**Quantitative Methods: Basic Concepts**

**Reading 8. Probability Concepts**

**Learning Outcome Statements**

e. explain the multiplication, addition, and total probability rules;

f. calculate and interpret 1) the joint probability of two events, 2) the probability that at least one of two events will occur, given the probability of each and the joint probability of the two events, and 3) a joint probability of any number of independent events.

g. distinguish between dependent and independent events;

*CFA Curriculum, 2020, Volume 1*

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### Subject 3. Addition Rule for Probabilities: the Probability that at Least One of Two Events Will Occur

Such probabilities are calculated using the

**addition rule for probabilities**.

The logic behind this formula is that when P(A) and P(B) are added, the occasions on which A and B both occur are counted twice. To adjust for this, P(AB) is subtracted.

If events A and B are mutually exclusive, the joint probability of A and B is 0. Consequently, the probability that either A or B occurs is simply the sum of the unconditional probabilities of A and B: P (A or B) = P(A) + P(B).

What is the probability that a card selected from a deck will be either an ace or a spade? The relevant probabilities are:

P(ace) = 4/52; P(spade) = 13/52

The only way in which an ace and a spade can both be drawn is to draw the ace of spades. There is only one ace of spades, so:

P(ace and spade) = 1/52.

The probability of an ace or a spade can be computed as:

P(ace) + P(spade) - P(ace and spade) = 4/52 + 13/52 - 1/52 = 16/52 = 4/13.

Consider the probability of rolling dice twice and getting a 6 on at least one of the rolls. The events are defined in the following way:

Event A: 6 on the first roll: p(A) = 1/6

Event B: 6 on the second roll: p(B) = 1/6

P(A and B) = 1/6 x 1/6

P(A or B) = 1/6 + 1/6 - 1/6 x 1/6 = 11/36

The same answer can be computed using the following (admittedly convoluted) approach: Getting a 6 on either roll is the same thing as not getting a number from 1 to 5 on both rolls. This is equal to: 1 - P(1 to 5 on both rolls).

The probability of getting a number from 1 to 5 on the first roll is 5/6. Likewise, the probability of getting a number from 1 to 5 on the second roll is 5/6. Therefore, the probability of getting a number from 1 to 5 on both rolls is: 5/6 x 5/6 = 25/36. This means that the probability of not getting a 1 to 5 on both rolls (getting a 6 on at least one roll) is: 1-25/36 = 11/36.

Despite the convoluted nature of this method, it has the advantage of being easy to generalize to three or more events. For example, the probability of rolling dice three times and getting a six on at least one of the three rolls is: 1 - 5/6 x 5/6 x 5/6 = 0.421

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**User Contributed Comments**
6

You need to log in first to add your comment. ###### cleopatraliao

I actually prefer the admittedly convluted approach as to me it is more intuitive...I'm a bit confused about the last bit "Consider the probablility of rolling a dice twice&getting a 6 on at least one of the rolls. P(A or B)=1/6+1/6-1/6*1/6=11/36(even though I know it's the correct answer) but why does it have to minus 1/6*1/6...isn't p(A&B) is also part of the "prob of getting a 6 on at least one of the rolls?)

###### breakman

The key word is atleast once, so you should not count it roll a 6 and another 6

###### rsanfo

Think of it like a Venn diagram with overlapping circles. The left circle is 1/6 or 6/36 (first roll). The right circle is 6/36 (second roll). The union (1/36 for both rolls being a 6) is subtracted. So 6/36 + 6/36 - 1/36 = 11/36.

###### darin3200

But "at least" is meaning the probability of getting one, or more, 6s. So why would we exclude the probability of getting 2?

###### johntan1979

I agree.

Getting 6 on one of the rolls = P(A or B)

Getting 6 on "at least" one of the rolls = P(A or B) + P(AB) = P(A) + P(B) = 1/3

###### Shaan23

Better for AT LEAST questions to always do the complement. Probability of getting NO 6's is (5/6)(5/6) = 25/36

1-25/36 = 11/36 <--at least one 6