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Survey
B U S 1 1 5 W I N T E R 2 0 1 7
Survey — the overwhelming choice for primary data
2
Definition
Interviews with a large number of respondents using a
predesigned questionnaire.
◦ Standardized yet somewhat flexible
◦ Relatively easy to administrate
◦ In some cases, respondent is the best source for information
◦ Considerable judgment: sampling, questionnaire design.
◦ Good analytical skills required
Features
Four Basic Types of Survey
3
No computer Computer
Interviewer
Person-administered surveys
◦ Interviewer reads questions either face-to-
face or over the telephone
Computer-assisted surveys
◦ Person-administered with computer
assistance (e.g. question randomization,
skipping rules, etc.)
No interviewer
Self-administered surveys
◦ The respondent completes the survey on
his or her own on paper-pencil
Computer-administered surveys
◦ The respondent completes the survey on
his or her own on computer
Interviewer (vs. self)
◦ Advantages:
◦ Quality control
◦ Progress control
◦ Allows feedback
◦ Reduce respondents’ workload
◦ Disadvantages:
◦ High cost
◦ Sensitive questions/social desirability
4
Computer (vs. paper)
◦ Advantages:
◦ Quality control
◦ Flexibility: multi-media, different (fancy) measurement
◦ Reduce data entry cost
◦ Disadvantages:
◦ Requires computer knowledge and (in most cases) internet
connection
5
Recruiting and Survey Methods
◦ In-home survey
◦ Intercept survey (mall, street, campus)
◦ Telephone survey
◦ Mail survey
◦ Email/Online survey
◦ Qualtrics
◦ Survey Monkey
◦ Google Consumer Survey
6
http://qualtrics.com
https://www.surveymonkey.com
http://www.google.com/insights/consumersurveys/home
Questionnaire Organization
7
Guidelines of Questionnaire Organization
8
◦ Begin with an introductory paragraph:
◦ The purpose of the survey
◦ Who is running the survey
◦ How the survey data will be used
◦ Whether the surveys will be anonymous
We are interested in learning more about how
consumers respond to different situations. In
this study, you will be asked to evaluate a
situation as though it is real. You will then be
asked about your response to this situation.
At times you will feel as though you don’t have
enough information. Please do your best to
respond with the information that you do have.
There are no right or wrong answers – it is your
unique responses that we are interested in.
Thank you in advance for your help with our
research!
Guidelines of Questionnaire Organization
9
◦ Open with easy and non-threatening
questions.
◦ Questionnaire should flow smoothly &
logically from one topic to next.
◦ Group similar question together. Don’t
jump around excessively.
◦ Generally, better to go from broad
(general) questions to specific questions.
◦ Check MR2 8-1f for more useful
guidelines Rate the brands on these attributes.
What types of beverages do you drink on a weekly basis?
Which of the following beverages is your favorite?
How often per week do you drink this beverage?
In what occasions do you drink this beverage?
Guidelines of Question Wording
◦ Ask applicable questions
■ Did you find it useful when you call our 800 service number?
◦ Use simple words
■ “Is the distribution of snack foods adequate?” (X)
■“Are snack foods readily available when you want to buy
them?” (✓)
◦ Avoid “double barreled” questions
■ “Are you satisfied with the food quality and service of our
brand”? (X)
◦ Avoid leading or biasing questions
■ “Colgate has the largest market share among all toothpastes,
is it your favorite toothpaste brand?” (X)
10
Guidelines of Question Wording
11
Principle
Always remember that survey is a conversation. If the questions
doesn’t sound
right to speak out, it’s probably not a good question.
Measurement and Scale
12
What is measurement?
13
Definition
The process of turning concepts into numbers following specific
rules.
◦ Nominal (Identity):
◦ What’s your ethnicity?
White Black Asian Latino Native American
◦ Ordinal: Answers can be rank-ordered
◦ What’s your income?
10,000 or below 10,000-50,000 50,000-100,000 100,000 or
above
◦ Interval: Answers can be rank-ordered + equal distance
between answers
◦ On a scale of 1-10, what is your pain level? ______
◦ Ratio (absolute magnitude):
Answers can be rank-ordered + equal distance between answers
+ zero means “nothing”
◦ How much are you willing to pay for this product? $ ______
14
Lowest
Highest
Different types of scales
How much do you like apple juice?
