The measures of dispersion are changed by the change of__________.a)Sc...
The correct answer is option 'A': Scale.
Explanation:
When we talk about measures of dispersion, we are referring to statistical measures that describe how spread out or dispersed a set of data points are. These measures provide information about the variability or spread of the data. The measures of dispersion include range, variance, standard deviation, and mean deviation.
One of the factors that can affect the measures of dispersion is the scale of measurement. Scale refers to the units in which the data is measured. It can be nominal, ordinal, interval, or ratio.
- Nominal scale: This is the simplest form of measurement where data is categorized into distinct categories or groups. The scale does not have any inherent order or numerical value. For example, colors or categories like male/female.
- Ordinal scale: This scale allows data to be ranked or ordered based on some criteria. However, the differences between the categories are not necessarily equal. For example, ratings such as excellent, good, fair, poor.
- Interval scale: This scale has equal intervals between the categories, but there is no true zero point. For example, temperature measured in degrees Celsius or Fahrenheit. A change in the scale (e.g., from Celsius to Fahrenheit) would not affect the measures of dispersion.
- Ratio scale: This scale has equal intervals between the categories, and it also has a true zero point. For example, height, weight, or time. A change in the scale (e.g., from centimeters to inches) would affect the measures of dispersion.
When we change the scale of measurement, it can impact the measures of dispersion. This is because the units or intervals between the data points may change, leading to different values for range, variance, standard deviation, or mean deviation.
For example, let's consider a dataset of heights measured in centimeters. If we convert the scale to meters, the range, variance, standard deviation, and mean deviation will all be affected. The range will change from centimeters to meters, and the variance, standard deviation, and mean deviation will be divided by 100. This is because the change in scale affects the spread of the data and the units in which it is measured.
Therefore, it is important to consider the scale of measurement when interpreting and comparing measures of dispersion.
The measures of dispersion are changed by the change of__________.a)Sc...
Measures of dispersion are statistical indicators that quantify the spread or variability of a dataset. They provide information about how the values in a dataset are dispersed or scattered around a central value, such as the mean or median.
When we talk about changing the scale, we refer to altering the magnitude or size of the values in the dataset. This can be achieved by multiplying or dividing the values by a constant factor.
When the scale of the data changes, the measures of dispersion will also change. Let's consider some common measures of dispersion:
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Range: The range is the simplest measure of dispersion and is calculated as the difference between the maximum and minimum values in a dataset. Changing the scale by multiplying or dividing the data will directly affect the range since it depends on the magnitude of the values.
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Variance and Standard Deviation: These measures quantify the average deviation of data points from the mean. Changing the scale will affect both the variance and the standard deviation because they involve squaring the differences between each data point and the mean.
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Interquartile Range (IQR): The IQR is a measure of dispersion that represents the range between the 25th and 75th percentiles of the dataset. Changing the scale will impact the IQR since it is calculated based on percentiles.
In all these cases, changing the scale of the data will result in corresponding changes in the measures of dispersion. The scale affects the absolute values and the spread of the data points, leading to different values for the measures of dispersion.
Therefore, the measures of dispersion are changed by the change of scale.