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Inspiration. Nancy Bates at U.S. Census Bureau, co-chairSparse survey methods literature on hard-to-reach (but growing--see special issue of Methodological Innovations Online)Only 3 conferences/workshops in past 20 years (but most recently 2010 in Paris)Help for survey practitioners. Sponsors. Am
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1. International Conference on Methods forSurveying and Enumerating Hard-to-Reach Populations(H2R)New Orleans, Louisiana, USAOctober 31-November 3, 2012
2. Inspiration Nancy Bates at U.S. Census Bureau, co-chair
Sparse survey methods literature on hard-to-reach (but growing--see special issue of Methodological Innovations Online)
Only 3 conferences/workshops in past 20 years (but most recently 2010 in Paris)
Help for survey practitioners
3. Sponsors American Association for Public Opinion Research
American Statistical Association and its sections on government statistics, survey research methods, and social statistics
World Association for Public Opinion Research
Institut fur Arbeitsmarkt- und Berufsforschung
4. 2012 Schedule Info about short courses, hotel up on website end of January/early February
Preliminary program April/May
Registration opens August
Short courses October 31
Conference sessions November 1-3
5. Publications in 2013 Invited papers:
Monograph (“Interviewing the Hard-to-Reach”), to be published by Cambridge in paperback, hardcover, on-line
Contributed papers:
Journal of Official Statistics
International Journal of Public Opinion Research
6. Book Sections Intro (Tourangeau, ed)
Difficult Settings (Edwards, ed)
Special Populations (Johnson, ed)
Sampling Strategies (Wolter, ed)
Data Collection Strategies (Edwards & Bates, eds.)
7. Section on Sampling Strategies Sampling Elusive and Mobile Populations (Kalton)
Recent Developments of Sampling Hard-to-Reach Populations: An Assessment (Lee, et al)
Indirect Sampling for Hard-to-Survey Populations (Levallee)
Sampling Subpopulations using Partial Lists, Imperfect Census Data, and Rough Screening Questions (Clark)
Network Methods for Sampling Hard-to-Survey Populations (McCormick and Zheng)
Respondent-Driven Sampling and Related Techniques (Thompson)
8. Graham Visitors and travelers: best sampled and surveyed on location
Standard probability methods have limitations
Alternatives: location sampling, snowball sampling, respondent-driven sampling
Location sampling (aka venue-based or time-space sampling) covers only those who visit specified location in survey time period
Weights must compensate for unequal selection probabilities of visits and for the number of visits a sampled person makes during period (not straightforward)
Variability in standard weights can cause serious loss of precision, need procedure to reduce variability
Inferences from snowball and respondent-driven samples based on many assumptions that need to be critically assessed.
9. Lee Demands for data on hard-to-reach led to new sampling methods (respondent-driven sampling, community-based sampling, time-and-space sampling) not found in traditional sampling textbooks; mostly based on non-probability methods.
Introduce each method, its theoretical background, critical assumptions required for inferences
Examine characteristics of populations sampled with these methods, specific applications in published studies
Illustrate when the assumptions are likely and unlikely to be met in data collection operations
Benefits and limitations of these methods with total survey error perspective.
10. Levallee If no sampling frame available for the desired target population, may be possible to use a sampling frame that is indirectly related
Populations A and B
Produce an estimate for B by selecting a sample from A and using the existing links between the two populations.
Estimates difficult to achieve if links between A and B not one-to-one.
A solution: generalized weight share method (GWSM)
Network sampling, adaptive cluster sampling, snowball sampling, multiple frames fit into context of indirect sampling
Theory and developments surrounding indirect sampling, GWSM provide a unified mathematical framework for these approaches.
11. Clark Ethnic or indigenous subpopulations often lack sampling frame
Multi-stage samples target areas known to have higher proportions of the subpopulations
Challenges
how to target these areas without creating excessive variation in estimation weights
how to allow for inaccuracy or outdatedness of the census data
how to use screening questions to efficiently identify subpopulations
how to combine an area frame with a partial list of the subpopulation
New methodology for efficiently using all these elements, based on separate training and validation samples
Sampling of New Zealand's Maori, Pacific and Asian populations used as motivating example.
12. McCormick and Zheng Statistical models leverage social network data to estimate characteristics of H2R subpopulations using Aggregated Relational Data (ARD) -- questions like ``How many X's do you know?'