Not at all 1 2 3 4 5 6 7 Very much
How much do you like orange juice?
Not at all 1 2 3 4 5 6 7 Very much
How much do you like apple juice?
Not at all 0 1 2 3 4 5 6 Very much
How much do you like orange juice?
Not at all 0 1 2 3 4 5 6 Very much
“Levels” of Measurement
15
How much do you like apple juice?
Not at all 0 1 2 3 4 5 6 Very much
How much do you like orange juice?
Not at all 0 1 2 3 4 5 6 Very much
“Levels” of Measurement
16
How many bottles of apple juice do you drink every month?
Not at all 0 1 2 3 4 5 6+
How many bottles of orange juice do you drink every month?
Not at all 0 1 2 3 4 5 6+
“Levels” of Measurement
17
◦ A same variable can usually be measured in different levels of
measurements
◦ Soft drink (MR2 Exhibit 7.2)
◦ Age
◦ Always use the highest level of measurement available
◦ Because higher level measurement can be converted to lower
level but
not the other way around.
Itemized scales (MR2 7-2a)
18
To what extent do you agree with the following statement?
A scale on which respondents express their STRENGTH OF
AGREEMENT with each of
several statements
Likert Scale
Measurement Problems
19
Open- vs. Closed-ended
20
a. “Please write down any thoughts or feelings you had while
viewing the advertisement.”
_________________________________________________
b. “If you were to purchase a new automobile this year, what
brand of automobile would you most likely
purchase?”
_________________________________________________
c. “Based on what you saw and heard in the commercial, which
of the following words or phrases best describes
the kind of person you feel would be most likely to use this
product?” (check all that apply)
____Young ____Home-owner ____Single ____Old
____Modern ____Career woman
d. “If you were to purchase a new automobile this year, which
one of the following automobiles would you most
likely purchase?”
____Toyota Camry ____Honda Accord ____Nissan Maxima
Open- vs. Closed-ended
21
◦ Disadvantages:
◦ Respondents vary significantly in ability to provide clear
responses
◦ Respondents vary significantly in willingness to compose
written answers
◦ More effort for the interviewer and the data analyst
◦ Misses the answer that respondents couldn’t easily think of
◦ Unexpected ambiguity leads to unexpected answers
◦ Advantages: refer to disadvantage of the closed-ended
questions
Open-ended
“The answer that respondents couldn’t easily think of”
22
◦ “What is the most important thing that children should learn
to prepare them for life?”
◦ “To think for themselves”
◦ 5% mention this in an open response format
◦ 62% endorse it in a closed response format
Schuman & Presser (1981)
Open- vs. Closed-ended
23
◦ Disadvantages:
◦ Sometimes there are too many options to list
◦ Good questions (and responses) are hard to develop
◦ Measurement and scale — choice of measures and analysis
methods
◦ Provides fewer opportunities for self explanation
◦ Hard to detect respondents’ ignorance
◦ Unable to detect the salience of an option
◦ Advantages: refer to disadvantage of the open-ended questions
Closed-ended
Open- vs. Closed-ended
24
Purpose: To find out how many people consider power to be the
most important factor
when buying a car.
1. What do you think is the most important factor?
__________
2. Which of the following do you consider to be the most
important factor?
A. Power B. Safety C. Price D. MPG
3. Do you consider power to be the most important factor?
___ Yes ___ No
Example: How to avoid (create) biases
Measurement Problems
Bias vs. Error
or (lack of) Validity vs. Reliability
or (lack of) Accuracy vs. Precision
25
No Bias
(Valid)
Bias
(Not Valid)
Low Error
(Reliable)
High Error
(Unreliable)
26
How to reduce error?
27
◦ Use the right sampling frame (to access the right respondents).
◦ Avoid ambiguity
◦ Reduce the impact of uncertainty and respondent ignorance.
◦ Use more than one item to measure different aspects of the
same concept.
- What did you learn in BUS 115 to reduce error?
- I learned that using the appropriate question form can reduce
error.
vs. - I learned that “using the appropriate question form can
reduce error.”
28
◦ Wording
◦ "Church preference?"
◦ "Sex?"
◦ Context
◦ "What have you done today?"
◦ "Where do you live?"
◦ “Why do you use crest?” – doctor’s recommendation vs.
fighting cavity
Ambiguity
Ambiguity
29
• 1. How often did you go shopping last week?
