Title: Sampling: Final and Initial Sample Size Determination
1Chapter XII
Sampling Final and Initial Sample Size
Determination
2 Chapter Outline 1) Overview 2)
Definitions and Symbols 3) The Sampling
Distribution 4) Statistical approaches to
Determining Sample Size 5) Confidence Intervals
i. Sample Size Determination Means ii.
Sample Size Determination Proportions
36) Adjusting the Statistically Determined Sample
Size 7) Non-response Issues in Sampling i.
Improving the Response Rates ii. Adjusting
for Non-response 8) Internet and Computer
Applications 9) Summary
4Symbols for Population and Sample Variables
Table 12.1
-
-
-
-
-
595 Confidence Interval
Figure 12.1
0.475
0.475
6Sample Size Determination for Means and
Proportions
Table 12.2
-
-
7Sample Size For Estimating Multiple Parameters
Table 12.3
8Improving Response Rates
Fig. 12.2
Prior Notification
Motivating Respondents
Incentives
Questionnaire Design and Administration
Follow-Up
Other Facilitators
9Arbitron Responds to Low Response Rates
RIP 12.1
Arbitron, a major marketing research supplier,
was trying to improve response rates in order to
get more meaningful results from its surveys.
Arbitron created a special cross-functional team
of employees to work on the response rate
problem. Their method was named the breakthrough
method and the whole Arbitron system concerning
the response rates was put in question and
changed. The team suggested six major strategies
for improving response rates 1. Maximize the
effectiveness of placement/follow-up
calls. 2. Make materials more appealing and easy
to complete. 3. Increase Arbitron name
awareness. 4. Improve survey participant
rewards. 5. Optimize the arrival of respondent
materials. 6. Increase usability of returned
diaries. Eighty initiatives were launched to
implement these six strategies. As a result,
response rates improved significantly. However,
in spite of those encouraging results, people at
Arbitron remain very cautious. They know that
they are not done yet and that it is an everyday
fight to keep those response rates high.
10Exit Polling of Voters
RIP 12.2
Warren Mitofsky, executive director of Voter
Research and Surveys (VRS), states that planning
exit interviews for a presidential election
begins two years before the big day. The New York
City-based staff of 22 grows to 60 during an
election year on election day, it blossoms to
6,000 workers who conduct exit interviews at
1,500 polling places. VRS workers give voters a
list of about 25 questions. Certain issues are
well-known determinants of a voters choice,
whereas other questions deal with last-minute
events such as political scandals. The questions
are written at the last possible moment. The
questionnaire is designed to determine not only
for whom people voted but on what basis.
11RIP 12.2 Contd.
Uncooperative pollsters are a problem among exit
polling. VRS workers are told to record a basic
demographic profile for non-compliers. From this
demographic data, a voter profile is developed to
replace the uncooperative pollster using the
method of substitution. Age, sex, race, and
residence are strong indicators of how Americans
vote. For example, younger voters are more likely
to be swayed by moral issues whereas older voters
are more likely to consider a candidates
personal qualities. Thus, VRS substitutes for
non-respondents for other potential respondents
who are similar in age, sex, race, and residence.
The broad coverage of exit interviews and the
substitution technique for non-compliant
pollsters allow VRS to obtain margins of error
close to 3 to 4.
12Use of Trend Analysis in Adjusting for
Non-response
Table 12.4
13Finding Probabilities Corresponding to Known
Values
Figure 12A.1
Area is 0.3413
Z Scale
14Area is 0.500
Area is 0.450
Area is 0.050
X Scale
X
50
Z Scale
-Z
0
15Finding Values Corresponding to Known
Probabilities Confidence Interval
Fig. 12A.3
Area is 0.475
Area is 0.475
Area is 0.025
X Scale
X
50
Z Scale
-Z
-Z
0
16Opinion Place Bases Its Opinions on 1000
Respondents
RIP 12.3
Marketing research firms are now turning to the
Web to conduct online research. Recently, four
leading market research companies (ASI Market
Research, Custom Research Inc., M/A/R/C Research
and Roper Search Worldwide) partnered with
Digital Marketing Services (DMS), Dallas, to
conduct custom research on AOL. DMS and AOL will
conduct online surveys on AOL's Opinion Place,
with an average base of 1,000 respondents by
survey. This sample size was determined based on
statistical considerations as well as sample
sizes used in similar research conducted by
traditional methods. AOL will give rewards
points (that can be traded in for prizes) to
respondents. Users will not have to submit their
e-mail addresses. The surveys will help measure
response to advertiser's online campaigns. The
primary objective of these researches is to gauge
consumers' attitudes and other subjective
information that can help media buyers plan their
campaigns.
17RIP 12.3 Contd.
Another advantage of online surveys is that you
are sure to reach your target (sample control)
and that they are quicker to turn around than
traditional surveys like mall intercepts or home
interviews. They also are cheaper (DMS charges
20,000 for an online survey, while it costs
between 30,000 and 40,000 to conduct a
mall-intercept survey of 1,000 respondents).