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Survey methodology

     Cristina Giudici
 University “La Sapienza”
          Roma
References

• Groves R.M. et al. Survey methodology, Wiley-
  interscience, 2004
• Canada national statistical agency:
  http://www.statcan.gc.ca/
• Eurostat methodological publications

• European Values Study (EVS)
INTRODUCTION :
                 What is a survey ?
A “survey” is a systematic method of gathering information from (a sample
of) entities for the purpose of constructing quantitative descriptors of the
attributes of the larger population of wich the entities are members

A survey usually originates when an individual or institution is confronted
with an information need and the existing data are insufficient



What is survey methodology ?
         Survey methodology is the study of survey methods
How survey work to produce statistics
                                     Characteristics of
                                     the population


                                       Inference


Characteristics of a
respondent             Statistical   Characteristics of
                       computing     the sample


     Inference



Respondent
answers to
quenstions
Chapter I

The life cycle of a survey
A survey from a process perspective
                   Define research objectives


Choose mode of                                  Choose
collection                                      sampling frame


Construct and                                   Design and
pretest a                                       select sample
questionnaire
                         Recruit and
                         measure sample


                       Code and edit data


                 Make postsurvey adjustments


                        Perform analysis
The life cycle of a survey from a
                 design perspective
                                                             Target Population
     Construct
                                                             Sampling Frame

     Measurement            What              Who
                            is the           is the
                                                             Sample
                            survey          survey
     Response               about?          about?

                                                             Respondent

     Edited
     Response                                                Postsurvey Adjustments

                                Survey statistics
The Measurement dimension describes                   The Representational dimention
  what data are to be collected about the             concerns what population are
        observational units in the sample             described by the survey
The measurement dimension
                     Constructs are the elements of information that are
 Construct           sought by the researcher :
                     How many incidents of crimes with victims there were in the last year;
                     The consumption of beer in the last month;
                     The degree of knowledge of mathematics of childrens…

              Measurements are ways to gather information about
              constructs :
Measurement   Questions posed to a respondent (“During the last 6 month, did you call the police
              to report something that happened to you that you thought was a crime?”)
              NB: the critical task for maesurement is to design questions that produce answers
              reflecting perfectly the construct we are trying to measure.


 Response            Response could be produced in a variety of means
                     But in general the nature of the response is determined by the
                     nature of the measurement



              Editing of data may examine the full distribution of
 Edited       answers and look for atypical patterns of responses
              Edited responses are the data from wich inference is made about the values of
 Response     the construct for an individual respondent
The representational dimension
                          The target population is the set of unit to be studied
Target Population         The adult population living in households in 2009;

                    The frame population if the set of target population members
                    that has chance to be selected into the survey sample :
Sampling Frame      In a simple case it is a list of all units in the target population, but sometimes it is a s
                    of units imperfectly linked to population members.
                    i.e. a list of telephone numbers when the target population is the adult population


   Sample            The sample is the group from wich measurement will be
                     sought. In many case it is a very small fraction of the the sampling frame


                    Respondents are the elements successfully measures.
 Respondent         Non respondents is the complement


                    Postsurvey adjustments consist on weighting up the
                    underrepresented groups in order to improve the survey
 Postsurvey         estimate
                    Because of mismatches of the sampling frame and the target population
 Adjustments        (coverage problems) statistics based on the respondents can differ from
                    caracteristics of the target population. Examination of non response patterns
                    may suggest an underrepresentation of some groupes relative to the sampling
                    frame
The life cycle of a survey from a
                   quality perspective
                Construct                  Target Population
                                                                Coverage
 Validity                                                         error
                                          Sampling Frame
              Measurement                                       Sampling
                                                                  error
Measurement
   error                                        Sample
                                                               Nonresponse
               Response                                            error
 Processing                                 Respondent
    error                                                      Adjustments
                                                                  error
                Edited
                Response                  Postsurvey Adjustments


                            Survey statistics
Coverage of a target
                     population by a frame
Undercoverage
Elements in the
target                                 Ineligible units
population                                                Frame population
missing from the
frame
i.e.:non telephone
household, using a            Covered population          Ineligible units
telephone frame to
cover the full                                            Elements in the
household                                                 frame that are no
population                                                member of the
                       Undercoverage                      target population
                                                          i.e.:business telephone
                                                          numbers, using a
                                                          telephone frame to
                                                          cover the full household
                               Target population          population
Evaluating survey questions:
    Are the answers good measures of the
              intended construct?
         Exemple of methods that can be used
           to evaluate draft survey questions
                    The substantive expert review the wording, the
 Expert reviews    order and the structure of questions, the
                    response alternatives etc.