• 2. How much did you spend on a typical occasion?
$8.23
• 1. How often did you go shopping last month?
• 2. How much did you spend on a typical occasion?
$32.14
• 1. How often did you go shopping last semester?
• 2. How much did you spend on a typical occasion?
$53.12
Ambiguity
30
Did you do any work for pay last week?
Students Employees
Donating blood for $50 70% 20%
Mowing neighbor‘s lawn 100% 70%
Baby sitting 100% 50%
Schwarz (1987)
Ambiguity
31
• How frequently do you have headaches?
Never Occasionally Sometimes Frequently
• How frequently do you have heart attacks?
Never Occasionally Sometimes Frequently
Uncertainty and Respondent Ignorance
32
◦ If many respondents are likely to be uncertain, provide a
neutral response.
Based on what you saw and heard in this commercial, how
interested do you feel
you would be in buying the product?
Definitely won’t Probably won’t May or may not Probably
would Definitely would
◦ If many respondents are likely to be ignorant (lacking
knowledge) of the topic, provide
a “don’t know” category.
Is your TV News program...
Showing a profit Breaking even Showing a loss Don’t know
33
Loyalty to a
Given Brand
“This product category is
very important to me.”
"I would be willing to pay a higher price
for this brand over others." "I will buy this brand
the next time I buy.”
“If I like a brand, I rarely switch from it
just to try something different.”
"I am committed to this brand."
"I intend to keep
purchasing this brand." ?
Multiple Measures
Multiple Measures: Cronbach’s Alpha
34
SPSS: Analyze=> Scale => Reliability Analysis…
How to reduce (create) bias?
35
◦ Use the right sampling frame (to access the right respondents).
◦ Use the appropriate question form (open vs. closed ended).
◦ Be aware of the order effects.
◦ Be aware of the scale effects.
Order effects: Question Order
36Strack, Martin, & Schwarz (1988)
1. What is your dating frequency?
2. How satisfied are you about your life?
r = .67
1. How satisfied are you about your life?
2. What is your dating frequency?
r = -.11
Order effects: Question Order
37
Do you think the U.S. should let Communist reporters come in
here and
send back to their papers the news as they see it?
45% said No
Do you think a Communist country should let American
newspaper reporters
come in and send back to their papers the news as they see it?
Most said Yes
25% said No
Order effects: Question Order
38
Do you think it should be possible for a pregnant woman to
obtain a legal
abortion if she is married and does not want any more children?
69% said Yes
Do you think it should be possible for a pregnant woman to
obtain a legal
abortion if there is a strong chance of serious defect in the
baby?
Most said Yes
50% said Yes
Schuman & Presser (1981)
Order effects: Framing
39
“Would you say that your female teachers were more empathetic
with regard to academic
and personal problems than your male teachers, or were they
less empathetic?”
41% said females more empathetic, 12% said males more
empathetic.
Wänke, Schwarz, & Noelle-Neumann (1995)
“Would you say that your male teachers were more empathetic
with regard to academic and
personal problems than your female teachers, or were they less
empathetic?”
9% said females more empathetic, 55% said males more
empathetic.
Order effects: Option Order
40
◦ Answer depends on which alternative is “tested” first:
◦ Visual mode: first alternative, resulting in primacy effect
◦ Auditory mode: last alternative, resulting in recency effect.
◦ Discrepancy is larger among elderlies.
Krosnick & Alwin (1987)
“Which gender of your teachers was more empathetic with
regard to academic and
personal problems?”
A. Male
B. Female
Scale Effects
41
37.5%
How many hours do you watch TV everyday?
Schwarz et al. (1985)
Scale Effects
42
Not so successful 0 1 2 3 4 5 6 7 8 9 10
Extremely successful
Not so successful -5 -4 -3 -2 -1 0 1 2 3 4 5
Extremely successful
“How successful would you say you have been in life?”
34%
13%
Schwarz et al. (1991)
Data Quality Issues
Cheating
◦ Cheating: respondents/interviewers
◦ Faking response in a survey
◦
Solution
: add validation questions; eyeballing (raw data inspection)
44
Nonresponse
◦ Response rate = completion/total requests
◦ Important?
◦ OK if for generic reasons
◦ Bad if nonresponse due to their potential answer
◦ Example: lunch calorie intake
◦ Nonresponse rate: male — 10%; female — 25%
◦ What if the study is about lunch cost?
