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Conditional Probability

Author: Sophia

what's covered
This tutorial will cover the topic of conditional probability.

Table of Contents

1. Conditional Probability

What's the probability of something happening if something else has already happened? This type of probability is called conditional probability.

If you are trying to determine the probability that event B will occur, given that another event (A) has already occurred, it is written with the following notation:

P(B, given A) = P(B | A)

This is the notation of the probability that event B occurs, given event A has also occurred -- the vertical bar is pronounced "given".

Conditional probability is calculated with the following formula:

formula to know
Conditional Probability
P left parenthesis B vertical line A right parenthesis equals fraction numerator P left parenthesis A space a n d space B right parenthesis over denominator P left parenthesis A right parenthesis end fraction

The probability that event B occurs, given that event A also occurs, is the probability of both A and B occurring divided by the probability of event A.

EXAMPLE

Suppose you are rolling a standard six-sided die. What is the probability of rolling a 4?

Dice

This question is not a conditional probability yet because the question is simply about the probability that the number is a 4. To find this answer, simply find the probability of rolling a 4.

P left parenthesis 4 right parenthesis equals 1 over 6

Of the six possible outcomes, only one outcome would result in rolling a 4.

Suppose you are told that the number you rolled was even. What is the probability of getting a 4, given this information?

We can use the above formula that tells us that we need to divide the probability of rolling both a 4 and an even number by the probability of getting an even number. The probability of the event of getting a 4 and an even number is just 1 out of 6; there is only one die that has both characteristics. The probability of getting an even number is 3 out of 6.

P left parenthesis 4 space vertical line thin space E v e n right parenthesis space equals fraction numerator space P left parenthesis 4 space a n d space E v e n right parenthesis over denominator P left parenthesis E v e n right parenthesis end fraction equals fraction numerator begin display style 1 over 6 end style over denominator begin display style 3 over 6 end style end fraction equals 1 third

hint
Notice that since the fractions have the same denominator of 6, we can simplify the fraction by canceling the 6 and writing 1 over 3.


This makes sense if you consider the information we were given. If we knew that die was going to be even, this narrows our choices down to only 2, 4, or 6. Of those three outcomes, only one is a 4.

Even Numbers on Die


EXAMPLE

In a well-shuffled, standard 52 card deck, what is the probability that a card is a face card, given that it is NOT a red card?

hint
When dealing with cards, remember that a face card is a Jack, Queen, or King.
File:39091-52_cards.png

The probability that a card is a face card given that it is NOT a red card can be expressed as the conditional probability:

P open parentheses F a c e space C a r d vertical line N o t space R e d close parentheses equals fraction numerator P open parentheses F a c e space C a r d space a n d space N o t space R e d close parentheses over denominator P open parentheses N o t space R e d close parentheses end fraction

The probability that a card is both a face card AND not a red card is 6 over 52, as there are only 12 face cards in a deck, 6 that are red and 6 that are black (or "not red").

The probability that a card is NOT a red card is 26 over 52 as half of the deck of cards are black (or "not red").

So the probability of a card being a face card given that it is a NOT a red card is: P open parentheses F a c e space C a r d vertical line N o t space R e d close parentheses equals fraction numerator P open parentheses F a c e space C a r d space a n d space N o t space R e d close parentheses over denominator P left parenthesis N o t space R e d right parenthesis end fraction equals fraction numerator begin display style 6 over 52 end style over denominator begin display style 26 over 52 end style end fraction equals 6 over 26 almost equal to 0.23 space o r space 23 percent sign

try it
At the local college, 70% of classes have final exams and 40% have final research papers. 20% have both research papers and final exams.

term to know
Conditional Probability
The probability that one event occurs, given that another event has already occurred.

summary
Conditional probability is the probability of some second event occurring, given that some first event has already occurred. It's calculated by dividing the joint probability of the two events by the probability of the existing event (the one that's already happening). This formula works for all events. This isn't a special formula that works only for independent events or only for mutually exclusive events.

Source: THIS TUTORIAL WAS AUTHORED BY JONATHAN OSTERS FOR SOPHIA LEARNING. PLEASE SEE OUR TERMS OF USE.

Terms to Know
Conditional Probability

The probability that one event occurs, given that another event has already occurred.

Formulas to Know
Conditional Probability

P left parenthesis B vertical line A right parenthesis space equals space fraction numerator P left parenthesis A space a n d space B right parenthesis over denominator P left parenthesis A right parenthesis end fraction