                   A small number of target population participate in a systematic discussion
 Focus groups     about the survey topic. The researcher learn about the nomenclature of the
                   concept, the common perspective taken by the target population on key
                   issues etc…




                                  Researcher test how questions are read
 Questionnaire pretest           and answered. A behaviour coding is
                                  often used
Evaluating survey questions:
Exemple of behavior codes for interviewer
       and respondent behaviors
          Interview Questioning Behavior (choose one)
          1.    Reads questions exacty as worded
          2.    Reads questions with minor changes
          3.    Reads questions so that meaning is altering

          Respondent Behaviors (check as many as apply)
          1.  Interrupt question reading
          2.  Asks for clarification of question
          3.  Gives adequate answer
          4.  Gives answer qualifies about accuracy
          5.  Gives answer inadequate for questions
          6.  Answers “don’t know”
          7.  Refuses to answer
Chapter II

Methods of data collection
Traditional
       data collection methods
• Mailing paper questionnaires to respondents,
  who fill them out and mail them back
• Having interviewers call to respondents on the
  telephone and ask them the question in a
  telephone interview
• Sending the interviewers to the respondent’s
  home or office to administer the questions in
  face-to-face (FTF) interviews
Alternatives methods of data collection
          OCR/ICR                                FAX
          Optical/intelligent
          caracter recognition


                                                                               Computerised Self

Mail        Disk by Mail                          E-mail              Web         Administered
                                                                                  Questionnaires




Telephone                       CATI                     TDE                IVR
                                computer assisted        Touchtone          Interactive
                                telephone interviewing   data entry         voice response


Face to face                           CAPI computer assisted personal interviewing
            SAQ
            Self administered                 Text            Audio             Video
            questionnaire
                                              CASI            CASI              CASI


                                          Walkman
Alternatives methods of data
        collection (a)
       OCR/ICR                FAX
       Optical/intelligent
       caracter recognition




Mail    Disk by Mail          E-mail   Web
Alternatives methods of data
           collection (b)


Telephone   CATI                     TDE          IVR
            computer assisted        Touchtone    Interactive
            telephone interviewing   data entry   voice response
Alternatives methods of data
            collection (c)


Face to face                  CAPI computer assisted personal interviewing
          SAQ
          Self administered         Text           Audio             Video
          questionnaire
                                    CASI           CASI              CASI


                                Walkman
Chapter III

 DESIGNING
      A
QUESTIONNAIRE
QUESTIONS AND ANSWERS
            IN SURVEYS

                      A questionaire
     is a standardised set of questions administered to the
                    respondents in a survey


Respondents are required to interpret a preestablished set
of questions and to supply the information these questions
seek.
The cognitive processes in
            answering questions
A simple model of the survey                           BUT…
     response process
                                     Respondents often take shortcuts to get
Comprehension                        through the interview more quickly
of the question
                                                        OR
       Retrieval of
       information                   they have motives that override their
                                     desire to provide accurate information
              Judgment and
              estimation               Responses could be biased by

                      Reporting an     • “acquiescence” (the tendency to
                      answer           agree)
                                       • “social desirability” (the tendency to
                                       present oneself in a favourable light by
                                       underreporting undesirable attributes and
                                       overreporting desirable one)
The cognitive processes in
         answering questions (2)
                       The “satisficing” model
                      (Krosnik and Alwin, 1987)

Some respondents try to “satisfy” (to take a low road answering more
superficially)
 whereas others try to “optimise” (to take an high road by careful
answering questions)