◦

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  • 1. Survey B U S 1 1 5 W I N T E R 2 0 1 7 Survey — the overwhelming choice for primary data 2 Definition Interviews with a large number of respondents using a predesigned questionnaire. ◦ Standardized yet somewhat flexible ◦ Relatively easy to administrate ◦ In some cases, respondent is the best source for information ◦ Considerable judgment: sampling, questionnaire design. ◦ Good analytical skills required Features Four Basic Types of Survey 3 No computer Computer
  • 2. Interviewer Person-administered surveys ◦ Interviewer reads questions either face-to- face or over the telephone Computer-assisted surveys ◦ Person-administered with computer assistance (e.g. question randomization, skipping rules, etc.) No interviewer Self-administered surveys ◦ The respondent completes the survey on his or her own on paper-pencil Computer-administered surveys ◦ The respondent completes the survey on his or her own on computer Interviewer (vs. self) ◦ Advantages: ◦ Quality control ◦ Progress control ◦ Allows feedback
  • 3. ◦ Reduce respondents’ workload ◦ Disadvantages: ◦ High cost ◦ Sensitive questions/social desirability 4 Computer (vs. paper) ◦ Advantages: ◦ Quality control ◦ Flexibility: multi-media, different (fancy) measurement ◦ Reduce data entry cost ◦ Disadvantages: ◦ Requires computer knowledge and (in most cases) internet connection 5 Recruiting and Survey Methods ◦ In-home survey ◦ Intercept survey (mall, street, campus)
  • 4. ◦ Telephone survey ◦ Mail survey ◦ Email/Online survey ◦ Qualtrics ◦ Survey Monkey ◦ Google Consumer Survey 6 http://qualtrics.com https://www.surveymonkey.com http://www.google.com/insights/consumersurveys/home Questionnaire Organization 7 Guidelines of Questionnaire Organization 8 ◦ Begin with an introductory paragraph: ◦ The purpose of the survey ◦ Who is running the survey ◦ How the survey data will be used
  • 5. ◦ Whether the surveys will be anonymous We are interested in learning more about how consumers respond to different situations. In this study, you will be asked to evaluate a situation as though it is real. You will then be asked about your response to this situation. At times you will feel as though you don’t have enough information. Please do your best to respond with the information that you do have. There are no right or wrong answers – it is your unique responses that we are interested in. Thank you in advance for your help with our research! Guidelines of Questionnaire Organization 9 ◦ Open with easy and non-threatening questions. ◦ Questionnaire should flow smoothly & logically from one topic to next. ◦ Group similar question together. Don’t jump around excessively. ◦ Generally, better to go from broad (general) questions to specific questions.
  • 6. ◦ Check MR2 8-1f for more useful guidelines Rate the brands on these attributes. What types of beverages do you drink on a weekly basis? Which of the following beverages is your favorite? How often per week do you drink this beverage? In what occasions do you drink this beverage? Guidelines of Question Wording ◦ Ask applicable questions ■ Did you find it useful when you call our 800 service number? ◦ Use simple words ■ “Is the distribution of snack foods adequate?” (X) ■“Are snack foods readily available when you want to buy them?” (✓) ◦ Avoid “double barreled” questions ■ “Are you satisfied with the food quality and service of our brand”? (X) ◦ Avoid leading or biasing questions ■ “Colgate has the largest market share among all toothpastes, is it your favorite toothpaste brand?” (X) 10
  • 7. Guidelines of Question Wording 11 Principle Always remember that survey is a conversation. If the questions doesn’t sound right to speak out, it’s probably not a good question. Measurement and Scale 12 What is measurement? 13 Definition The process of turning concepts into numbers following specific rules. ◦ Nominal (Identity): ◦ What’s your ethnicity? White Black Asian Latino Native American ◦ Ordinal: Answers can be rank-ordered ◦ What’s your income?
  • 8. 10,000 or below 10,000-50,000 50,000-100,000 100,000 or above ◦ Interval: Answers can be rank-ordered + equal distance between answers ◦ On a scale of 1-10, what is your pain level? ______ ◦ Ratio (absolute magnitude): Answers can be rank-ordered + equal distance between answers + zero means “nothing” ◦ How much are you willing to pay for this product? $ ______ 14 Lowest Highest Different types of scales How much do you like apple juice? Not at all 1 2 3 4 5 6 7 Very much How much do you like orange juice? Not at all 1 2 3 4 5 6 7 Very much How much do you like apple juice? Not at all 0 1 2 3 4 5 6 Very much How much do you like orange juice?
