What is Probability?• Probability is the likelihood or chance of a particular outcome in relation to all possible outcomes • Implies a division or ratio relationship: Occurrence of Parti
Trang 1Calculate Probability of a Given
OutcomePrinciples of Cost Analysis and
Management
Trang 2The Dice Game
• Divide the students into equal groups
• Each group receives a pair of dice
• Students will each roll the dice five times,
keeping track of the total of each roll
• There will be a prize for highest individual
score and lowest individual score
• There will be a prize for the group that finishes the task first
Trang 3Terminal Learning Objective
• Action: Calculate probability of a given outcome
• Condition: You are a cost advisor technician with
access to all regulations/course handouts, and awareness of Operational Environment
(OE)/Contemporary Operational Environment
(COE) variables and actors.
• Standard: With at least 80% accuracy:
• Identify and enter relevant report data into macro
enabled templates to solve Probability equations
Trang 4What is Probability?
• Probability is the likelihood or chance of a particular outcome in relation to all possible outcomes
• Implies a division or ratio relationship:
Occurrence of Particular Outcome
Occurrence of All Outcomes
• Defining all possible outcomes in real-life scenarios
can be difficult, if not impossible
• To help us understand the concept of probability we use simple examples with easily determined outcomes
Trang 5What is Probability?
• The probability of an outcome must be a
number between 0 and 1 (inclusive)
• Probabilities are frequently stated as
percentages
• Probability of an impossible event is 0 or 0%
• Probability of an absolutely certain event is 1
or 100%
Trang 6What is Probability?
• Example: What are the possible outcomes
when flipping a single coin?
Heads -or- Tails
• What is the chance or probability of Heads?
• Heads is one of only two possible outcomes
• The probability is 1/2 or 50% (with a fair coin)
• Probability of Tails is also 50%
Trang 83 One Head and one Tail
4 One Tail and one Head
Trang 9Defining Outcomes
• What is the probability of each outcome?
Outcome Possible Ways to Achieve
Outcome /Total = Probability%
Trang 10Check on Learning
• What is the probability of an impossible
event?
• The sum of the probabilities of all possible
outcomes must be equal to?
Trang 11The Dice Game
• What are the possible outcomes for the total of both dice when rolling a pair of dice?
• Look at the results of the game to see what
different outcomes occurred
• It is possible to roll any of the following totals:
• 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, or 12
• How many of each outcome actually occurred?
• How many in proportion to the total number of rolls?
Trang 12The Dice Game
Outcome Possible Ways to Achieve Number of Ways Probability
Trang 13Calculating Probability
1 Define all possible or relevant outcomes
2 Determine number of ways of achieving the particular
outcome
3 Determine total number of ways of achieving all possible or relevant outcomes
4 Divide the number of ways of achieving the particular
outcome by the total ways of achieving all possible or
relevant outcomes
5 Probability =
Number of ways of achieving the particular outcome
Total number of ways of achieving all outcomes
Trang 14Practice Problems
• When rolling a pair of dice, what is the
probability of rolling a total divisible by 5?
• Of all of the possible outcomes (2-12), which ones are divisible by 5?
• How many ways of achieving each of those?
Trang 15Practice Problems
• When rolling a pair of dice, what is the
probability of an even numbered total?
• Of all of the possible outcomes (2-12), which ones are even?
• How many ways of achieving each of those?
Trang 16Practice Problems
• When rolling a pair of dice, what is the
probability of a total divisible by 4? By 3?
• How would you approach this problem?
Trang 17Practice Problems
• The bag of candy has 20 red candies, 10
yellow and 5 green You reach in and take
one What is the probability of getting a green one? A red? A yellow?
• What are the possible outcomes?
• How many ways to achieve each outcome?
Trang 19Probability of Negative Outcome
• It may not be relevant to define the probabilities of all possible outcomes
• What may be relevant is to define two possible
outcomes:
• Positive – a particular outcome
• Negative – all other outcomes
• If the probability of one is known, the other can be
calculated
• Probability of Positive = P
• Probability of Negative = 100% - P
Trang 20Probability of Negative Outcome
• Example: When tossing two coins, what is the probability of at least one Head?