Satisficing respondents do not seek to understand the question completely, just
well enough to provide a reasonable answer
Problems in answering
            survey questions
 Failure to encode the information sought

 Misinterpretation of the questions

 Forgetting and other memory problems

 Estimation strategies

 Problems in formatting answer

 More or less deliberate misreporting

 Failure to follow instruction
FORMATTING THE ANSWER
Survey items can take a variety of formats;
   the most common are:
1) Open-ended qustions that call for
   numerical answers
2) Closed questions with ordered response
   scales
3) Closed questions with categorial
   response options
1 - Open-ended qustions that call
             for numerical answers
             Now, thinking about your physical health,
             which includes physical illness and
             injury, for how many days during the past
             30 was your physical health not good?

Note that:

Open-ended items yield more exact information than closed items
2 - Closed questions with ordered
                     response scales
      Would you say that in general your health is:
1      Excellent
2      Very good
                                       The interviewer is instructed to
3      Good
                                       “please read” the answer
4      Fair                            categories, but not the number
5      Poor                            attached to them!


    Note that :
    •     with some type of rating respondents seem to shy away from the negative end of the scale
    •     When the scale points have numerical labels, the label can affect the answer (e.g. if respondents are asked to rate their success in life)
3 - Closed questions with categorial
                  response options
    Are you:
1     Married
2     Divorced
3     Widowed
4     Separated
5     Never married
6     A member of an unmarried couple


    Note that :
    •     The respondent may not wait to hear or read all the option; they may select the firs reasonable answer they consider (primacy effect)
    •     The opposite coul happen: the last option the interviewer read may be the first one that respondent think about (recency effect)
GUIDELINES FOR WRITING GOOD
          QUESTIONS (Sudman and Bradburn)
          Non sensitive questions about behavior
The key problem with many questions about behavios is that respondents may forget some or all of
 the relevant information, or that their answer may reflect inaccurate estimate




In order to reduce memory problems it is essential to play attention to the wording of the
  question and to provide memory help



                                         Attitude questions
    Attitude questions are a very commen class of survey questions. The most frequent problems deals with the wording of
     questions, the question order and the format of response scales
Non sensitive questions about behavior
     Play attention to the wording

     With closed questions, include all reasonable
       possibilities as explicit response options
 •      Are you:
 •   Married                 Are you:
 •   Divorced                • Married
 •   Widowed                 • Single
 •   Separated
 •   Never married
Non sensitive questions about behavior
     Play attention to the wording

      Make the question as specific as possible
 (about who it covers, what time period, which behaviours…)


  Over the last month,                In a tipical
   that is ….. how                     week, how
   often do you read a                 often do you
   newspaper in a                      read a
   tipical week?                       newspaper?
Non sensitive questions about behavior
     Play attention to the wording

Use words that virtually all respondents will understand


      Have you ever
                                  Have you ever
       had a heart                 had a miocardial
       attack?                     infarction?
Non sensitive questions about behavior
        Provide memory help

                    Uses aided recall
     (or ask separate questions about subcategories)
    Please look cerefully at the
       following list of volountary
                                       To which volountary
       organisations: which, if any,   organisation do you belong
       do you belong to?               to?



A      Religious organisations
B      Cultural organisations
C      Political groups
D      Other
Attitude questions
 Play attention to the wording
Clearly specify the attitude object of interest



 Do you think the                 Do you think the
 Government is spending too       Government is spending too
 litte, about the right amount,   litte, about the right amount,
 or too much on higher            or too much on education?
 education?
Attitude questions*
             play attention to the wording
                    Measure the strength of the attitute
                        using a response scale, a separate item
                    or multiple items that can be combined into a scale


         Do you agree or disagree with the following statement?
     Government is spending too little on education
     1   Agree strongly
     2   Agree
     3   Neither agree nor disagree
     4   Disagree
     5   Disagree strongly




*note that an attitude have generally a direction (agree or disagree)
 and an intensity (strongly disagree….strongly agree)
Attitude questions
      reduce impact of question order

