What is a contingency table used for in statistics?
A contingency table is used to analyze the relationship between two categorical variables by displaying the observed frequencies for each combination of categories.
How do you find the observed frequency for a specific cell in a contingency table?
You find the observed frequency by locating the intersection of the relevant row and column in the table.
What is the formula for calculating the expected frequency in a contingency table?
The expected frequency is calculated as (Row Total × Column Total) ÷ Total Sample Size.
What assumption is made when calculating expected frequencies in a contingency table?
The calculation assumes that the two variables are independent.
What does the observed frequency represent in a contingency table?
Observed frequency represents the actual count of cases in the data for a specific combination of categories.
How do you interpret the row and column totals in a contingency table?
Row totals represent the total counts for each category of the row variable, and column totals represent the total counts for each category of the column variable.
What is the grand total in a contingency table?
The grand total is the sum of all observed frequencies in the table, representing the total sample size.
How do you calculate the probability of selecting a student from a specific row category?
Divide the row total by the grand total (total sample size).
How do you calculate the probability of selecting a student from a specific column category?
Divide the column total by the grand total (total sample size).
What is the joint probability in the context of contingency tables?
Joint probability is the probability of a case falling into both a specific row and column category, assuming independence.
How do you use joint probability to find expected frequency?
Multiply the joint probability by the total sample size to get the expected frequency for a cell.
Why might observed and expected frequencies differ in a contingency table?
They may differ because observed frequencies reflect actual data, while expected frequencies are based on the assumption of independence.
What do you do if you need the total number of cases for a specific column across all rows?
Add the observed frequencies for that column across all rows, or use the column total if provided.
What is the purpose of calculating expected frequencies in contingency tables?
Expected frequencies help determine if there is an association between the two variables by comparing them to observed frequencies.
How many expected frequencies do you need to calculate for a contingency table?
You need to calculate an expected frequency for each cell in the table.