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Are the Hard-to-Cover Also Less Likely to Respond?
AAPOR 2015
Stephanie EckmanFrauke Kreuter
2
Motivation
Reducing undercoverage means:‐ Phone: calling cell numbers ‐ Face-to-face: including homeless, institutionalized‐ Web: providing tablet, internet access
Costly
Are the additional people included disproportionately nonresponders?
3
Examples of Trade-Off
RDD + mobile phone surveys (AAPOR Cell Phone Task Force Report, 2010)
‐ Lower RR among mobile only HHs
LISS online panel (Leenheer & Scherpenzeel, 2013)
Screener experiment (Tourangeau, Kreuter & Eckman, 2012)
Condition Coverage Rate Recruit. RateInternet not provided 90% 84%Internet provided ~ 100% 79%
Condition Coverage Rate Response RateDirect: “Is anyone there 35-55?” 32% 86%Roster: Age of all adults in HH 45% 72%
4
Simulation Setup
Coverage propensity CPi‐ Propensity for case to be included on frame‐ Determined by X variables: ‐ comfort with technology, attachment to HH
Response propensity RPi‐ Propensity for case to respond ‐ Determined by Z variables‐ at-home patterns, privacy concerns, topic interest
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Path Diagram
X
Z
Y
CP
RP
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Path Diagram
X
Z
Y
CP
RP
ρ
βX
βZ
γX
γZ
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Simulation Setup
Y related to X, Z
Survey A:
Survey B:‐ CP increased by κ ‐ RP unchanged
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Simulation Setup
Y related to X, Z
Survey A:
Survey B:‐ CP increased by κ ‐ RP unchanged
Parameter Values0.2, 0.6, 1-0.2, -0.6, -1
0.2, 2
0.2, 2
0.2, 2, -0.2, -2
0.2, 2, -0.2, -2κ 1, 4, 10
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Outcome Measures
When we increase coverage (A →B), what happens?
Coverage rate, RR‐ Under what conditions do we see trade-off?
Nonresponse Undercoverage Bias Bias
‐ Under what conditions will bias decrease (in absolute value)?
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Results: Rates
cov(X,Z) > 0; strong relationship between X, CP & Z, RP
Results: When Does Absolute Bias Decrease?
X
Z
Y
CP
RP
ρ
βX
βZ
γX
γZ
11
+
Results: When Does Absolute Bias Decrease?
X
Z
Y
CP
RP
ρ
βX
βZ
γX
γZ
12
+
Results: Bias
X
Z
Y
CP
RP
ρ
βX
βZ
γX
γZ
13
+
16
Results: Rates
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Results: Rates
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Coverage, Response Rates for 2 Surveys
CaseLandline Only Landline + Mobile
Covered Response Propensity Covered Response
Propensity
1 Yes 0.48 Yes 0.482 Yes 0.60 Yes 0.603 No 0.15 Yes 0.154 No 0.36 Yes 0.365 No 0.26 Yes 0.26
Coverage Rate 40% 100%Response Rate 54% 37%