BA 201 Lecture 13 Sample Size Determination and Ethical Issues.

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Presentation transcript:

BA 201 Lecture 13 Sample Size Determination and Ethical Issues

Topics Confidence Interval Estimation for the Mean ( Unknown) Confidence Interval Estimation for the Proportion Determining Sample Size Confidence Interval Estimation and Ethical Issues

Assumptions Population standard deviation is unknown If population is normal, small sample can be used If population is not normal, use large sample Use Student’s t Distribution Confidence Interval Estimate Confidence Interval for ( Unknown)

Student’s t Distribution Z t 0 t (df = 5) t (df = 13) Bell-Shaped Symmetric ‘Fatter’ Tails Standard Normal

Student’s t Table Upper Tail Area df t t Values Let: n = 3 df = n - 1 = 2  =.10  /2 =.05  / 2 =.05

Example

PHStat | Confidence Interval | Estimate for the Mean, sigma unknown Example in Excel Spreadsheet Confidence Interval for ( Unknown) in PHStat

Confidence Interval Estimate for Proportion Assumptions Two categorical outcomes Population follows Binomial distribution Normal approximation can be used if and Confidence Interval Estimate

Example A random sample of 400 Voters showed 32 preferred Candidate A. Set up a 95% confidence interval estimate for p.

Confidence Interval Estimate for Proportion in PHStat PHStat | Confidence Interval | Estimate for the Proportion … Example in Excel Spreadsheet

Elements of Confidence Interval Estimation Level of Confidence Confidence in which the interval will contain the unknown population parameter Precision (Sampling Error) Closeness to the unknown parameter Cost (Sample Size) Cost required to obtain a sample of size n

Level of Confidence Denoted by A Relative Frequency Interpretation In the long run, of all the confidence intervals that can be constructed will contain the unknown parameter A Specific Interval Will Either Contain or Not Contain the Parameter No probability involved in a specific interval

Factors Affecting Interval Width (Precision) Data Variation Measured by Sample Size Level of Confidence Intervals Extend from © T/Maker Co. Sampling Error =

Determining Sample Size (Cost) Too Big: Requires too many resources Too small: Won’t do the job

Determining Sample Size for Mean What sample size is needed to be 90% confident of being correct within ± 5? A pilot study suggested that the standard deviation is 45. Round Up pp

Determining Sample Size for Proportion Out of a population of 1,000, we randomly selected 100 of which 30 were defective. What sample size is needed to be within ± 5% with 90% confidence? Round Up

Obtaining Sample Size in PHStat PHStat | Sample Size | Determination for the mean… PHStat | Sample Size | Determination for the proportion… Here’s an Excel spreadsheet that contains the result of the previous examples:

Ethical Issues Confidence Interval (Reflects Sampling Error) Should Always be Reported Along with the Point Estimate The Level of Confidence Should Always be Reported The Sample Size Should be Reported An Interpretation of the Confidence Interval Estimate Should Also be Provided pp

Some Examples of Good and Bad Reporting Here is a link to a really terrible reporting Here Here is a link to a really bad practice Here Here is a link to some not so bad practices Here Here is a link to a better practice Here

Summary Discussed Confidence Interval Estimation for the Mean ( Unknown) Addressed Determining Sample Size Discussed Confidence Interval Estimation and Ethical Issues