the sipp event history calendar field test: analysis plans and preliminary report jeff moore...

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The SIPP Event History Calendar Field Test: Analysis Plans and Preliminary Report Jeff Moore Statistical Research Division, U.S. Census Bureau Jason Fields Housing and Household Economic Statistics Division, U.S. Census Bureau ASA/SRM SIPP Working Group Meeting September 16, 2008

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Page 1: The SIPP Event History Calendar Field Test: Analysis Plans and Preliminary Report Jeff Moore Statistical Research Division, U.S. Census Bureau Jason Fields

The SIPP Event History Calendar Field Test:

Analysis Plans and Preliminary Report Jeff Moore

Statistical Research Division, U.S. Census Bureau

Jason FieldsHousing and Household Economic Statistics Division, U.S. Census Bureau

ASA/SRM SIPP Working Group Meeting

September 16, 2008

Page 2: The SIPP Event History Calendar Field Test: Analysis Plans and Preliminary Report Jeff Moore Statistical Research Division, U.S. Census Bureau Jason Fields

Overview

Background:- SIPP “re-engineering”- event history calendar (EHC) methods

Goals and Design of the EHC Field Test

Evaluation Plans

Preliminary Results [not yet available]

Page 3: The SIPP Event History Calendar Field Test: Analysis Plans and Preliminary Report Jeff Moore Statistical Research Division, U.S. Census Bureau Jason Fields

SIPP Re-Engineering

Implement Improvements to SIPP- reduce costs- reduce burden- improve processing system- modernize instrument- expand/enhance use of admin

records

Key Design Change: Annual Interviewing

Page 4: The SIPP Event History Calendar Field Test: Analysis Plans and Preliminary Report Jeff Moore Statistical Research Division, U.S. Census Bureau Jason Fields

EHC Interviewing (1)

Human Memory- structured/organized- links and associations

EHC Exploits Memory Structure- links between to-be-recalled events- coherence, consistency, sequence

EHC Encourages Active Assistance to Rs

Page 5: The SIPP Event History Calendar Field Test: Analysis Plans and Preliminary Report Jeff Moore Statistical Research Division, U.S. Census Bureau Jason Fields

EHC Interviewing (2)

Evaluation: EHC vs. Q-List Comparisons- various methods- in general: positive data quality results

BUT, Important Research Gaps- data quality for need-based programs?- extended reference period?

Page 6: The SIPP Event History Calendar Field Test: Analysis Plans and Preliminary Report Jeff Moore Statistical Research Division, U.S. Census Bureau Jason Fields

Field Test Goals & Design

Basic Goal:Can an EHC interview collect data of comparable(or better) quality than standard SIPP?

- month-level data- one 12-month ref pd interview vs. three 4-month ref pd interviews- especially for need-based programs

Basic Design:EHC re-interview of SIPP sample HHs

Page 7: The SIPP Event History Calendar Field Test: Analysis Plans and Preliminary Report Jeff Moore Statistical Research Division, U.S. Census Bureau Jason Fields

Design Details (1)

Main Sample:SIPP Wave 10-11-12 Interview Cases

- reported on CY-2007 via SIPP [Fig. 1]

Supplemental Sample:SIPP Wave 8 Sample Cut Cases

- dropped from SIPP in 2006; “unprimed”

EHC Re-Interview in 2008, about CY-2007

Page 8: The SIPP Event History Calendar Field Test: Analysis Plans and Preliminary Report Jeff Moore Statistical Research Division, U.S. Census Bureau Jason Fields

Design Details (2)

Two Sites- Illinois (all)- Texas (4 metro areas)

N = 1,945 Addresses- cooperating HHs in SIPP

Sample Distribution:ILLINOIS (n = 914) TEXAS (n = 1,031)

W10-11-12 Sample Cut W-10-11-12 Sample Cut

487 427 609 422

Page 9: The SIPP Event History Calendar Field Test: Analysis Plans and Preliminary Report Jeff Moore Statistical Research Division, U.S. Census Bureau Jason Fields

Design Details (3)

Administrative Records(for some characteristics, and with R approval)

- Medicare- Social Security retirement, disability- SSI- TANF- Food Stamps- [Medicaid?]