• Positive outcome = at least one Head
• Negative outcome = no Heads
Trang 21Probability of Negative Outcome
• What are the possible ways to achieve a
positive outcome?
• Three ways: Head-Head, Head-Tail, Tail-Head
• What are the possible ways to achieve a
negative outcome?
• One way: Tail-Tail
• Probability of at least one Head is 3/4 or 75%
• Probability of no Heads is 1/4 or 25%
Trang 22Practice Problems
• When rolling a pair of dice, what is the
probability of NOT rolling a total of 6?
• Of NOT rolling a total of 7?
• What is the probability of NOT rolling a
number divisible by 5?
Trang 23Practice Problems
• The probability of passing a certain class is
known to be 80% What is the probability of NOT passing?
Trang 24Check on Learning
• How would you express the probability of NOT being struck by lightning?
• What is the probability of NOT rolling a 2
when rolling two dice?
Trang 25Independent Scenarios
• The probability that two independent outcomes
will BOTH occur is equal to the product of both
Trang 26Independent Scenarios
• When tossing two coins, what is the
probability of achieving two Heads twice in a row?
• The 2 nd toss is not dependent upon the 1 st
• Probability of two Heads on the 1 st toss = 25%
• Probability of two Heads on the 2 nd toss = 25%
• Probability of two Heads on both tosses =
25% * 25% = 6.25%
Trang 32Check on Learning
• Even if the probabilities of two independent events are not known, what can be said about the probability of BOTH events occurring?
Trang 35Conditional Probability
• What is the desired “Outcome A”? Both pass
• What is the “Condition B” or given? Bob passes
Probability of BOTH Ted and Bob passing
Probability of Bob passing
= Probability of Ted * Probability of Bob
Probability of Bob
= 60% * 95%
95%
Trang 36Conditional Probability
• What is the desired “Outcome A”? Both pass
• What is the “Condition B” or given? Bob passes
Probability of BOTH Ted and Bob passing
Probability of Bob passing
= Probability of Ted * Probability of Bob
Probability of Bob
= 60% * 95%
95%
= 60%
Trang 37Conditional Probability
• What is the desired “Outcome A”? Both pass
• What is the “Condition B” or given? Bob passes
Probability of BOTH Ted and Bob passing
Probability of Bob passing
= Probability of Ted * Probability of Bob
Probability of Bob
= 60% * 95%
95%
Trang 38Conditional Probability
• What is the desired “Outcome A”? Both pass
• What is the “Condition B” or given? Bob passes
Probability of BOTH Ted and Bob passing
Probability of Bob passing
= Probability of Ted * Probability of Bob
Probability of Bob
= 60% * 95%
95%
= 60%
Trang 39Conditional Probability
• What is the desired “Outcome A”? Both pass
• What is the “Condition B” or given? Bob passes
Probability of BOTH Ted and Bob passing
Probability of Bob passing
= Probability of Ted * Probability of Bob
Probability of Bob
= 60% * 95%
95%
Trang 40Conditional Probability
• What is the desired “Outcome A”? Both pass
• What is the “Condition B” or given? Bob passes
Probability of BOTH Ted and Bob passing
Probability of Bob passing
= Probability of Ted * Probability of Bob
Probability of Bob
= 60% * 95%
95%
= 60%
Trang 41Conditional Probability
• If the probability of the Outcome A is truly
independent of Condition B, then…
• The probability of Outcome A given
Conditional Outcome B will be equal to the
probability of Outcome A alone:
Probability of A * Probability of B
Probability of B
Trang 42What If?
• What if Bob and Ted are brothers who are
extremely competitive? Given that Bob has
already passed the course, will the probability
of Ted passing the course change?
• We can’t say exactly how Bob’s passing the
course will affect Ted, but it seems likely that it will
• If the probability of A given B is different than the probability of A alone, then we say the two
outcomes are dependent
Trang 43Check on Learning
• 10% of students receive an A in English and
15% receive an A in Math What is the
probability of receiving an A in both classes?
• If you have already received an A in English,
what is the probability of receiving an A in
Math?
• Are there any other factors that might affect your actual outcome?
Trang 44Practical Exercise