Two-Way Tables Practice

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Two-way tables, also known as contingency tables, are used to display the frequency distribution of variables. They can show relationships between two categorical variables and help in analyzing the data.

Here’s an example to help understand how to create and analyze a two-way table:

Example Scenario

Consider a survey conducted among students about their preferred study method (Online or In-Person) and their year in school (Freshman, Sophomore, Junior, Senior).

Data Collected

| Year | Online | In-Person | Total | |------------|--------|-----------|-------| | Freshman | 10 | 5 | 15 | | Sophomore | 20 | 10 | 30 | | Junior | 15 | 15 | 30 | | Senior | 5 | 20 | 25 | | Total | 50 | 50 | 100 |

Steps to Create a Two-Way Table

  1. Collect data: Conduct a survey or gather data that relates to the two categorical variables.
  2. Count frequencies: Tally the number of occurrences for each combination of categories.
  3. Construct the table: Place one variable's categories along the rows and the other’s along the columns.
  4. Calculate totals: Add up the rows and columns to get the totals.

Analyzing the Two-Way Table

  1. Marginal Frequencies: The totals at the end of each row and column represent the marginal frequencies.

    • For instance, 50 students prefer Online studying while 50 prefer In-Person.
  2. Joint Frequencies: The individual cell counts show how many students fall into each category combination.

    • E.g., 10 Freshmen prefer Online studying.
  3. Conditional Frequencies: You can calculate conditional frequencies by dividing the joint frequency by the total for the relevant category.

    • For example, the proportion of Freshmen who prefer Online studying: \( \frac{10}{15} = \frac{2}{3} \) or approximately 66.67%.
  4. Making Comparisons: You can observe trends or relationships between the variables.

    • Here, you might notice that Sophomores have the highest total number of students preferring online study methods.

Practice Questions

  1. If 70% of Freshmen prefer Online, does that align with the table? Calculate the percentage based on the table.
  2. What is the probability that a randomly selected student from this survey is a Sophomore who prefers In-Person learning?
  3. How many students prefer In-Person studying method in total?
  4. If a student is selected at random, what is the probability that they prefer Online studying?

Bonus Sorting Problem

Given the same data, rewrite the two-way table by swapping the categories of the two variables (i.e., place "Year" in columns and "Study Method" in rows).

This practice should help in understanding how to work with two-way tables, analyze relationships, and calculate probabilities based on grouped categorical data. Feel free to ask for additional examples or clarification!