1-Introduction Flashcards

1
Q

What is a summary statistic?

A

a single number summarizing a large amount of date, e.g., a percentage

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2
Q

What are the two types of variables?

A

numerical/quantitative (continuous and discrete)

categorical/qualitative (nominal and ordinal)

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3
Q

What are associated variables? What are positive and negative associations?

A

variables that show a connection with each other (dependent variables)

association DOES NOT imply causation

positive association = upward trend in both variables

negative association = upward x, downward y

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4
Q

What are independent variables?

A

variables that do not show a connection with each other

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5
Q

What are explanatory and response variables?

A

the explanatory variable causes a change in the response variable

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6
Q

What is an observational study? Can it be used to establish casualty?

A

collect data in a way that does not interfere with how the data arises

NOT used to investigate the possibility of a causal connection

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7
Q

What is an experimental study?

A

used to investigate the possibility of a causal connection

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8
Q

What is the difference between a target population and a sample?

A

every member of a group vs a representative fraction of the group

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9
Q

What is a confounding variable?

A

a variable that influences both the explanatory and response variables

often unknown

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10
Q

What is a simple random sample? Is it generalizable?

A

o raffle

o each case in the population has an equal chance of being included

o likely representative / generalizable

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11
Q

Name 3 common sampling biases?

A

CNV

o convenience bias: easily accessible cases are more likely to be included in the sample

o non-response bias: only a non-random fraction of a random sample respond, e.g., starts with a random sample, but not everyone responds because not everyone sampled is reached

o voluntary response bias: only people who volunteer actually respond

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12
Q

What’s the difference between a prospective and a retrospective study?

A

ongoing (as events unfold) vs past

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13
Q

What is a stratified sample?

A

see stratifiedsample

divide the population into groups (strata); group similar cases in each strata

use a second sample method, e.g., SRS, select SOME cases from within EVERY stratum for the sample

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14
Q

What is a cluster sample?

A

see clustersample

divide the population into groups (clusters)

ALL cases from SOME clusters

pick a few clusters and include ALL cases from EACH selected cluster in the sample

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15
Q

What is a multi-stage sample?

A

o divide the population into groups (clusters)

o pick a few clusters and include SOME cases (SRS) from EACH selected cluster

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16
Q

What are the 4 principles of randomized experiments?

A

RBCR

randomization, blocking, control, replication

o Randomization: randomly select cases (to account for variables that are unknown cannot be controlled)

o Blocking: group cases into blocks based on variables that may influence the response variable other than the explanatory variable, e.g., pro vs amateur athletes

o Control: keep constant any variable you’re not testing

o Replication: study more cases; conduct more studies

17
Q

What is a placebo?

A

a fake treatment often used as the control group for medical studies

18
Q

What is the placebo effect?

A

showing change despite being on the placebo

19
Q

What is blinding?

A

experimental units don’t know their group

20
Q

What is double-blind?

A

neither the experimental units nor the researchers know group assignments

21
Q

What is random assignment?

A

o used in experimental settings

o subjects randomly assigned various treatments