Descriptive Statistics (Lecture 8) Flashcards

1
Q

What is the aim of descriptive statistics?

A

To summarise the key features of data to make it understandable for humans, identifying characteristics/patterns.

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2
Q

What are our measures of central tendency?

A

Mean (x̄)
Median (M)
Mode (Z)

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3
Q

What are our measures of dispersion?

A

Interquartile Range (IQR)
Variance
Standard Deviation (SD)

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4
Q

What are our measures of association?

A

Chi-Squared (2)
Correlation (r)

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5
Q

What’s the central tendency?

A

A single number that aims to represents the ‘typical’
value of a variable (the average), somewhere between the highest and lowest value of the observations.

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6
Q

What’s the mean?

A

Calculated by summing all values of a variable and dividing by the number of observations.

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7
Q

What’s the Median (M)

A

The middle value when the values of a variable are arranged in order of smallest-largest.

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8
Q

What’s the Mode (Z)?

A

The most commonly occurring value (may be more than one mode for a single variable)

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9
Q

What data is the mean used for?

A

Ordinal and scale data

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10
Q

What data is the Median used for?

A

Ordinal and scale data

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11
Q

What data is the Mode used for?

A

Nominal data

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12
Q

What data is the mode useful for?

A

Categorical data

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13
Q

What two types of visuals are used for illustrating the central tendency?

A

Bar charts (for categorical data) and histograms (for continuous data)

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14
Q

What type of data are bar charts used for?

A

Categorical data

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15
Q

What type of data are histograms used for?

A

Continuous data

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16
Q

What do lower values in skewness indicate?

A

The median is lower than the mean (positive skew)

17
Q

What’s a negative skew?

A

More high values create this.

18
Q

What do lower values in the measure of central tendency suggest?

A

It is a better representation of the ‘typical’ value of a variable.

19
Q

What do range and interquartile range provide in dispersion?

A

A basic measure, useful
for visualization and identifying outliers.

20
Q

What are the preferred measures used in further analysis in dispersion?

A

Variance and standard deviation

21
Q

What’s the interquartile range (IQR)?

A

The range of the middle 50% of values (i.e. between the ‘median’ of the upper and lower halves).

22
Q

What plot is the most useful for the IQR?

A

Box plots

23
Q

What is Variance?

A

The mean of the squared differences between each
value and the mean.

24
Q

What is Standard Deviation?

A

Square root of the variance

25
Q

What does SD represent?

A

How far, on average we can expect an individual observation to deviate above or below the mean.

26
Q

What is kurtosis

A

The visual representation of measures and dispersion

27
Q

What does a large standard deviation in a graph mean?

A

Flat distribution

28
Q

What does a small standard deviation in a graph mean?

A

Narrow distribution

29
Q

What does it mean when the SD is small in a graph?

A

The mean is a better representation of the average value

30
Q

What do we use descriptive statistics for?

A

To summarise our sample data and use statistical inference to generalise about population parameters.