  • 9. Not at all 0 1 2 3 4 5 6 Very much “Levels” of Measurement 15 How much do you like apple juice? Not at all 0 1 2 3 4 5 6 Very much How much do you like orange juice? Not at all 0 1 2 3 4 5 6 Very much “Levels” of Measurement 16 How many bottles of apple juice do you drink every month? Not at all 0 1 2 3 4 5 6+ How many bottles of orange juice do you drink every month? Not at all 0 1 2 3 4 5 6+ “Levels” of Measurement 17 ◦ A same variable can usually be measured in different levels of
  • 10. measurements ◦ Soft drink (MR2 Exhibit 7.2) ◦ Age ◦ Always use the highest level of measurement available ◦ Because higher level measurement can be converted to lower level but not the other way around. Itemized scales (MR2 7-2a) 18 To what extent do you agree with the following statement? A scale on which respondents express their STRENGTH OF AGREEMENT with each of several statements Likert Scale Measurement Problems 19
  • 11. Open- vs. Closed-ended 20 a. “Please write down any thoughts or feelings you had while viewing the advertisement.” _________________________________________________ b. “If you were to purchase a new automobile this year, what brand of automobile would you most likely purchase?” _________________________________________________ c. “Based on what you saw and heard in the commercial, which of the following words or phrases best describes the kind of person you feel would be most likely to use this product?” (check all that apply) ____Young ____Home-owner ____Single ____Old ____Modern ____Career woman d. “If you were to purchase a new automobile this year, which one of the following automobiles would you most likely purchase?” ____Toyota Camry ____Honda Accord ____Nissan Maxima Open- vs. Closed-ended 21 ◦ Disadvantages:
  • 12. ◦ Respondents vary significantly in ability to provide clear responses ◦ Respondents vary significantly in willingness to compose written answers ◦ More effort for the interviewer and the data analyst ◦ Misses the answer that respondents couldn’t easily think of ◦ Unexpected ambiguity leads to unexpected answers ◦ Advantages: refer to disadvantage of the closed-ended questions Open-ended “The answer that respondents couldn’t easily think of” 22 ◦ “What is the most important thing that children should learn to prepare them for life?” ◦ “To think for themselves” ◦ 5% mention this in an open response format ◦ 62% endorse it in a closed response format Schuman & Presser (1981) Open- vs. Closed-ended 23 ◦ Disadvantages: ◦ Sometimes there are too many options to list
  • 13. ◦ Good questions (and responses) are hard to develop ◦ Measurement and scale — choice of measures and analysis methods ◦ Provides fewer opportunities for self explanation ◦ Hard to detect respondents’ ignorance ◦ Unable to detect the salience of an option ◦ Advantages: refer to disadvantage of the open-ended questions Closed-ended Open- vs. Closed-ended 24 Purpose: To find out how many people consider power to be the most important factor when buying a car. 1. What do you think is the most important factor? __________ 2. Which of the following do you consider to be the most important factor? A. Power B. Safety C. Price D. MPG 3. Do you consider power to be the most important factor? ___ Yes ___ No Example: How to avoid (create) biases
  • 14. Measurement Problems Bias vs. Error or (lack of) Validity vs. Reliability or (lack of) Accuracy vs. Precision 25 No Bias (Valid) Bias (Not Valid) Low Error (Reliable) High Error (Unreliable) 26 How to reduce error? 27 ◦ Use the right sampling frame (to access the right respondents). ◦ Avoid ambiguity ◦ Reduce the impact of uncertainty and respondent ignorance. ◦ Use more than one item to measure different aspects of the same concept.
  • 15. - What did you learn in BUS 115 to reduce error? - I learned that using the appropriate question form can reduce error. vs. - I learned that “using the appropriate question form can reduce error.” 28 ◦ Wording ◦ "Church preference?" ◦ "Sex?" ◦ Context ◦ "What have you done today?" ◦ "Where do you live?" ◦ “Why do you use crest?” – doctor’s recommendation vs. fighting cavity Ambiguity Ambiguity 29 • 1. How often did you go shopping last week? • 2. How much did you spend on a typical occasion? $8.23 • 1. How often did you go shopping last month?
