application of web-based respondent driven sampling to foreign … lee... · 2019-10-28 ·...
TRANSCRIPT
Application of Web-based Respondent
Driven Sampling to Foreign-Born
Korean Americans
Sunghee Lee, Ai Rene Ong, Chen Chen,
Michael ElliottUniversity of Michigan
Health and Life
Study of Koreans
This study was funded by the National Science Foundation [grant number SES-1461470, PI: Lee].
Respondent Driven Sampling (RDS)
• Proposed by Heckathorn (1997, 2002)
• Sampling based on▫ Chain-referral through social networks and
▫ Actual recruitment by participants using coupons
( Researchers have little control over and little
information about selection)
• Potentially useful locating rare groups
• Popular usage in public health ▫ ~$100 million research funds by NIH as of 2011
▫ Used for National HIV Behavioral Surveillance by CDC
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RDS Visualization – 1
3
Hypothetical
Network Population
Nodes
Edges
RDS Visualization – 2
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Seeds
(Ego)
Alters (Peers)
Coupons
Chains RecruitersRecruits
Degrees
Waves
Long chain: Memoryless
Markov process
Two Types of RDS Recruitment Chains
Type 1
2 Seeds Sample size=20
Type 2
2 Seeds Sample size=20
Note: Each dot represents a participant;
Shade of dots: Character similarities;
Arrow: Recruitment direction.
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Web-RDS & Racial/Ethnic Minorities
•Why RDS?
▫ Racial/ethnic homophily
•Why Web?
▫ Lower constraints with language and geography
coverage
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This Study
• Utilities of Web-RDS for recruiting immigrants
• Data quality
▫ Geographic coverage
▫ Estimates on a series of socio-demographic, health status and healthcare access
Benchmarks available
• Dynamics in recruitment
▫ Recruitment patterns
▫ Recruitment cooperation through coupon use and follow-up survey
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Data Quality
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Health & Life Study of Koreans (HLSK)
• Web RDS ▫ Foreign-born Korean Americans in Los Angeles County
(LA) and State of Michigan (MI)
▫ June 2016 – March 2018
▫ Recruitment coupons Up to 2 coupons issued/participant
Delivered to email, text or messaging app
▫ Incentive: $20 for the main survey; $5 per recruit;
$5 for the follow-up survey Up to $35
▫ LA: n=360 (follow-up n=142)
▫ MI: n=279 (follow-up n=124)
▫ Benchmarks: American Community Survey (ACS);
California Health Interview Survey (CHIS)
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Geographic Distribution
• LA Maps
•MI Maps
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HLSK vs. ACS for LA
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HLSK vs. ACS for MI
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Dynamics in Recruitment
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Health & Life Study of Koreans (HLSK)
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Data Collection Progress
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669
522
360
279
131
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Recruitment Patterns
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Actual Coupon Use
• 1191 issued 461 redeemed
(34.9% redemption rate)
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No. Redeemed Coupons
0 1 2
n 355 152 132
No. Is
sued
Coupons 0 32 -- -- --
1 23 56.5% 43.5% --
2 584 53.1% 24.3% 22.6%
Profile of Intended vs. Actual Recruits
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Intended Recruits of
All Recruiters
(n=1138)
Intended Recruits of
Successful Recruiters
(n=539)
Actual Recruits
(n=415)
Age
18-29 years old 32.6% 30.4% 34.1%
30-39 years old 25.2% 26.4% 25.4%
40-49 years old 20.8% 21.0% 21.0%
50-59 years old 15.4% 16.1% 14.0%
≥60 years old 5.9% 6.1% 5.6%
Gender
Male 43.4% 42.9% 41.2%
Female 56.6% 57.1% 58.8%
Recruiter-Recruit Relationship
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Intended Recruits
of All Recruiters
(n=1138)
Intended Recruits of
Successful Recruiters
(n=539)
Recruiters Reported
by Recruits
(n=415)
Feel close to 88.9% 92.4% 87.0%
Weekly interaction -- -- 78.4%
Relationship Type
Family 28.2% 36.5% 53.4%
Spouse 10.5% 15.2% 21.6%
Parent 7.0% 11.1% 7.7%
Sibling 6.0% 5.4% 7.9%
Relative 4.7% 4.8% 16.2%
Non-Family 71.7% 63.5% 46.8%
Friend 45.9% 41.3% 31.0%
Romantic partner 4.0% 4.6% 3.8%
Acquaintance 14.2% 10.6% 5.6%
Colleague 7.6% 7.0% 6.2%
Dynamics in Coupon Distribution
(From follow-up participants, n=266)
•When? Within 3 days (50.0%)
Within a week (77.4%)
•Mode? Kakaotalk (48.9%)
Email (41.1%)
•Word of Mouth? Incentives (87.0%)
Korean focus (72.6%)
Web mode (50.9%)
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Implications – 1
• Potential of RDS
▫ Reasonable geographic coverage
▫ Young, highly educated recent immigrants
▫ Recruit harder-to-reach groups
▫ Blend RDS data with existing probability data
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Implications – 2
• Challenges with RDS
▫ Sampling affected by nonsampling errors
▫ Recruitment noncooperation ~30% coupon redemption rate; Chains died out Need to issue ≥3 coupons/R
(Best to apply a one-size-fits-all rule?)
▫ Social relationship matters for recruitment
success
Participants intend to recruit close peers
Recruits report frequent interactions with recruiters
HLSK: Relationship type (family)
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Future Directions
• RDS as a practical and reproducible data
collection method
• RDS design
▫ Total survey error
▫ Generate data mirroring critical assumptions
▫ Test design features increasing Rs’ recruitment
cooperation through randomized experiments
▫ Adaptive survey design
▫ Standardization and transparency
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