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Correlation Population data: Lesson 5
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Finding relationships Two sets of data may well be ‘correlated’, that is, there is some sort of statistical relationship between them. This is not to say that the values of one data set are causing the values of the other, but a data value from one set can be used to predict a corresponding value in the other. We plot scatter diagrams with lines of best fit to achieve this. 2
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Finding relationships Overall, there appears to be no relationship between birth rates and death rates, except in Africa where there appears to be a positive correlation. 3
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Finding relationships Comparing birth rates to infant mortality rates, however, shows a ‘strong’ positive correlation. This makes logical sense, given that parents are likely to want larger families if many children die young. Note: Line of best fit doesn’t necessarily go through the origin 4
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Finding relationships The correlation between death rate and life expectancy overall has a weak negative correlation, although Africa on its own demonstrates a strong correlation. Oceania seems to have no correlation. 5
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Using relationships Niger has a death rate of 11 deaths per 1000 people. Niger has a life expectancy of 58. Algeria has a life expectancy of 71. Algeria has a death rate of 6. Estimate Niger to have a life expectancy of 57. Estimate Algeria to have a death rate of 5. 6
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Ignoring the trend Sometime times pieces of data don’t follow the trend of the other pieces of data. These can be considered as outliers. There may well be a reason for this exception to ignore the trend (Mayotte is a very small island). Mayotte has a death rate of 31 and a infant mortality of 4. 7
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Finding relationships Plot scatter graphs with birth or death rates on one axis and another data set on the other. A good selection of other data is available on the World Population Data Sheet. There is lots more on the internet! Comment on the correlation in your graphs and whether there is a reason for this. 8
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Core Maths Support Programme 60 Queens Road Reading RG1 4BS E-mail cmsp@cfbt.com Call 0118 902 1243
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