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Dr. Michael R. Hyman, NMSU Sample Size (Click icon for audio)
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2 Relationship Between Sample Size and Error
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3 Determine Size for Probability Sample—Practical Issues Financial Statistical Managerial (how confident needed)
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4 Ways to Determine Sample Size Blind guess Available budget Bayesian considerations Rules of thumb –Main group n > 100 –Subgroups 20 < n < 100 Standards for comparable studies Statistical precision
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5 Typical Sample Sizes
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6 Statistical Precision Must know: Variability of population and individual stratum Acceptable level of sampling error Needed level of confidence Type of distribution (if non-normal)
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7 Online Sampling Calculators From DSS Research: Sample Size http://www.dssresearch.com/toolkit/sscalc/size.asp Sample Error http://www.dssresearch.com/toolkit/secalc/error.asp
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8 Sample Size Formula where: n = sample size z = confidence interval in standard error units s = standard error of the mean E = acceptable magnitude of error
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9 Sample Size Formula: Example #1 Suppose a survey researcher, studying expenditures on lipstick, wishes to have a 95% confident level (Z) and a range of error (E) of less than $2.00. The estimate of the standard deviation is $29.00.
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10 Calculation: Example #1
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11 Suppose, in the same example as the one before, the range of error (E) is acceptable at $4.00. By how much is sample size is reduced? Sample Size Formula: Example #2
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12 Calculation: Example #2
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13 99% Confidence Calculating Sample Size 1389 265.37 2 2 53.74 2 2 )29)(57.2( n 2 347 6325.18 2 4 53.74 2 4 )29)(57.2( n 2
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14 Sample Size for a Proportion
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15 2 2 E pqz n Where: n = number of items in samples Z 2 = square of confidence interval in standard error units p = estimated proportion of success q = (1-p) or estimated the proportion of failures E 2 = square of maximum allowance for error between true proportion and sample proportion, or zs p squared.
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16 Calculating Sample Size at the 95% Confidence Level 753 001225. 922. 001225 )24)(.8416.3( )035(. )4 )(. 6(.) 96 1. ( n 4.q 6.p 2 2
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