The Exponential Distribution (Optional) Quiz
The question sheet
Reveal any answer as you study-
The exponential distribution is often concerned with what?
- Time until a specific event occurs
- Ranking of ordered values
- Number of categories in data
- Area of a rectangle
Reveal answer
Answer: Time until a specific event occurs
Source evidence
PDF page 348: The exponential distribution is often concerned with the amount of time until some specific event occurs. For example, the amount of time (beginning now) until an earthquake occurs has an exponential distribution. Other examples include the length, in minutes, of long-distance business telephone calls, and the amount of time, in months, a car battery lasts. It can be shown, too, that the value of the change that you have in your pocket or purse approximately follows an exponential distribution. Values for an exponential random variable occur in the following way. There are fewer large values and more small values. For example, the amount of money customers spend in one trip to the supermarket follows an exponential distribution. There are more people who spend small amounts of money and fewer people who spend large amounts of money. Exponential distributions are commonly used in calculations of product reliability, or the length of time a product lasts.
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For exponential values, which statement about magnitudes is true?
- More large values, fewer small
- Fewer large values, more small
- All values equally likely
- No small values occur
Reveal answer
Answer: Fewer large values, more small
Source evidence
PDF page 348: The exponential distribution is often concerned with the amount of time until some specific event occurs. For example, the amount of time (beginning now) until an earthquake occurs has an exponential distribution. Other examples include the length, in minutes, of long-distance business telephone calls, and the amount of time, in months, a car battery lasts. It can be shown, too, that the value of the change that you have in your pocket or purse approximately follows an exponential distribution. Values for an exponential random variable occur in the following way. There are fewer large values and more small values. For example, the amount of money customers spend in one trip to the supermarket follows an exponential distribution. There are more people who spend small amounts of money and fewer people who spend large amounts of money. Exponential distributions are commonly used in calculations of product reliability, or the length of time a product lasts.
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Money spent in one supermarket trip is said to follow which distribution?
- Exponential
- Normal
- Uniform
- Binomial
Reveal answer
Answer: Exponential
Source evidence
PDF page 348: The exponential distribution is often concerned with the amount of time until some specific event occurs. For example, the amount of time (beginning now) until an earthquake occurs has an exponential distribution. Other examples include the length, in minutes, of long-distance business telephone calls, and the amount of time, in months, a car battery lasts. It can be shown, too, that the value of the change that you have in your pocket or purse approximately follows an exponential distribution. Values for an exponential random variable occur in the following way. There are fewer large values and more small values. For example, the amount of money customers spend in one trip to the supermarket follows an exponential distribution. There are more people who spend small amounts of money and fewer people who spend large amounts of money. Exponential distributions are commonly used in calculations of product reliability, or the length of time a product lasts.
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If a postal clerk's mean time is 4 minutes, what is the decay parameter m?
- 1
- 4
- 0.25
- 0.5
Reveal answer
Answer: 0.25
Source evidence
PDF page 348: m = . Therefore, m = = 0.25.
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For the exponential distribution, the standard deviation σ is:
- Smaller than the mean
- Zero
- Larger than the mean
- The same as the mean
Reveal answer
Answer: The same as the mean
Source evidence
PDF page 348: The standard deviation, σ, is the same as the mean. μ = σ
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What is the distribution notation for an exponential random variable?
- X ~ Exp(m)
- X ~ U(m)
- X ~ B(m)
- X ~ N(m)
Reveal answer
Answer: X ~ Exp(m)
Source evidence
PDF page 348: The distribution notation is X ~ Exp(m). Therefore, X ~ Exp(0.25).
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In the probability density function, the number e is approximately:
- 2.71828
- 1.61803
- 3.14159
- 0.57722
Reveal answer
Answer: 2.71828
Source evidence
PDF page 348: The probability density function is f(x) = me . The number e = 2.71828182846... It is a number that is used
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The exponential graph is described as what kind of curve?
- A flat line
- A bell curve
- A rising curve
- A declining curve
Reveal answer
Answer: A declining curve
Source evidence
PDF page 349: Notice the graph is a declining curve. When x = 0,
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What is the maximum value on the y-axis of the exponential graph?
- m
- 1
- e
- 0
Reveal answer
Answer: m
Source evidence
PDF page 349: = (0.25)(1) = 0.25 = m. The maximum value on the y-axis is m.
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For the postal clerk, what is P(4 < x < 5)?
- 0.2500
- 0.6321
- 0.7135
- 0.0814
Reveal answer
Answer: 0.0814
Source evidence
PDF page 350: = P(x < 5) – P(x < 4) = 0.7135 − 0.6321 = 0.0814.
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Half of all postal clerk customers are finished within how long?
- 5.0 minutes
- 4.0 minutes
- 0.25 minutes
- 2.8 minutes
Reveal answer
Answer: 2.8 minutes
Source evidence
PDF page 350: P(x < k) = 0.50, k = 2.8 minutes (calculator or computer)
PDF page 350: Half of all customers are finished within 2.8 minutes. You can also do the calculation as follows:
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For the postal clerk example, which is larger?
- The median
- They are equal
- Cannot tell
- The mean
Reveal answer
Answer: The mean
Source evidence
PDF page 351: c. From Part b, the median or 50 percentile is 2.8 minutes. The theoretical mean is four minutes. The mean is
High School Statistics
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