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This guide provides an overview of descriptive statistics, distinguishing between categorical and quantitative data. Learn how to organize categorical data into categories and quantitative data into discrete and continuous types, complete with practical examples. Discover how to construct frequency tables, visualize data through column graphs, and analyze distributions for outliers. We also cover essential statistical measures: mean, median, mode, and range, and introduce correlation and the chi-squared test of independence, crucial for analyzing relationships between variables.
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IB Math Studies – Topic 6 Statistics Daniela and Megan
Descriptive StatisticsDifferent Types of Data: Categorical vs. Quantitative • Categorical – Describes a particular quality or characteristic. It can be divided into categories. • Example: The color of my shoes or different breeds of puppies Organizing categorical data: or or • Quantitative – Contains a numerical value. The information collected is termed numerical data. • Discrete – Takes exact number values and is often the result of counting. • i.e. number of TVs or number of houses on a street • Continuous – Takes numerical values within a certain range and is often a result of measuring. • i.e. the height of seniors or the weight of freshman Organizing Quantitative Data:
24 families were surveyed to find the number of people in the family. The results are:5, 9, 4, 4, 4, 5, 3, 4, 6, 8, 8, 5, 7, 6, 6, 8, 6, 9, 10, 7, 3, 5, 6, 6 Discrete • Is this data discrete or continuous? • Construct a frequency table for the data. • Display the data using a column graph. • Describe the shape of the distribution. Are there any outliers? • There are no outliers, all the numbers are generally close to one another. • What percentage of families have 5 or fewer people in them? 21%
Mean, Mode, Range, Median Mean, the average - Mode, most often – Range, subtract the smallest from the largest. Median, the middle number, When they’re lined up – From the greatest to the least. • Find the Mean, Mode, Range and Median • Mean: 5.17 • Mode: 5 • Range: 7 • Median: 5 • Q1 = 3+4 = 7/2 = 3.5 • Q3 = 6+7 = 13/2 = 6.5 • IQR (inner-quartile range) = Q3- Q1 6.5 – 3.5 = 3 IQR = 3
Practice • Median – 5.5 • Lower Quartile – 4 • Upper Quartile – 8 • Inner- Quartile Range – 4
Example: Pearson’s Correlation Coefficient 4 2.73 30 5.1 r = .98 Considering that it’s positive and very close to 1, it’s strong.
The x2 Test of Independence • Null Hypothesis – trying to prove that your variables are independent. • Degrees of Freedom – the number of rows on your table minus the number of columns on your table • There’s also expected frequency values