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Confidence Interval with t
βBased on the sample, we are ____% confident that the population mean, π, is between _____ and ____.β 11/17/2018
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Confidence Interval with t, instead of z
Inputs Outputs A sample of π items A list of π data values measured in the sample The mean of the sample data, π₯ The population standard deviation, π, is unknown A chosen βConfidence Levelβ, like 90%, 95%, 99% βMargin of Errorβ, πΈ=π‘ πΌ/2 β π π A low-to-high confidence interval, centered at your sample mean: π₯ βπΈ to π₯ +πΈ βIβm ___% sure that the population mean, is in this interval.β 11/17/2018
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When should you use π‘ instead of π§?
Anytime that the population standard deviation, π is unknown, but we can use our sample standard deviation, π , in its place. ~ ~ ~ AND ~ ~ ~ At least one of these conditions is true: Itβs a βlargeβ sample, sample size πβ₯30 Or you know that the population is normally distributed 11/17/2018
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What is this new π‘, anyway?
When the population standard deviation π is unknown, we have more uncertainty. π‘ is kind of like π§ but it takes this extra uncertainty into account. So π‘ πΌ/2 will be a little bigger than the π§ πΌ/2 . Other than that, itβs all going to work the same as the π§ worked. Your challenge is to know when to use which. 11/17/2018
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Example β Hours of studying
Problem By-hand solution Sample of π=78 students surveyed Sample mean π₯ =15.0 hours of studying per week Suppose π= is unknown. But supppose our sample standard deviation π=π.π Find the 95% confidence interval for hours studied. From page 361 of Beginning Statistics, by Warren, Denley, and Atchley, Β© 2008 Hawkes Learning Systems. Find π‘ πΌ/2 corresponding to 95% confidence interval and the degrees of freedom, π.π.=πβ1 Find πΈ= π‘ πΌ/2 β π π Form the confidence interval: π₯ βπΈ<π< π₯ +πΈ 11/17/2018
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Example β Hours of studying
Details By-hand solution Table F: The t Distributions 95% in the middle 5%, or 0.05 in two tails βDegrees of Freedomβ, ππ = π β 1 = 78β1 = 77 Column βTwo tails 0.05β Row ππ=75 is closest π‘ πΌ/2 =1.992 Find π‘ πΌ/2 corresponding to 95% confidence interval. Find πΈ= π‘ πΌ/2 β π π Form the confidence interval: π₯ βπΈ<π< π₯ +πΈ 11/17/2018
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Example β Hours of studying
Details By-hand solution πΈ=1.992β πΈ=0.52 Confidence interval is 15β0.52<π< 14.48<π<15.52 hours of studying per week Find π‘ πΌ/2 corresponding to 95% confidence interval. Find πΈ= π§ πΌ/2 β π π Form the confidence interval: π₯ βπΈ<π< π₯ +πΈ 11/17/2018
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What does it mean? Details Interpretation πΈ=1.992β 2.3 78 πΈ=0.52
πΈ=1.992β πΈ=0.52 Confidence interval is 15β0.52<π< 14.48<π<15.52 hours of studying per week The true mean is within 0.52 hours, high or low, of our sample mean Weβre 95% confident of that. Weβre 95% confident that the true mean number of hours studied is between and hours/wk. 11/17/2018
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Exact π‘ πΌ/2 values The printed table is limited.
We had to take the closest row. Exact value using TI-84 invT(area to left, df) Compare to our closest row 1.992 11/17/2018
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Example 7-5: Using Table F
(From Bluman slides, Β© McGraw Hill) Find the tΞ±/2 value for a 95% confidence interval when the sample size is Degrees of freedom are d.f. = 21. Bluman, Chapter 7
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Compare that to invT 95% confidence interval, df = 21
The table says π‘ πΌ/2 =2.080 TI-84 invT gives exact value Compare to π§ πΌ/2 value You can see how π‘ is βwiderβ, building in the added uncertainty because πΌ is unknown. 11/17/2018
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Example β Hours of studying
Problem TI-84 Solution Sample of π=78 students surveyed Sample mean π₯ =15.0 hours of studying per week Suppose π is unknown, but we have π =2.3. Find the 95% confidence interval for hours studied. From page 361 of Beginning Statistics, by Warren, Denley, and Atchley, Β© 2008 Hawkes Learning Systems. STAT, TESTS, 8:TIinterval Note Inpt: Stats Highlight Calculate Press ENTER 11/17/2018
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Example β Hours of studying
Problem TI-84 Solution Sample of π=78 students surveyed Sample mean π₯ =15.0 hours of studying per week Suppose π is unknown, but we have π =2.3. Find the 95% confidence interval for hours studied. From page 361 of Beginning Statistics, by Warren, Denley, and Atchley, Β© 2008 Hawkes Learning Systems. 11/17/2018
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How big of a sample do I need?
Calculations with z What about with t? βI want a ____% confidence level.β (which determines the π§ πΌ/2 value) with a margin of error thatβs no larger than πΈ.β π= π§βπ πΈ 2 and bump up All of the formulaβs inputs are conveniently known in advance! We donβt do this with t. Itβs too complicated for us right now. Trouble spots: π and π‘ πΌ/2 are interdependent (via d.f.) We donβt know π until we have the sample. But we were depending on this to give us the sample size to take! 11/17/2018
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When you have only the raw data
Many book problems are nice Raw data only more real-life Textbook problems are nice to you, usually They usually just tell you the π₯ , the π, the π , and the desired confidence interval %. They do this to save time They do this so you can focus on the big picture, finding the confidence interval Youβre doing your own real-life statistical research All you have is the raw data, a bunch of measurements. But if you have only the raw data, you have to calculate the π₯ and the π and the π . Book tells you only π and which confidence level % And then apply the formula. 11/17/2018
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When you have raw data and TI-84
Put the data into a TI-84 list, such as L1. If there are frequencies, put them into list L2. Choose Inpt: Data, instead of Stats Tell it which List (like 2ND 1 for L1) If no frequencies, keep Freq:1 C-Level decimal as usual. Highlight Calculate Press ENTER. 11/17/2018
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Example 7-3: Credit Union Assets (from Bluman Β© McGraw Hill)
The following data represent a sample of the assets (in millions of dollars) of 30 credit unions in southwestern Pennsylvania. Find the 90% confidence interval of the mean. (Assume that the population is not normally distributed and that π is not known, so use t.) The data: (see, π = 30) Bluman, Chapter 7
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Example 7-3: Credit Union Assets
Step 4: Substitute in the formula. (BUT TRY TI-84 LIST INSTEAD) Recall Blumanβs π version got this: One can be 90% confident that the population mean of the assets of all credit unions is between $6.752 million and $ million, based on a sample of 30 credit unions. Our TI-84 π‘ version β compare to the Zinterval result: Bluman, Chapter 7
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