 When asking general and specific questions about a
        topic, ask the general question first
(otherwise, the answer to the general question is likely to be affected by the
                 number and content of specific questions)



   When asking questions about about multiple items,
             start with the least popular

       (the unpopular questions are likely to seem even less appealing
                 when they follow more popular questions)
When asking general and specific questions about
      a topic, ask the general question first
   Please tell me whether or not you think it should be
   possible for a pregnant woman to obtain a legal
   abortion if: the woman wants it for any reason?
   1. Yes
   2. No
   3. Don't know

   Please tell me whether or not you think it should be possible
   for a pregnant woman to obtain a legal abortion if: there is
   a strong chance of a serious defect in the baby?
   1. Yes
   2. No
   3. Don't know

USA GSS
Attitude questions
play attention to the response scale

 Use closed questions for measuring aptitudes;
              (open answers are difficult to code)


   Use five-to seven-point response scales
          and label every scale point
  (verbal label ensure that interpret the scale in the same way)
Now is up to you!

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01

  • 1. Survey methodology Cristina Giudici University “La Sapienza” Roma
  • 2. References • Groves R.M. et al. Survey methodology, Wiley- interscience, 2004 • Canada national statistical agency: http://www.statcan.gc.ca/ • Eurostat methodological publications • European Values Study (EVS)
  • 3. INTRODUCTION : What is a survey ? A “survey” is a systematic method of gathering information from (a sample of) entities for the purpose of constructing quantitative descriptors of the attributes of the larger population of wich the entities are members A survey usually originates when an individual or institution is confronted with an information need and the existing data are insufficient What is survey methodology ? Survey methodology is the study of survey methods
  • 4. How survey work to produce statistics Characteristics of the population Inference Characteristics of a respondent Statistical Characteristics of computing the sample Inference Respondent answers to quenstions
  • 5. Chapter I The life cycle of a survey
  • 6. A survey from a process perspective Define research objectives Choose mode of Choose collection sampling frame Construct and Design and pretest a select sample questionnaire Recruit and measure sample Code and edit data Make postsurvey adjustments Perform analysis
  • 7. The life cycle of a survey from a design perspective Target Population Construct Sampling Frame Measurement What Who is the is the Sample survey survey Response about? about? Respondent Edited Response Postsurvey Adjustments Survey statistics The Measurement dimension describes The Representational dimention what data are to be collected about the concerns what population are observational units in the sample described by the survey
  • 8. The measurement dimension Constructs are the elements of information that are Construct sought by the researcher : How many incidents of crimes with victims there were in the last year; The consumption of beer in the last month; The degree of knowledge of mathematics of childrens… Measurements are ways to gather information about constructs : Measurement Questions posed to a respondent (“During the last 6 month, did you call the police to report something that happened to you that you thought was a crime?”) NB: the critical task for maesurement is to design questions that produce answers reflecting perfectly the construct we are trying to measure. Response Response could be produced in a variety of means But in general the nature of the response is determined by the nature of the measurement Editing of data may examine the full distribution of Edited answers and look for atypical patterns of responses Edited responses are the data from wich inference is made about the values of Response the construct for an individual respondent
  • 9. The representational dimension The target population is the set of unit to be studied Target Population The adult population living in households in 2009; The frame population if the set of target population members that has chance to be selected into the survey sample : Sampling Frame In a simple case it is a list of all units in the target population, but sometimes it is a s of units imperfectly linked to population members. i.e. a list of telephone numbers when the target population is the adult population Sample The sample is the group from wich measurement will be sought. In many case it is a very small fraction of the the sampling frame Respondents are the elements successfully measures. Respondent Non respondents is the complement Postsurvey adjustments consist on weighting up the underrepresented groups in order to improve the survey Postsurvey estimate Because of mismatches of the sampling frame and the target population Adjustments (coverage problems) statistics based on the respondents can differ from caracteristics of the target population. Examination of non response patterns may suggest an underrepresentation of some groupes relative to the sampling frame
