power Flashcards

1
Q

what does effect size estimate

A

the magnitude of an effect

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2
Q

d statistics are use dwhen

A

the response variable is continuous while the predictor is categorical
- ANOVA

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3
Q

r statistics are used when

A

two variables are continious
- correlation or regression

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4
Q

odds ratio is used when

A

the response variable is binary and the predictor variable is binary or continuous
- logiostic regression

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5
Q

what test used to do d statistics

A

cohens d or hedges d

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6
Q

what test used to do r statistics

A

correlation coefficients including Pearsons, sermons, and pointbiserial

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7
Q

what tests used to do odds ratio

A

comparative risk measurements

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8
Q

interpretation if you get cohens d of 0.2

A

small effect size

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9
Q

interpretation if you get cohens d of 0.5

A

medium effect size

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10
Q

interpretation if you get cohens d of 0.8

A

large effect size

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11
Q

interpretation of you get r2 value f 0.1

A

small effect size

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12
Q

interpretation of you get r2 value f 0.3

A

medium effect size

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13
Q

interpretation of you get r2 value of 0.5

A

large effect size

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14
Q

interpretation of you get a 2x2 table value of 1.5

A

small effect size

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15
Q

interpretation of you get a 2x2 table value of 3.5

A

medium effect size

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16
Q

interpretation of you get a 2x2 table value of 9

A

large effect size

17
Q

what is power in statistics

A

the probably of correctly finding a real pattern

18
Q

type I error

A

false positive

19
Q

type 2 error

A

false negative

20
Q

effect size=

A

difference in means/SD

21
Q

power increases as effect size ______

22
Q

power increases as sample size ____

23
Q

what influences power

A
  • effect size, alpha (type I error), and sample size
24
Q

two types of power analysis

A

priori
post hoc

25
when is priori power analysis useful
for setting up a large experiment with some pilot data (can calculate the sample size needed)
26
when is post hoc p[ower analysis useful
useful for deciding how powerful your conclusion is (usually when results were not significant)
27
five steps in conducting a power analysis
1. select the type of power analysis desired (prior post hoc) 2. select the expected study design that reflects your hypothesis of interest (t test, anova, etc) 3. select a power analysis tool that supports your design 4. provide 3 of the 4 parameters (alpha, power, expected effect size) 5. solve for the remaining parameter, usually sample size
28