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Design Effects Ethan Noel WEC
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Survey Process Operational Design Two primary issues affect the choice of the method of data collection: What is the most appropriate method for a particular research question? What is the impact of a particular method of data collection on survey errors and cost? Define research objectives Construct and pretest questionnaire Design and select sample Design and implement data collection Code and edit data Make postsurvey adjustments Perform analysis Choose mode of collection Choose sampling frame
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History and Future of Survey Research Groves (2011) – Three major eras 1930-1960: The Era of Invention 1960-1990: The Era of Innovation 1990 – present: “Designed Data” Supplemented by “Organic Data” Smith (2013) – New techniques for data collection and how they compare to survey research Data mining Internet Social Media Administrative Data Issues? Solutions?
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Data Collection Term can be slightly misleading Survey data is usually produced/created at the time of the interview or the completion of a questionnaire. Historically there were 3 basic data collection methods Mailing paper questionnaires Telephone interviews Face-to-face interviews Computers altered traditional methods and added new ones The combination of modes allows researchers to minimize cost and error
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Disk by mail E-mailWeb OCR/ICR FAX Telephone CATITDE IVR/T- ACASI CAPI SAQ Audio- CASI Video- CASI Mail Face-to- face Paper Computer The Evolution of Survey Technology
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Experimental Integration Sniderman and Grob (1996) –Changing emphasis for experimental design Split-ballot -> vignette -> CATI Non-directive designs – randomized assignment of respondents to question form without an intent to sway, influence, or control the direction of their response Directive designs – experimentation interventions are active and deliberate Postdecisional Predecisional Issue framing Context of choice Characteristics of chooser Mode
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Mode Selection Considerations Interviewer involvement Face-to-face vs. mail survey SAQ vs ACASI Interaction between interviewer and respondent More data with increased interaction -> more control over measurement process Privacy Different levels of privacy can influence answers Interviewer presence Modes to improve reporting? Channels of communication Technology use
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Choosing a Mode No one ideal mode for all survey applications Alternative approaches Face-to-face and telephone surveys Mail surveys and web surveys Proximate modes as reasonable alternatives Considerations: Sources of error Logic/Feasibility Coverage and sampling frame Appropriateness of topic to the method Cost constraints Value of timely results
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Mode Application Bassili (1993) – Comparison of two measures of attitude strength: accessability and certainty, for the purpose of predicting discrepancies between voting intentions and voting behavior. Accessibility – response latency to a question of intent Certainty – question about the finality of the respondent’s intention CATI – Computer-assisted telephone interviewing 27% initial response rate -> 19% final response rate What were the benefits to using a CATI mode? Disadvantages? What other modes might have sufficed?
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Mode Effects Aquilino (1994) – The effect of research mode on respondents’ willingness to reveal illicit or undesirable behavior. 3 randomly assigned modes: SAQ – more likely to admit illicit drug use Face-to-face – slightly less likely than with SAQ Telephone – Least likelihood of admission Privacy concerns are much greater when dealing with sensitive information. Social distance Response anonymity increases willingness to reveal sensitive behavior.
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Designing a Questionnaire Dillman – Social Exchange Theory - questionnaire recipients are most likely to respond if they expect that the perceived benefits of doing so will outweigh the perceived costs of responding. Respondent burden Channels of communication Mail questionnaires Telephone questionnaires
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Considerations Sampling Available sampling frames Mail, web, telephone surveys Method choice often has indirect sample design implications Cost/efficiency Coverage Respondent access to phones/Internet Researcher access to mailing list Considerations for mode choice: speed, importance of precision, existing inferences (ex: telephone ownership correlated with voting participation)
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Considerations Response Rates Face-to-face > telephone > mail No evidence that technology affects response rates in interviewer-administered surveys Self-administered surveys see higher response rates with paper-based methods than electronic equivalents Measurement Quality Completeness of the data, social desirability bias, and response effects (wording, ordering) Open-ended questions vs closed questions Sources of Error
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