  • 10. The life cycle of a survey from a quality perspective Construct Target Population Coverage Validity error Sampling Frame Measurement Sampling error Measurement error Sample Nonresponse Response error Processing Respondent error Adjustments error Edited Response Postsurvey Adjustments Survey statistics
  • 11. Coverage of a target population by a frame Undercoverage Elements in the target Ineligible units population Frame population missing from the frame i.e.:non telephone household, using a Covered population Ineligible units telephone frame to cover the full Elements in the household frame that are no population member of the Undercoverage target population i.e.:business telephone numbers, using a telephone frame to cover the full household Target population population
  • 12. Evaluating survey questions: Are the answers good measures of the intended construct? Exemple of methods that can be used to evaluate draft survey questions The substantive expert review the wording, the  Expert reviews order and the structure of questions, the response alternatives etc. A small number of target population participate in a systematic discussion  Focus groups about the survey topic. The researcher learn about the nomenclature of the concept, the common perspective taken by the target population on key issues etc… Researcher test how questions are read  Questionnaire pretest and answered. A behaviour coding is often used
  • 13. Evaluating survey questions: Exemple of behavior codes for interviewer and respondent behaviors Interview Questioning Behavior (choose one) 1. Reads questions exacty as worded 2. Reads questions with minor changes 3. Reads questions so that meaning is altering Respondent Behaviors (check as many as apply) 1. Interrupt question reading 2. Asks for clarification of question 3. Gives adequate answer 4. Gives answer qualifies about accuracy 5. Gives answer inadequate for questions 6. Answers “don’t know” 7. Refuses to answer
  • 14. Chapter II Methods of data collection
  • 15. Traditional data collection methods • Mailing paper questionnaires to respondents, who fill them out and mail them back • Having interviewers call to respondents on the telephone and ask them the question in a telephone interview • Sending the interviewers to the respondent’s home or office to administer the questions in face-to-face (FTF) interviews
  • 16. Alternatives methods of data collection OCR/ICR FAX Optical/intelligent caracter recognition Computerised Self Mail Disk by Mail E-mail Web Administered Questionnaires Telephone CATI TDE IVR computer assisted Touchtone Interactive telephone interviewing data entry voice response Face to face CAPI computer assisted personal interviewing SAQ Self administered Text Audio Video questionnaire CASI CASI CASI Walkman
  • 17. Alternatives methods of data collection (a) OCR/ICR FAX Optical/intelligent caracter recognition Mail Disk by Mail E-mail Web
  • 18. Alternatives methods of data collection (b) Telephone CATI TDE IVR computer assisted Touchtone Interactive telephone interviewing data entry voice response
  • 19. Alternatives methods of data collection (c) Face to face CAPI computer assisted personal interviewing SAQ Self administered Text Audio Video questionnaire CASI CASI CASI Walkman
  • 20. Chapter III DESIGNING A QUESTIONNAIRE
  • 21. QUESTIONS AND ANSWERS IN SURVEYS A questionaire is a standardised set of questions administered to the respondents in a survey Respondents are required to interpret a preestablished set of questions and to supply the information these questions seek.
  • 22. The cognitive processes in answering questions A simple model of the survey BUT… response process Respondents often take shortcuts to get Comprehension through the interview more quickly of the question OR Retrieval of information they have motives that override their desire to provide accurate information Judgment and estimation Responses could be biased by Reporting an • “acquiescence” (the tendency to answer agree) • “social desirability” (the tendency to present oneself in a favourable light by underreporting undesirable attributes and overreporting desirable one)
  • 23. The cognitive processes in answering questions (2) The “satisficing” model (Krosnik and Alwin, 1987) Some respondents try to “satisfy” (to take a low road answering more superficially) whereas others try to “optimise” (to take an high road by careful answering questions) Satisficing respondents do not seek to understand the question completely, just well enough to provide a reasonable answer
  • 24. Problems in answering survey questions  Failure to encode the information sought  Misinterpretation of the questions  Forgetting and other memory problems  Estimation strategies  Problems in formatting answer  More or less deliberate misreporting  Failure to follow instruction
  • 25. FORMATTING THE ANSWER Survey items can take a variety of formats; the most common are: 1) Open-ended qustions that call for numerical answers 2) Closed questions with ordered response scales 3) Closed questions with categorial response options
