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The Practice of Statistics

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1 The Practice of Statistics
Daniel S. Yates The Practice of Statistics Third Edition Chapter 5: Producing Data Copyright © 2008 by W. H. Freeman & Company

2 Sampling Frame The list of individuals from which a sample is actually selected. The sampling frame should include all individuals from the population.

3 4 Potential Sources of Bias (even with a well chosen sample)
Undercoverage Nonresponse Response Wording of Questions

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5 Response Bias Response bias occurs when sample results are inaccurate.
Possible causes are: behavior of the respondent or of the interviewer reluctance to admit illegal or unpopular behavior faulty memory race or sex of the interviewer

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7 Wording of Questions is the most important influence on the answers given to a sample survey. Confusing or leading questions can introduce strong bias, and even minor changes in wording can change a survey’s outcome. Questions should be clear and neutral (not slanted toward one of the answer choices).

8 Can you believe the results?
Insist on knowing the exact questions asked, the rate of nonresponse, and the date and method of the survey before you trust a poll result.

9 Inference about Population
Sample results will vary while population parameters do not. Larger random samples give more precise results than smaller samples.


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