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Module 6: Continuous 
Probability Distributions
The Uniform Distribution 
The uniform probability 
distribution is perhaps 
the simplest distribution 
for a continuous random 
variable. 
This distribution is 
rectangular in shape and 
is defined by minimum 
and maximum values.
The Uniform Distribution – Mean and 
Standard Deviation
Southwest Arizona State University provides bus service to students while 
they are on campus. A bus arrives at the North Main Street and 
College Drive stop every 30 minutes between 6 A.M. and 11 P.M. 
during weekdays. Students arrive at the bus stop at random times. The 
time that a student waits is uniformly distributed from 0 to 30 
minutes. 
1. Draw a graph of this distribution. 
2. Show that the area of this uniform distribution is 1.00. 
3. How long will a student “typically” have to wait for a bus? In other 
words, what is the mean waiting time? What is the standard deviation 
of the waiting times? 
4. What is the probability a student will wait more than 25 minutes? 
5. What is the probability a student will wait between 10 and 20 
minutes?
The length of time patients must wait to see a doctor in a local clinic is uniformly 
distributed between 15 minutes and 2 1/2 hours. 
• What is the probability that a patient would have to wait between ¾ of an hour 
and 2 hours? 
• Calculate the probability that a patient would have to wait over 2 hours. 
The travel time for a college student traveling between her home and her 
college is uniformly distributed between 40 and 90 minutes. 
• What is the probability that she will finish her trip in 80 minutes or 
less? 
• What is the probability that her trip will take longer than 60 minutes? 
• What is the Standard Deviation of the distribution?
Characteristics of Normal Curve
Characteristics of Normal Curve
Areas Under the Curve
Applications of Normal Distribution 
• A plant manager knows that the number of boxes of supplies 
received weekly is normally distributed with a mean of 200 
and a standard deviation of 20. 
– What percentage of the time will the number of boxes 
received weekly be greater than 210 or Less than 180? 
– What percentage of the time will the number of boxes 
received weekly be greater than 200 
– What percentage of the time will the number of boxes 
received weekly be less than 160? 
What percentage of the time will the number of boxes 
received weekly be greater than 210 or Less than 180? 
– What percentage of the time will the number of boxes 
received weekly be greater than 175
Normal Approximation to Binomial: 
Continuity Correction Factor 
The “Test” … 푛 푥 푝 > 5 퐴푁퐷 푛 푥 푞 > 5 
Apply a Continuity Correction Factor of 0.50 to convert a Discrete 
Variable to a Continuous Variable
Normal Approximation to the Binomial 
• The probability that a call to an emergency help line is 
answered in less than 10 seconds is 0.8. Assume that 
the calls are independent of each other. Using the 
normal approximation for binomial with a correction 
for continuity, the probability that at least 75 of 100 
calls are answered within 10 seconds is approximately 
_______ 
• Assuming an equal chance of a new baby being a boy 
or a girl we would like to find the probability of 40 or 
more of the next 100 births at a local hospital will be 
boys. Use the normal approximation for binomial with 
a correction for continuity.
The “Magic Formula” for Normal 
Distribution!
Solving for X 
• Suppose you are working with a data set that 
is normally distributed with a mean of 400 
and a standard deviation of 20. Determine 
the value of x such that 60% of the values are 
greater than x. 
• Suppose x is a normal random variable with 
mean 60 and standard deviation 2. A z score 
was calculated for a number, and the z score is 
3.4. What is x?
Solving for σ and/or μ 
• The weight of a product is normally distributed 
with a mean 5 ounces. A randomly selected unit 
of this product weighs 7.1 ounces. The probability 
of a unit weighing more than 7.1 ounces is .0014. 
The production supervisor has lost files 
containing various pieces of information 
regarding this process including the standard 
deviation. Determine the value of standard 
deviation for this process.
Solving for σ and/or μ 
• If the mileage per gallon for a car is normally 
distributed, 32 mpg has a z-score of 1.2, and 24 
mpg has a z-score of -.4, what is the mean mpg of 
the distribution? 
