research bias

A

any deviation from the truth, causing distorted results and wrong
conclusions.

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3
Q

Types of bias in research

A
  • Selection bias
  • Information bias
  • Response bias
  • Interviewer bias
  • Publication bias
  • Researcher bias
  • Cognitive bias
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4
Q

Types of selection bias

A
  • Sampling bias/ Ascertainment bias
  • Attrition bias
  • Self-selection bias
  • Survivorship bias
  • Nonresponse bias
  • Undercoverage bias
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5
Q

What is attrition bias?

A

when participants who drop out of a study systematically differ from those who remain in the study

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6
Q

How do you minimize attrition bias?

A
  • offering incentives for participants to complete the study
  • recruit more participants than the researcher needs,
  • minimize the number of
    follow-up sessions or questions.
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7
Q

What is self-selection bias?

A

when individuals voluntarily choose to participate in a study rather than being randomly selected by the researcher. This can introduce bias because the characteristics of people who choose to participate may differ systematically from those who do not.

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8
Q

How do you avoid self selection bias?

A

by using random assignment

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9
Q

What is survivorship bias?

A

you do not evaluate your data set in its entirety - focusing on “survivors” (i.e., who have passed some sort of selection process) and
forgetting those who went through a similar process and did not survive.

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10
Q

What is non-response bias?

A

when the individuals who choose not to participate in a study differ systematically from those who do participate, and this difference affects the results of the study.

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11
Q

How can you avoid non-response bias?

A
  • by offering surveys in different formats
  • ensuring confidentiality
  • sending reminders
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12
Q

What is under coverage bias?

A

when you only sample from a subset of the population you are interested in.

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13
Q

What is information bias?

A

when key study variables are inaccurately measured or classified.

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14
Q

What are the types of information bias?

A
  • Recall bias
  • Observer/ detection bias
  • Performance bias
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15
Q

What is recall bias?

A

Infrequent events will be more memorable for a longer period of time than routine events

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16
Q

What is observer/ detection bias?

A

the tendency of researchers or observers to perceive, interpret, or report study outcomes in a manner consistent with their expectations or hypotheses.

17
Q

What is performance bias?

A

participants in a study modify their behavior because they are aware of what is the control and
what is the treatment.

18
Q

What is response bias?

A

refers to several factors that can lead someone to respond falsely or
inaccurately to a question.

19
Q

What are the types of response bias?

A
  • Acquiescence bias
  • Demand characteristics
  • Social desirability bias
  • Courtesy bias
  • Question order bias
  • Extreme responding
20
Q

What is acquiescence bias?

A

Tendency of respondents to agree with a statement when faced
with binary response options like “agree/disagree,” “yes/no,”

21
Q

What are demand characteristics?

A

Cues that might indicate the research objectives to participants.

22
Q

What is social desirability bias?

A

Tendency of participants to give responses that they believe will be viewed favorably by the researcher.

23
Q

What is courtesy bias?

A

Reluctance to give negative feedback, so as to be polite to the person asking the question, may involve fear of repercussion too.

24
Q

What is question order bias?

A

The order in which interview questions are asked influences the way the respondent interprets and evaluates them.

25
Q

What is extreme responding?

A

The tendency of a respondent to answer in the extreme, choosing the lowest or highest response available

26
Q

What is a population?

A

entire group to which results are to be applied

27
Q

What is a sample?

A

subset of population yielding results