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SAT Math Review · Problem-Solving and Data Analysis

Conditional probability

"Given that" is not extra information. It is an instruction to change the denominator.

The table summarizes the 240 students at a school who took a practice test, by whether the student had taken the school's prep course and whether the student scored above 1200.

Above 12001200 or belowTotal
Took the course602080
No course40120160
Total100140240

Of the students who scored above 1200, what fraction had taken the prep course?

The condition has already happened, so everyone it excludes leaves the room.

You are not being asked how likely it was that a high scorer was drawn. You are told one was — so the 140 students who scored 1200 or below stop being possibilities.

All 240 students 100 above 1200 140 did not given the score is above 1200 60 40 the new whole: 100 students gold = took the prep course · both bars drawn to the same scale 60 out of 100, not 60 out of 240

Every conditional probability question is really a question about which number goes underneath. The numerator is usually the easy part.

The condition names a row or a column; work inside it and nowhere else.

Cover the rest of the table with your hand. Whatever is left is the whole world for this question.

Above 12001200 or belowTotal
Took the course602080
No course40120160
Total100140240

"given that the student took the course"

use the Took the course row only

course students altogether = 80

the new denominator, from the row margin

of those, above 1200 = 60

the numerator, from inside the same row

P(above 1200 | course) = 6080 = 34

0.75, and the 240 never appears

P(above 1200 | took the course) = 0.75

The grand total is not wrong, it is simply irrelevant: both the 60 and the 80 are already inside the same row, so dividing by 240 twice and cancelling would give the same answer the long way round.

Find the conditioning phrase before you touch a number.

The SAT rarely writes a vertical bar. It writes a phrase, and the group named in that phrase becomes the denominator.

given that the student… of those who… among the students who… if a senior is selected at random… what fraction of the members who…
The stem saysDenominatorAnswer
one of these students is selected at random, and scored above 1200 and took the course240, everybody60240 = 14
given that the student took the course80, the row6080 = 34
of the students who scored above 1200100, the column60100 = 35
among the students who did not take the course160, the other row40160 = 14

"And" is not a condition

"A student who scored above 1200 and took the course" describes one cell out of all 240 — nobody has left the room, so the denominator stays at the grand total. Only a phrase that tells you something is already true moves it.

With percents instead of head counts, the formula does the same job.

P(A | B) = P(A and B)P(B)   so   P(A and B) = P(A | B) · P(B)

A community center reports that 40% of its members are over 50, and that 12% of all its members are over 50 and volunteer.

P(volunteer | over 50) = 0.120.40

the "and" percent over the condition's percent

= 0.30

30% of the over-50 members volunteer

Read the other way, a stem that says "45% of the respondents own a tablet, and of the respondents who own a tablet, 60% own a smart speaker" has handed you a conditional probability already:

P(tablet and speaker) = 0.45 × 0.60

condition first, then the share inside it

= 0.27

27% of all respondents own both

Which percent is "of what"

"60% of the respondents who own a tablet" is a percent of a smaller group, so it cannot be added to or compared with a percent of everybody. Multiplying by 0.45 converts it back to a share of the whole survey — 100 respondents, 45 with tablets, 27 of those with a speaker as well.

Turn the condition around and the answer changes.

Both of these use the same 60 students. Only the group they are being compared against is different.

P(above 1200 | took the course) 60 20 60 of the 80 students in the course row = 0.75 P(took the course | above 1200) 60 40 60 of the 100 students in the above-1200 column = 0.60 Same 60 on top; the condition decides the whole bar.

P(above 1200 | course)

60 ÷ 80 = 0.75

out of the course students

P(course | above 1200)

60 ÷ 100 = 0.60

out of the high scorers

Read which group comes after the conditioning phrase

The condition is the thing you are told is already true, and it goes underneath. "Of the students who scored above 1200, what fraction took the course" conditions on the score, not on the course. Both 34 and 35 will be printed in the choices, so choosing correctly is worth more than the arithmetic.

Ask whether the condition told you anything at all.

Compare the conditional probability with the plain one. If they match, the two categories are independent.

P(above 1200) 100 ÷ 240 ≈ 0.417 any student
P(above 1200 | course) 60 ÷ 80 = 0.75 much higher
P(above 1200 | no course) 40 ÷ 160 = 0.25 much lower
verdict 0.75 ≠ 0.25 not independent

Knowing about the course changes the estimate, so the two rows behave differently and the shortcut P(A and B) = P(A) · P(B) is not available here. Note what this does not say: the students chose the course themselves, so the table shows an association and not a cause.

Check: the denominator should be a number printed in the table.

row totals 80 + 160 = 240 ✓
column totals 100 + 140 = 240 ✓
multiplication rule 0.75 × (80240) = 0.25 60240, the cell ✓
row adds to 1 6080 + 2080 = 1 the condition covers everyone left ✓

Remember the flow

Find the phrase · Take that group's total · Divide inside it

What you are told is already true goes underneath.
Now you try

Practice problem

Three totals are offered; only one is the denominator

A school has 900 students. Of these students, 360 play a sport and 300 are in the honors program, and 216 of the students who play a sport are in the honors program. If a student in the honors program is selected at random, what is the probability that the student plays a sport?

Hint: the stem prints three totals — 900, 360 and 300 — precisely so that all three appear as denominators in the choices. Underline the group you are told the student belongs to, and use that one.