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Write

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... measure the temperature on 8 days in January, and find a ... that the mean amount of garbage produced per day is 4.3 pounds, with a sample SD of 1.2* pounds. ... – PowerPoint PPT presentation

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Title: Write


1
Write
  • Describe the relationship between confidence
    level and the size of your interval.
  • That is, as each one goes up, what happens to the
    others?
  • Does this relationship make sense to you? Why or
    why not?

2
Confidence Interval for the Mean When Var(X)
Unkown
  • Wednesday 30 January 2008

3
The Confidence Interval
  • Trades accuracy for certainty.
  • Rests on two numbers
  • Sample mean
  • Some margin of error based on a probability
    distribution and the standard deviation

4
The Problem
  • We need to know something about the normal
    distribution to use Mondays method.
  • If we dont have the standard deviation, things
    get sketchy.
  • So, we use whats called the t-distribution.

5
The Student-t Distribution
  • Actually a series of distributions.
  • Its shape depends on degrees of freedom.
  • Equal to the number of observations minus the
    number of other stats you compute.
  • Since were going to compute the mean, itll
    always be equal to n-1.

6
Trivia
  • The derivation of the t-distribution was first
    published in 1908 by William Sealy Gosset, while
    he worked at a Guinness brewery in Dublin.
  • He was not allowed to publish under his own name,
    so the paper was written under the pseudonym
    Student.

7
Finding Critical Values for t-dist.
  • Youre going to use a chart.
  • It looks like this.

8
Choosing a Distribution
  • Normal (z critical value)
  • n gt 30
  • Standard deviation known
  • Student t (t-table critical value)
  • n lt 31 or
  • Standard deviation unknown
  • Always use the real standard deviation (not the
    sample standard dev.) if you have it.

9
Computing a Confidence Interval for Unknown SD
  • Point estimate of the mean.
  • Sample standard deviation.
  • Choose confidence level.
  • Determine critical value.
  • Construct margin of error.
  • Build your interval by adding and subtracting.
  • Look familiar?

10
The Only Tricky Part
  • Finding the critical value for student-t depends
    on sample size (n), which is new.
  • The degrees of freedom, keep in mind, is equal to
    n-1.
  • So determine your confidence, subtract 1 from
    the sample size, and go to the table.

11
The Margin of Error for Unknown SD
12
For Example
  • I measure the temperature on 8 days in January,
    and find a sample mean for the high of 28
    degrees, with a sample standard deviation of 5.4
    degrees.
  • Construct a 95 confidence interval for the mean.

13
Lets try a few
  • In a sample of 10 randomly-selected adults, you
    find that the mean amount of garbage produced per
    day is 4.3 pounds, with a sample SD of 1.2
    pounds.
  • For the sake of comparison, compute the interval
    if you had asked 500 people.
  • In a random sample of 12 adults, you find that
    the mean recycled waste per day is 1.2 pounds,
    with a sample SD of 0.3 pound.
  • Again, compute if n 600.

14
A few with data
  • Monthly incomes for 14 randomly-selected people
    with degrees in economics (dollars)
  • 3450 3596 3366 3455 3151 2727 3283 3527 3407 4036
    4083 2946 3023 3806
  • Monthly incomes for 10 people with degrees in
    biology
  • 2148 1978 2093 2091 2282 2223 2276 2207 2285 2159
  • Can you make a statement at the 90 confidence
    level comparing the two populations?

15
Four more.
  • In a random sample of 70 bolts, the mean length
    was 1.25 inches with an SD of 0.01 inches.
  • You took a random sample of 12 toasters, and
    found a mean price of 61.12 with an SD of
    24.62.
  • You sample 23 people visiting an emergency room,
    and found a mean wait time of 24 minutes with an
    SD of 11 minutes.
  • In a random sample of 17 shoppers at Cumbys, the
    mean amount spent was 18.13 with an SD of 6.05.

16
The Student-t Distribution
  • Its shape depends on degrees of freedom.
  • For n lt 30, use t.
  • For unknown SD, use t and the margin of error
    given by
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