Require no special sampling strategy
Are easily incorporated into standard surveys
Don’t require respondents to reveal their own group membership
Bayesian hierarchical model for estimating demographic characteristics of H2R groups, or latent demographic profiles, using ARD
Two estimation techniques
Markov-chain Monte Carlo algorithm for existing data or cases where the full posterior distribution is of interest
When new data can be collected, guidelines and a simple estimate motivated by a missing data approach
13. Section on DC Strategies Paid Media – 2010 Census (Datta, et al)
EU-SILC (Nicaise, Schockaert)
Mode Choice, Response Rates (Haan, Ongena)
Recruiting Hispanics with R-Driven Sampling (Schonlau et al)
Engaging Aboriginals (Connors)
Linguistic/Cultural Minorities (Pan, Lubkemann)
Mobilizing to Participate Fully (Vargas, Olson)
Finding and Keeping Them Engaged (Becker et al)
14. Datta et al 2010 Census Integrated Communications Program Evaluation (CICPE) (NORC): Best Practices
Eliciting confirmed awareness of advertisements
Capturing receptivity to advertising messages
Tracking changes in attitudes, beliefs addressed in advertisements
Use of advertisement metrics to estimate exposure to paid media campaign.
Actual Census participation data
Data from experimental variation in paid media exposure in a sub-set of sites
Key results: overall effectiveness of the campaign in increasing mail return rates
Differential effectiveness across people’s initial dispositions toward the Census?
Inducing changes in attitudes or beliefs targeted in advertising content?
General receptivity to advertisements?
15. Nicaise and Schockaert Belgian EU-SILC data (Eurobarometer)
Inventory of excluded groups (collective households, illegal residents, itinerant groups, homeless)
Analysis of selective non-response and attrition – and ways to minimize or correct
Complementary survey of homeless and undocumented with adapted questionnaires. Comparison of extent and depth of poverty between these two groups and the rest of the population.
16. Haan and Ongena Experiment within the European Social Survey
Half, randomly approached face-to-face or by phone, could choose to be interviewed face-to-face, by phone or online.
With mode choice, expect higher response rates
Possible to develop a tailored approach to lower nonresponse rates in the future
17. Schonlau et al In RDS, critical to obtain estimates of R’s network size and to know who recruited whom
ALP: Internet panel of 3000 respondents
Currently adding a Hispanic sub-panel to the American Life panel using RDS
Recruitment effort evaluated with respect to the 5 RDS assumptions, geographic spread, and socio-demographic composition.
18. Pan and Lubkemann 546 observations of Census 2010 nonresponse followup interviews in English and 7 other languages, plus debriefing interviews with respondents and enumerators
Discussion of findings:
Linguistic factors that affected communication
Socio-cultural factors that shaped social interaction during the survey encounter
Conclusions highlight several fundamental methodological implications, outline key design issues for such populations.
19. Vargas and Olsen Community engagement campaigns
Leverage partnerships from community and grass roots organizations, mobilize constituents
Two perspectives – nationally known community leader, statistical agency’s national field manager
Examples from the United States 2010 Census
pro-bono engagement of more than 257,000 organizations
hiring nearly 4,000 outreach staff with skills in 146 languages
coordination with messaging campaign via Spanish-lang. media
Lessons learned
20. Becker et al How to find the hard to reach, how to stay in touch with them?
Often no fixed address, “cell only” with precarious service/continuity of numbers, don’t appear in traditionally used search databases
Methods for finding and tracking based on travel patterns, service locations, personal preferences and habits of connecting with others
Databases useful in tracking these groups and how to access them
Methods involve higher costs, IRBs, design that allows access while protecting privacy, safety
Methods for staffing, outreach and rapport building, appropriate incentives, protection of privacy, legal issues, maintaining trusting relationships over time
21. City of New Orleans Spanish, French, Creole, Cajun, American Southern flavors, now joined by Latin Americans
One of America’s top restaurant cities
Birthplace of jazz, vibrant music scene today
Rebuilding after Hurricane Katrina 2005
Hotel: Marriott at Convention Center, in the Warehouse District, walking distance to French Quarter
22. www.amstat.org/meetings/h2r/2012 H2R2012@amstat.org
Thanks!
Brad Edwards
bradedwards@westat.com