| Feature | Joint Frequency | Marginal Frequency | Conditional Frequency |
|---|---|---|---|
| Focus | Intersection of two categories | Total of one category | Subset of one category |
| Denominator | Grand Total | Grand Total | Row or Column Total |
| Question Type | 'What is the probability of X AND Y?' | 'What is the probability of X?' | 'GIVEN X, what is the probability of Y?' |
Identify the Denominator: This is the most common area for errors. If the question says 'Given that...' or 'Of the students who...', the denominator MUST be the marginal total for that specific group, not the grand total.
The 'Total' Check: Always verify that your row totals and column totals add up to the same grand total. If they don't, there is an arithmetic error in your table.
Read Carefully: Distinguish between 'and' (joint) and 'given' (conditional). 'And' looks at the whole group; 'given' looks at a specific row or column.
Rounding: In probability questions, keep answers as fractions in simplest form unless the question specifically asks for decimals or percentages.
Confusing Rows and Columns: Students often swap the 'condition' and the 'event' in conditional probability. Always identify which variable is the 'given' constraint first.
Ignoring the Grand Total: When calculating marginal relative frequencies, students sometimes divide by a row total instead of the grand total.
Assuming Independence: Never assume two variables are independent just because the table is symmetrical. You must calculate the conditional relative frequencies to prove independence.