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Statistical Inference & CI's

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Presentation on theme: "Statistical Inference & CI's"— Presentation transcript:

1 Statistical Inference & CI's
Confidence Intervals

2 Statistical Inference
Drawing conclusions about the population from sample data Use probability to express strength of conclusions Statistical Inference assumes your data comes from a simple random sample or randomized experiment!!! Keep this idea in mind for your BIG project…

3 Remember this? IF your data is normally distributed…
68% of the data lies within 1 standard deviation of the mean. 95% of the data lies within 2 standard deviations of the mean 99.7% of the data lies within 3 standard deviations of the mean

4 Little Lost Gargamel wants to know the true mean of Smurf BMI’s.
Smurf BMI: m = ? s = 13.72 Little Lost Gargamel wants to know the true mean of Smurf BMI’s. He takes a sample of size 30. His sample mean = 21.6 He asks you to give him an interval where you are pretty certain the whole smurf population falls…

5 Little Lost We know that is normally distributed thanks to the CENTRAL LIMIT THEOREM! Smurf BMI: m = ? s = 13.72 I’m a sample mean. 68% of us are WITHIN a s Where are you m?? 24.05? Where are you m?? 19.15? So I’m going to go hunting for m Where is my m? 2.45 2.45 Remember that 68% of the results should be within 1 std dev of the mean…

6 I am 68% certain that the population mean is between 19.15 and 24.05.
Watch Your Wording!!!! 68% of the intervals constructed with this method would contain the population mean. I am 68% certain that the population mean is between and Let’s also look at how NOT to word it…

7 68% of the time the population mean will be between 19.15 and 24.05
Watch Your Wording!!!! 68% of the time the population mean will be between and 24.05 There is a 68% chance that the population mean is between and 24.05 There is a 68% probability that the population mean is between and 24.05 So How do I Make a Confidence Interval?

8 The Formula Standard Error How to get LESS margin of error
You find these in the t-table in the back cover of your book. Check out the whiteboard for some sweet math action to find other z*’s… This depends on how confident you want to be How to get LESS margin of error Decrease confidence level Increase sample size

9 What's the Secret Ingredient?
I know the standard deviation of secret ingredient mix in the Original Recipe Chicken Bucket is 3.5 oz. I want you to be 99% confident and tell me what you think the overall mean ounceage is… In the sample of 100 buckets you asked me to look at, I found a mean of 18.2 ounces… Does that help?

10 17.2984 – 19.1016 σ = 3.5 and n = 100 So let’s look at what we know…
x-bar = z* = ? Z* = 2.576 So let’s look at what we know… Now, let’s get that interval… Looks like we need a z* for 99% Confidence…

11 What’d You Find Pardner?
What's Your Report? Good Work, Geek!!! What’d You Find Pardner? Actually sir, What he meant to say was we’re 99% certain the mean ounceage of secret ingredient is between and Aargh!! What a Moron!! Well Sir, I believe there’s a 99% chance the population mean falls between – ounces per bucket…

12 Finding Sample Size for a Desired Margin of Error
Use the formula below if you want to find the sample size you need to produce a specific margin of error A study of the career paths of hotel managers taken from an SRS of 116 found the average time they had spent with their current company was years. With a known standard deviation of 3.2 years, how large of a sample would need to be taken to estimate the mean within one year with 99% confidence? We would need a sample size of at least 68. Where m is the margin of error you are looking for!!

13 Cautions for Inference
Data must be from an SRS Inference has no correct method for data collected in a method different from SRS Outliers have a strong effect on CI’s Be sure to use the distribution of x-bar because of it’s normality For our current method, you MUST know σ

14 The Final and Biggest Warning!!!
A Few Last Warnings The margin of error in a CI covers random sampling errors Difficulties from sample surveys and opinion polls are often not covered in the margin of error 95% Confidence DOES NOT say that there is a 95% probability that the true mean falls within the interval. The True Meaning of a CI The numbers were calculated by a method that gives correct results in 95% of all samples. (you can say we are 95% confident or certain the mean is within the interval) The Final and Biggest Warning!!!

15 Using the Calculator for CI’s
Stat – Tests – 7: ZInterval - Stats Put in , x-bar, n, and C-Level *You can also use a list of stats (Data) Calculate A random sample of 60 employees of a large corporation had a sample mean of 32.5 vacation days with known standard deviation of 18.5 days. Find a 90% confidence interval for the population mean of accumulated vacation days.

16 Homework #9,10,13,18-26


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