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Figure 13.1 Relationship to the Previous Chapters & The Marketing Research Process
Figure 13.1 Relationship of Sample Size Determination to the Previous Chapters and the Marketing Research Process
Focus of This Chapter
Relationship toPrevious Chapters
Relationship to MarketingResearch Process
• Statistical Approach to Determining Sample Size
• Adjusting the Statistically Determined Sample Size
• Research Design Components (Chapter 3)
• Sampling Design Process (Chapter 12)
Problem Definition
Approach to Problem
Field Work
Data Preparation and Analysis
Report Preparationand Presentation
Research Design
Application to Contemporary Issues
Technology EthicsInternational
Be
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Opening VignetteW
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Definitions and Symbols
The Sampling Distribution
Statistical Approach to Determining Sample Size
Confidence Interval Approach
Adjusting the Statistically Determined Sample Size
Figs 13a.1-13a.3
Fig 13.3
Fig 13.4
Table 13.2
Appendix 13a
Table 13.1
Figure 13.2 Final and Initial Sample Size Determination: An Overview
Definitions and Symbols• Parameter: A parameter is a summary description of a
fixed characteristic or measure of the target population.A parameter denotes the true value which would be obtained if a census rather than a sample was undertaken.
• Statistic: A statistic is a summary description of a characteristic or measure of the sample. The sample statistic is used as an estimate of the population parameter.
• Finite Population Correction: The finite population correction (fpc) is a correction for overestimation of the variance of a population parameter, e.g., a mean or proportion, when the sample size is 10% or more of the population size.
Definitions and Symbols
• Precision level: When estimating a population parameter by using a sample statistic, the precision level is the desired size of the estimating interval. This is the maximum permissible difference between the sample statistic and the population parameter.
• Confidence interval: The confidence interval is the range into which the true population parameter will fall, assuming a given level of confidence.
• Confidence level: The confidence level is the probability that a confidence interval will include the population parameter.
Figure 13.3 The Confidence Interval Approach and Determining Sample Size
Confidence IntervalApproach
Means Proportions
The Confidence Interval Approach
Calculation of the confidence interval involves determining a distance
below (X L) and above (X U) the population mean ( ), which contains a
specified area of the normal curve.
The z values corresponding to XL and XU are
zL =XL - x
zU =
X U - x
The Confidence Interval Approach
The Confidence Interval Approach
The confidence interval is given by
We can now set a 95% confidence interval around the sample mean of $182.
The 95% confidence interval is given by
+ 1.96
= 182.00 + 1.96(3.18) = 182.00 + 6.23
Thus the 95% confidence interval ranges from $175.77 to $188.23.
X zx
x = n = 55/ 300 = 3.18
X x
XL
_XU
_X_
0.475 0.475
Figure 13.4 95% Confidence Interval
Adjusting the Statistically Determined Sample Size
Incidence rate refers to the rate of occurrence or the percentage of persons eligible to participate in the study.
In general, if there are c qualifying factors with an incidence of Q1, Q2, Q3, ...QC,each expressed as a proportion,
Incidence rate = Q1 x Q2 x Q3....x QC
Initial sample size = Final sample size .
Incidence rate x Completion rate
Figure 13A.1 Finding Probabilities Corresponding to Known Values
µ-3 µ-2 µ-1 µ µ+1 µ+2 µ+3
35
-3
40
-2
45
-1
50
0
55
+1
60
+2
65
+3
(µ=50, =5)
Z Scale
Area is 0.3413
Area between µ and µ + 1 = 0.3431Area between µ and µ + 2 = 0.4772Area between µ and µ + 3 = 0.4986
X Scale
Figure 13A.2 Finding Values Corresponding to Known Probabilities
Area is 0.500Area is 0.450
Area is 0.050
X 50X Scale
-Z 0
Z Scale
Figure 13A.3 Finding Values Corresponding to Known Probabilities: Confidence Interval
Area is 0.475Area is 0.475
X 50X
Scale
-Z 0Z
Scale
Area is 0.025Area is 0.025
+Z