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UPCAT Math Review · Probability

Sample Space

Every probability is a fraction of this list. Get the list right and the rest is counting.

Two dice are rolled

What is P(sum = 7)?

The sample space is everything that could happen.

WordMeansIn our problem
outcomeone single result(3, 4) — a three then a four
sample spacethe list of all outcomesall 36 pairs
eventthe outcomes you care aboutthe ones summing to 7

P(event) = outcomes in the eventoutcomes in the sample space

Only if the outcomes are equally likely

That fraction assumes every item on the list has the same chance. It is why the list must be of individual results — a six then a one — and not of summaries like “a sum of seven”.

Count it before you list it.

The counting principle tells you how long the list should be, so you know when you have missed one.

first die

6

×

second die

6

6 × 6 = 36 outcomes

Two coins give 2 × 2 = 4. Three coins give 8. A coin and a die give 12. Every extra stage multiplies, so a sample space grows faster than you expect — which is exactly why a system beats writing them down as they occur to you.

Two dice: use the grid.

Rows for the first die, columns for the second, sums in the middle.

+ 123 456
1234567
2345678
3456789
45678910
567891011
6789101112

36 cells, one per outcome — and the sevens fall on a clean diagonal.

(1,6) (2,5) (3,4) (4,3) (5,2) (6,1)

six ways

P = 636 = 16

divide both by 6

(3, 4) and (4, 3) are two outcomes.

Even when the dice are the same colour.

sums to 7 6 cells P = 16
sums to 2 1 cell — only (1,1) P = 136
sums to 11 (5,6) and (6,5) P = 236 = 118

Eleven sums are not eleven equal chances

The possible totals run 2 to 12, so it is tempting to say P(7) = 111. But a 7 happens six ways and a 2 only one — the totals are not equally likely, and the 36 individual rolls are.

Variations: “at least one”, four coins, no replacement.

At least one six. Two dice are rolled. What is the probability that at least one shows a 6?

first die 6: (6,1) … (6,6) — 6 cells

the bottom row of the grid

second die 6, first not: 5 more cells

(6,6) is already counted

P = 1136

the row and column cross once

What is different: the event is a row plus a column of the grid, and they share one cell.

Answering 13

16 + 16 = 1236 counts (6, 6) twice. Count the cells, not the dice.

Four coins. Four coins are tossed. What is the probability of at least 3 heads?

2 × 2 × 2 × 2 = 16 outcomes

too many to guess at

exactly 3: HHHT, HHTH, HTHH, THHH — 4

the T can sit in 4 places

exactly 4: HHHH — 1

“at least 3” includes 4

P = 4 + 116 = 516

add the cases

What is different: list only the event, by where the odd one out sits, instead of all sixteen outcomes.

No replacement. Two numbers are drawn one after the other, without replacement, from {1, 2, 3, 4, 5}. What is the probability that their sum is even?

5 × 4 = 20 ordered outcomes

no (3, 3): a number cannot come twice

both odd: 3 × 2 = 6; both even: 2 × 1 = 2

even sums need matching parity

P = 820 = 25

lower than the 1325 with replacement

What is different: the grid loses its diagonal, so the second draw has one choice fewer.

Coins: list them in a fixed order.

Three coins, 2 × 2 × 2 = 8 outcomes. Write all the H-first ones, then all the T-first ones.

OutcomeHeadsOutcomeHeads
HHH3THH2
HHT2THT1
HTH2TTH1
HTT1TTT0

exactly 2 heads: HHT, HTH, THH

three of them

P = 38

out of the eight

The alphabet trick

Listing HHH, HHT, HTH, HTT, THH, THT, TTH, TTT is just counting in binary with H for 0 and T for 1. Follow that order and skipping one becomes almost impossible.

On the exam

Sample-space items are usually two dice, a coin and a die, or three coins, with an event such as “the sum is prime”, “the product is odd” or “the numbers differ by 2”. Multiply to get the size, list the event in a fixed order, and remember that (2, 5) and (5, 2) are two outcomes. Shortcut: a product is odd only when every number is odd, so count the odd × odd outcomes and subtract them from the whole when the question asks for “even”.

Check: the whole space adds to 1.

Count the cells for every total. If they do not reach 36, something was missed.

2 to 6 1 + 2 + 3 + 4 + 5 = 15 below seven
7 6 the diagonal
8 to 12 5 + 4 + 3 + 2 + 1 = 15 15 + 6 + 15 = 36 ✓

Remember the flow

Multiply for the size · List in a system · Count the wins

Keep the order — (3,4) is not (4,3).
Now you try

Practice problem

The problem

A coin and a die are tossed together. What is P(head and an even number)?