Module 2: Learning Objectives Flashcards

1
Q

List 4 goals of ideal sampling design

A

1) All sampling units selectable
2) All samples possible
3) Selection is unbiased
4) Selection is independent

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2
Q

Define bias

A

Over/under estimate of some value from an average sample compared to stat population

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3
Q

Define sampling independance

A

When selection of one sampling unit does not influence another’s probability of being picked

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4
Q

What is the main goal of observational studies?

A

Characterize something about statistical population

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5
Q

Define response variable

A

Response we are interested in (ex. lung cancer)

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6
Q

Define explanatory variable

A

Factor we investigate (ex. smoking)

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7
Q

Define cofounding variables

A

Unobserved variables that affect response variable (ex. age)

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8
Q

Define spurious

A

When relationship between response and explanatory is driven by cofounding

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9
Q

Can you find causation between response and explanatory un observational studies?

A

No just association.

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10
Q

Define observational study

A

Researcher does not have any control over explanatory variable

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11
Q

List the five types of observational studies

A

1) Simple random survey
2) Stratified survey
3) Cluster survey
4) Case-control survey
5) Cohort Survey

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12
Q

Define simple random survey

A

Identify each sampling unit in stat population than randomly select (ex. self employed or not)

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13
Q

Define stratified survey

A

Used when subgroups in stat population (ex. different providences) break into stratas and sample stratas

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14
Q

Define cluster survey

A

Observes groups in one or two stage designs (ex. one stage is school, two stage is 30 students in school)

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15
Q

Define case-control survey

A

Compares data between two groups (ex. case is people with heart conditions, control is not

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16
Q

Define cohort survey

A

Follows sampling units over time to observe outcome (did they get heart disease)

17
Q

Define retrospective

A

Outcome is known (ex. case-control)

18
Q

Define prosepctive

A

Outcome is not known (ex. cohort)

19
Q

Define cross-sectional

A

Response variable at specific time (ex. after flu shot)

20
Q

Define longitudinal

A

Response variable at multiple times (ex. after flu shot and after a week)

21
Q

What is an experimental study?

A

Study the effect of one or more manipulated variable on one or two response variables?

22
Q

What is a factor?

A

A manipulated variable

23
Q

Two differences between experimental and observational studies

A

1) Explanatory variable is manipulated by researcher

2) sampling units are randomly assigned to each level in factor

24
Q

What is replication?

What is pseudo replication?

A

Idea that experiment is repeatable

Error in design of experiment where observation units are studied instead of sampling

25
Q

List the 5 common experimental treatment designs and what they are

A

1) Control treatment: to compare everything against
2) Blocking: control variation (ex. sidewalk and driveway when using chemicals on lawn)
3) Blinded: people don’t know what treatment they are having
4) Placebo: fake medical trials
5) Sham treatment: (focuses on delivery)

26
Q

Levels vs Factors

A

Factor is drug

Levels is sub of drugs