Descriptive & Inferential Statistics Flashcards

1
Q

Why are statistics important in healthcare?

A

Providers, policy makers, and patients use statistics to make decisions and communicate with others

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2
Q

Give examples of how statistics are used in healthcare.

A

Assessing the accuracy of a diagnostic test and if it is worth performing
Describing the natural history or prognosis of a disease
Describing risk factors for a disease
Evaluating how well different treatments work

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3
Q

What is the purpose of descriptive statistics?

A

To describe and summarize data for easier interpretation

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4
Q

What is the purpose of inferential statistics?

A

They allow researchers to make conclusions about a larger population from a smaller “study sample.” They are a way of determining how the study results are affected by random error.

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5
Q

Within descriptive statistics how to categorial and continuous data compare?

A

Categorical data limits potential responses to certain categories, like college major or color

Continuous data can take any number within a given range

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6
Q

What are statistical measures of central tendencies? What do they measure?

A

mean, median, mode

Measures the “average” or “typical” response of a study.

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7
Q

What are statistical measures of spread? What do they measure?

A

Range, Interquartile range, Standard deviation

Measures how variable outcomes of a study were.

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8
Q

A small interquartile range means most of the data fell close to the ______

A

most of the data fell close to the median

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9
Q

To find the interquartile range ______

A

Find the median
Divide the data below and above the median each in half
The values at the 25% and 75% quartiles represent the interquartile range

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10
Q

The standard deviation examines _________

A

how far the data are spread out from the mean

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11
Q

P-value assesses ___________

A

the probability that the results of a study are due to chance, the statistical significance of a difference between two compared variables

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12
Q

Define null hypothesis

A

A hypothesis which rejects/doubts an experimental hypothesis

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13
Q

How does one determine if the null hypothesis was assumed in a study?

A

If p-values were presented in a table of data

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14
Q

Median and mode may be better indicators of center than mean when _________

A

there are extreme values in the data range

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15
Q

P-value is a measure of _______

A

type I error

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16
Q

Define type I error

A

Null Hypothesis is rejected even though it is true

17
Q

What factors influence P-value?

A

magnitude of effect, sample size, variability of test subjects

18
Q

If variability increases, p-value will ______

A

increase

19
Q

In studies about treatment, statistical power is _________

A

the ability of a study to detect a statistically significant result, if one really exists

20
Q

A power of ____ or more is commonly used in healthcare research. This means that a study has an ____ chance of __________

A

0.80

80%

finding a statistically significant result if one really exists

21
Q

Describe how to calculate relative risk

A

(probability of event occurring in exposed group) / (probability of event occurring in non-exposed group)

22
Q

Confidence interval is ________

A

the interval that encompasses the true value for a given confidence level

23
Q

A narrow confidence interval indicates ______

A

precision / well-powered study