  • 26. 1 - Open-ended qustions that call for numerical answers Now, thinking about your physical health, which includes physical illness and injury, for how many days during the past 30 was your physical health not good? Note that: Open-ended items yield more exact information than closed items
  • 27. 2 - Closed questions with ordered response scales Would you say that in general your health is: 1 Excellent 2 Very good The interviewer is instructed to 3 Good “please read” the answer 4 Fair categories, but not the number 5 Poor attached to them! Note that : • with some type of rating respondents seem to shy away from the negative end of the scale • When the scale points have numerical labels, the label can affect the answer (e.g. if respondents are asked to rate their success in life)
  • 28. 3 - Closed questions with categorial response options Are you: 1 Married 2 Divorced 3 Widowed 4 Separated 5 Never married 6 A member of an unmarried couple Note that : • The respondent may not wait to hear or read all the option; they may select the firs reasonable answer they consider (primacy effect) • The opposite coul happen: the last option the interviewer read may be the first one that respondent think about (recency effect)
  • 29. GUIDELINES FOR WRITING GOOD QUESTIONS (Sudman and Bradburn) Non sensitive questions about behavior The key problem with many questions about behavios is that respondents may forget some or all of the relevant information, or that their answer may reflect inaccurate estimate In order to reduce memory problems it is essential to play attention to the wording of the question and to provide memory help Attitude questions Attitude questions are a very commen class of survey questions. The most frequent problems deals with the wording of questions, the question order and the format of response scales
  • 30. Non sensitive questions about behavior Play attention to the wording With closed questions, include all reasonable possibilities as explicit response options • Are you: • Married Are you: • Divorced • Married • Widowed • Single • Separated • Never married
  • 31. Non sensitive questions about behavior Play attention to the wording Make the question as specific as possible (about who it covers, what time period, which behaviours…) Over the last month, In a tipical that is ….. how week, how often do you read a often do you newspaper in a read a tipical week? newspaper?
  • 32. Non sensitive questions about behavior Play attention to the wording Use words that virtually all respondents will understand Have you ever Have you ever had a heart had a miocardial attack? infarction?
  • 33. Non sensitive questions about behavior Provide memory help Uses aided recall (or ask separate questions about subcategories) Please look cerefully at the following list of volountary To which volountary organisations: which, if any, organisation do you belong do you belong to? to? A Religious organisations B Cultural organisations C Political groups D Other
  • 34. Attitude questions Play attention to the wording Clearly specify the attitude object of interest Do you think the Do you think the Government is spending too Government is spending too litte, about the right amount, litte, about the right amount, or too much on higher or too much on education? education?
  • 35. Attitude questions* play attention to the wording Measure the strength of the attitute using a response scale, a separate item or multiple items that can be combined into a scale Do you agree or disagree with the following statement? Government is spending too little on education 1 Agree strongly 2 Agree 3 Neither agree nor disagree 4 Disagree 5 Disagree strongly *note that an attitude have generally a direction (agree or disagree) and an intensity (strongly disagree….strongly agree)
  • 36. Attitude questions reduce impact of question order When asking general and specific questions about a topic, ask the general question first (otherwise, the answer to the general question is likely to be affected by the number and content of specific questions) When asking questions about about multiple items, start with the least popular (the unpopular questions are likely to seem even less appealing when they follow more popular questions)
  • 37. When asking general and specific questions about a topic, ask the general question first Please tell me whether or not you think it should be possible for a pregnant woman to obtain a legal abortion if: the woman wants it for any reason? 1. Yes 2. No 3. Don't know Please tell me whether or not you think it should be possible for a pregnant woman to obtain a legal abortion if: there is a strong chance of a serious defect in the baby? 1. Yes 2. No 3. Don't know USA GSS
  • 38. Attitude questions play attention to the response scale Use closed questions for measuring aptitudes; (open answers are difficult to code) Use five-to seven-point response scales and label every scale point (verbal label ensure that interpret the scale in the same way)
  • 39. Now is up to you!