  • 16. • 2. How much did you spend on a typical occasion? $32.14 • 1. How often did you go shopping last semester? • 2. How much did you spend on a typical occasion? $53.12 Ambiguity 30 Did you do any work for pay last week? Students Employees Donating blood for $50 70% 20% Mowing neighbor‘s lawn 100% 70% Baby sitting 100% 50% Schwarz (1987) Ambiguity 31 • How frequently do you have headaches? Never Occasionally Sometimes Frequently
  • 17. • How frequently do you have heart attacks? Never Occasionally Sometimes Frequently Uncertainty and Respondent Ignorance 32 ◦ If many respondents are likely to be uncertain, provide a neutral response. Based on what you saw and heard in this commercial, how interested do you feel you would be in buying the product? Definitely won’t Probably won’t May or may not Probably would Definitely would ◦ If many respondents are likely to be ignorant (lacking knowledge) of the topic, provide a “don’t know” category. Is your TV News program... Showing a profit Breaking even Showing a loss Don’t know 33 Loyalty to a Given Brand “This product category is very important to me.”
  • 18. "I would be willing to pay a higher price for this brand over others." "I will buy this brand the next time I buy.” “If I like a brand, I rarely switch from it just to try something different.” "I am committed to this brand." "I intend to keep purchasing this brand." ? Multiple Measures Multiple Measures: Cronbach’s Alpha 34 SPSS: Analyze=> Scale => Reliability Analysis… How to reduce (create) bias? 35 ◦ Use the right sampling frame (to access the right respondents). ◦ Use the appropriate question form (open vs. closed ended). ◦ Be aware of the order effects. ◦ Be aware of the scale effects.
  • 19. Order effects: Question Order 36Strack, Martin, & Schwarz (1988) 1. What is your dating frequency? 2. How satisfied are you about your life? r = .67 1. How satisfied are you about your life? 2. What is your dating frequency? r = -.11 Order effects: Question Order 37 Do you think the U.S. should let Communist reporters come in here and send back to their papers the news as they see it? 45% said No Do you think a Communist country should let American newspaper reporters come in and send back to their papers the news as they see it? Most said Yes 25% said No
  • 20. Order effects: Question Order 38 Do you think it should be possible for a pregnant woman to obtain a legal abortion if she is married and does not want any more children? 69% said Yes Do you think it should be possible for a pregnant woman to obtain a legal abortion if there is a strong chance of serious defect in the baby? Most said Yes 50% said Yes Schuman & Presser (1981) Order effects: Framing 39 “Would you say that your female teachers were more empathetic with regard to academic and personal problems than your male teachers, or were they less empathetic?” 41% said females more empathetic, 12% said males more empathetic. Wänke, Schwarz, & Noelle-Neumann (1995) “Would you say that your male teachers were more empathetic
  • 21. with regard to academic and personal problems than your female teachers, or were they less empathetic?” 9% said females more empathetic, 55% said males more empathetic. Order effects: Option Order 40 ◦ Answer depends on which alternative is “tested” first: ◦ Visual mode: first alternative, resulting in primacy effect ◦ Auditory mode: last alternative, resulting in recency effect. ◦ Discrepancy is larger among elderlies. Krosnick & Alwin (1987) “Which gender of your teachers was more empathetic with regard to academic and personal problems?” A. Male B. Female Scale Effects 41 37.5% How many hours do you watch TV everyday?
  • 22. Schwarz et al. (1985) Scale Effects 42 Not so successful 0 1 2 3 4 5 6 7 8 9 10 Extremely successful Not so successful -5 -4 -3 -2 -1 0 1 2 3 4 5 Extremely successful “How successful would you say you have been in life?” 34% 13% Schwarz et al. (1991) Data Quality Issues Cheating ◦ Cheating: respondents/interviewers ◦ Faking response in a survey ◦
  • 23. Solution : add validation questions; eyeballing (raw data inspection) 44 Nonresponse ◦ Response rate = completion/total requests ◦ Important? ◦ OK if for generic reasons ◦ Bad if nonresponse due to their potential answer ◦ Example: lunch calorie intake ◦ Nonresponse rate: male — 10%; female — 25% ◦ What if the study is about lunch cost?
  • 24.