• Given the length an athlete throws a hammer is a 
normal random variable with a standard deviation 
of 5 feet. If the probability he throws it no less 
than 55 feet is 15.87%, what is the average 
distance an athlete can throw a hammer?

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Module 6 Lecture Notes

  • 1. Module 6: Continuous Probability Distributions
  • 2. The Uniform Distribution The uniform probability distribution is perhaps the simplest distribution for a continuous random variable. This distribution is rectangular in shape and is defined by minimum and maximum values.
  • 3. The Uniform Distribution – Mean and Standard Deviation
  • 4. Southwest Arizona State University provides bus service to students while they are on campus. A bus arrives at the North Main Street and College Drive stop every 30 minutes between 6 A.M. and 11 P.M. during weekdays. Students arrive at the bus stop at random times. The time that a student waits is uniformly distributed from 0 to 30 minutes. 1. Draw a graph of this distribution. 2. Show that the area of this uniform distribution is 1.00. 3. How long will a student “typically” have to wait for a bus? In other words, what is the mean waiting time? What is the standard deviation of the waiting times? 4. What is the probability a student will wait more than 25 minutes? 5. What is the probability a student will wait between 10 and 20 minutes?
  • 5. The length of time patients must wait to see a doctor in a local clinic is uniformly distributed between 15 minutes and 2 1/2 hours. • What is the probability that a patient would have to wait between ¾ of an hour and 2 hours? • Calculate the probability that a patient would have to wait over 2 hours. The travel time for a college student traveling between her home and her college is uniformly distributed between 40 and 90 minutes. • What is the probability that she will finish her trip in 80 minutes or less? • What is the probability that her trip will take longer than 60 minutes? • What is the Standard Deviation of the distribution?
  • 9. Applications of Normal Distribution • A plant manager knows that the number of boxes of supplies received weekly is normally distributed with a mean of 200 and a standard deviation of 20. – What percentage of the time will the number of boxes received weekly be greater than 210 or Less than 180? – What percentage of the time will the number of boxes received weekly be greater than 200 – What percentage of the time will the number of boxes received weekly be less than 160? What percentage of the time will the number of boxes received weekly be greater than 210 or Less than 180? – What percentage of the time will the number of boxes received weekly be greater than 175
  • 10. Normal Approximation to Binomial: Continuity Correction Factor The “Test” … 푛 푥 푝 > 5 퐴푁퐷 푛 푥 푞 > 5 Apply a Continuity Correction Factor of 0.50 to convert a Discrete Variable to a Continuous Variable
  • 11. Normal Approximation to the Binomial • The probability that a call to an emergency help line is answered in less than 10 seconds is 0.8. Assume that the calls are independent of each other. Using the normal approximation for binomial with a correction for continuity, the probability that at least 75 of 100 calls are answered within 10 seconds is approximately _______ • Assuming an equal chance of a new baby being a boy or a girl we would like to find the probability of 40 or more of the next 100 births at a local hospital will be boys. Use the normal approximation for binomial with a correction for continuity.
  • 12. The “Magic Formula” for Normal Distribution!
  • 13. Solving for X • Suppose you are working with a data set that is normally distributed with a mean of 400 and a standard deviation of 20. Determine the value of x such that 60% of the values are greater than x. • Suppose x is a normal random variable with mean 60 and standard deviation 2. A z score was calculated for a number, and the z score is 3.4. What is x?
  • 14. Solving for σ and/or μ • The weight of a product is normally distributed with a mean 5 ounces. A randomly selected unit of this product weighs 7.1 ounces. The probability of a unit weighing more than 7.1 ounces is .0014. The production supervisor has lost files containing various pieces of information regarding this process including the standard deviation. Determine the value of standard deviation for this process.
  • 15. Solving for σ and/or μ • If the mileage per gallon for a car is normally distributed, 32 mpg has a z-score of 1.2, and 24 mpg has a z-score of -.4, what is the mean mpg of the distribution? • Given the length an athlete throws a hammer is a normal random variable with a standard deviation of 5 feet. If the probability he throws it no less than 55 feet is 15.87%, what is the average distance an athlete can throw a hammer?