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 ______

A

increases

22
Q

power increases as sample size ____

A

increases

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
Q

when is priori power analysis useful

A

for setting up a large experiment with some pilot data (can calculate the sample size needed)

26
Q

when is post hoc p[ower analysis useful

A

useful for deciding how powerful your conclusion is (usually when results were not significant)

27
Q

five steps in conducting a power analysis

A
  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
Q
A