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For pollsters, researchers, and analysts checking whether people who did not respond may differ from those who did, compare response patterns with population benchmarks and subgroup results. Examine what response rates reveal—and what they cannot—and weigh options such as weighting against the evidence available. Leave with a nonresponse risk assessment, adjustment options with tradeoffs, and checks to consider before reporting results.
What it writes
Nonresponse risk assessment
Weighting options and tradeoffs
Checks to complete before reporting
How to use it
Include the target population, how the sample was selected, response rates by subgroup, and the closest population benchmarks you have. Say which outcomes matter most; that makes the bias assessment and weighting comparison more useful.
What you bring
Survey population and sampling method
Response rates and subgroup summaries
Available population benchmarks
Know the survey’s target population
A good fit for
Reviewing nonresponse risk in a poll of registered voters
Comparing weighting options against available population benchmarks
Explaining survey response gaps and their limits to stakeholders
Ways to start
A few requests this Agent can handle.
We surveyed 1,200 registered voters by phone, but only 18% responded. Our sample has fewer adults under 35 than voter records show. What nonresponse risks should we assess?
Compare post-stratification weighting and raking for a statewide poll with age, sex, and region benchmarks, but no reliable party-registration benchmark.
Explain to our city council how a 22% response rate affects confidence in a resident survey, given that renters responded less often than homeowners.
What this Agent does not do
This workspace provides text assistance.
Running a survey or contacting nonrespondents
Certifying a poll as representative
Statistical conclusions need qualified review
Cannot verify benchmarks or calculate from unseen survey files
Cannot prove nonresponse bias from response rates alone
Try your own task
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Use it as a draft to review and adapt. Verify calculations, facts, rights, and suitability before relying on it. Do not provide information you do not have permission to share.