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Data and frequency distributions, measures of central tendency (mean, median, mode, weighted mean) and measures of dispersion (range, variance, standard deviation) for grouped and ungrouped data.
Statistics is the science of collecting, organising, presenting and interpreting data. Raw data are the original observations. Data can be discrete, such as the number of children in a family, or continuous, such as height or weight. A set of data arranged in order is called an array.
A frequency distribution groups data into classes and shows how many observations fall in each class. The number of observations in a class is its frequency f. A tally mark is used to count them. The class width h is the difference between the upper and lower class boundaries. The class mark (mid point) is the average of the lower and upper limits of a class.
A measure of central tendency gives a single value that represents the whole data. The most used measures are the arithmetic mean, the median and the mode. A good average is clearly defined, easy to calculate and uses all observations.
Arithmetic mean:
The weighted mean is used when observations have different importance. If x₁, x₂, ... have weights w₁, w₂, ..., the weighted mean is Σwx / Σw. It is used in finding an overall grade or an average price.
The median is the middle value when data are arranged in order. For n values, if n is odd the median is the ((n + 1)/2)th value. If n is even, it is the average of the (n/2)th and (n/2 + 1)th values. The median is not affected by very large or very small values, so it suits skewed data such as incomes.
The mode is the value that occurs most often. Data can have no mode, one mode, or more than one mode. For grouped data the class with the highest frequency is the modal class. The mode is the only average that can be used for qualitative data, such as the most popular shirt colour.
The three averages are related for moderately skewed data by the approximate rule: mode ≈ 3 median − 2 mean. In a symmetrical distribution, the mean, median and mode are equal.
A measure of dispersion tells how far the data are spread out. Two sets of data can have the same mean but different spread. The range is the simplest measure: range = largest value − smallest value. The coefficient of range is (L − S)/(L + S). The range uses only two values and is affected by extreme values.
Variance and standard deviation:
Study tip: Show your working in a table with columns for x, f, fx and, for dispersion, fx² or the squared deviations. A table makes errors easy to see and earns method marks. Always check that the mean lies between the smallest and largest value, and give the unit with the standard deviation.
Say the meaning first, then open the card to check.
The number of times a value or class occurs in the data.
The mid point of a class, half the sum of its limits.
The sum of all observations divided by their number.
The middle value of data arranged in order.
The value that occurs most often.
The spread of data about a central value.
The difference between the largest and smallest values.
The square root of the mean of the squared deviations from the mean.
| Name | Formula | What it means |
|---|---|---|
| Mean (ungrouped) | x̄ = Σx / n | Sum divided by number of values. |
| Mean (grouped) | x̄ = Σfx / Σf | x is the class mark. |
| Weighted mean | x̄w = Σwx / Σw | w is the weight of each value. |
| Range | R = L − S | L largest, S smallest value. |
| Variance | σ² = Σx²/n − (Σx/n)² | Computing formula. |
| Standard deviation | σ = √(σ²) | In the same unit as the data. |
These are the kind of questions asked for 2, 3 and 5 marks. Try each one before opening the answer.
The mean is the sum of all observations divided by the number of observations. The median is the middle value when the data are arranged in order. The mode is the value which occurs most often.
The median depends only on the middle position, so one very large or very small value does not change it. The mean uses every value, so an extreme value pulls it away from the centre.
A measure of dispersion shows how widely the data are spread around the average. The range and the standard deviation are two such measures.
The largest value is 19 and the smallest is 3. Range = 19 − 3 = 16. Coefficient of range = (19 − 3)/(19 + 3) = 16/22 = 8/11 ≈ 0.73.
Arrange the data in ascending order. For n values with n even, the two middle values are the (n/2)th and the (n/2 + 1)th. The median is the average of these two. For 2, 4, 6, 10 the middle values are 4 and 6, so the median is 5.
First find the mean x̄ = Σx / n. Next find the deviation x − x̄ of each value. Square each deviation and add them to get Σ(x − x̄)². Divide this sum by n to get the variance. Finally take the square root of the variance. The result is the standard deviation and has the same unit as the data. A small value shows the data are close to the mean and a large value shows they are widely spread.
Answer: Mean = 6, median = 5, mode = 5
Answer: 17.5
Answer: 2
Answer: 83.33 marks (to two decimal places)
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