Page 10: The SIPP Event History Calendar Field Test: Analysis Plans and Preliminary Report Jeff Moore Statistical Research Division, U.S. Census Bureau Jason Fields

Design Details (4)

EHC Questionnaire [handout]- paper-and-pencil- 12-month, CY-2007 reference period- selected SIPP topics (“domains”)- start with landmark events- within domains, anchor on “now”- month-level (at least) detail

Sample of Addresses, Not People- post-interview clerical match to SIPP

Page 11: The SIPP Event History Calendar Field Test: Analysis Plans and Preliminary Report Jeff Moore Statistical Research Division, U.S. Census Bureau Jason Fields

Design Details (5)

$40 Incentive, Non-Contingent

Same Response Rules as SIPP- EHC interview for all adults (15+)- self-response preferred (proxy permitted)

Field Staff: Census Bureau FRs- most with some interview experience- ~1/3 with SIPP experience- 3-day training on EHC methods

Page 12: The SIPP Event History Calendar Field Test: Analysis Plans and Preliminary Report Jeff Moore Statistical Research Division, U.S. Census Bureau Jason Fields

Design Details (6a)

Field Period: Mid-April thru Late June 2008

Outcomes:

- 1,627 HH interviews

- 3,318 individual EHC interviews

- 2,747 EHC Rs matched to SIPP

Page 13: The SIPP Event History Calendar Field Test: Analysis Plans and Preliminary Report Jeff Moore Statistical Research Division, U.S. Census Bureau Jason Fields

Design Details (6b)

ILLINOIS TEXAS TOTAL

W-10-11-12

Sample Cut

W-10-11-12

Sample Cut

W-10-11-12

Sample Cut

Address Sample

(1,945)487 427 609 422 1,096 849

Completed HH Interviews

(1,627)

417

(91%)

347

(89%)

518

(91%)

345

(92%)

935

(91%)

692

(91%)

Completed Individual EHC Interviews

(3,318)

866

(99%)

707

(98%)

1,056

(99%)

689

(99%)

1,922

(99%)

1,396

(99%)

Interviewed Adults Matched to SIPP

(2,747)

767

(89%)

588

(83%)

890

(84%)

502

(73%)

1,657

(86%)

1,090

(78%)

Page 14: The SIPP Event History Calendar Field Test: Analysis Plans and Preliminary Report Jeff Moore Statistical Research Division, U.S. Census Bureau Jason Fields

Evaluation Plans (1)

Compare SIPP and EHC Survey Reports - same people- same time period- same characteristics

Data Quality Comparison using Admin Records(later)

Evaluation of “Priming” Bias

Page 15: The SIPP Event History Calendar Field Test: Analysis Plans and Preliminary Report Jeff Moore Statistical Research Division, U.S. Census Bureau Jason Fields

Evaluation Plans (2)

Other Evaluations- R debriefing form- FR “case report” debriefing form- FR debriefing focus groups- interview observations

Focus on EHC Interview Process

Page 16: The SIPP Event History Calendar Field Test: Analysis Plans and Preliminary Report Jeff Moore Statistical Research Division, U.S. Census Bureau Jason Fields

Compare SIPP/EHC Reports (1a)

SIPP Report

No Yes

EHC No a bReport Yes c d

2x2 Consistency Table for “Participation”(Employed? Enrolled? Insured? etc.)

- for each characteristic- for each month of CY-2007- unweighted / unedited data

Page 17: The SIPP Event History Calendar Field Test: Analysis Plans and Preliminary Report Jeff Moore Statistical Research Division, U.S. Census Bureau Jason Fields

Compare SIPP/EHC Reports (1b)

SIPP Report

No Yes

EHC No a bReport Yes c d

b=c equivalent data quality (high if (b+c)/N~0; low if (b+c)/N is large)

b>c EHC “underreporting” (rel. to SIPP)

b<c SIPP “underreporting” (rel. to EHC)

Page 18: The SIPP Event History Calendar Field Test: Analysis Plans and Preliminary Report Jeff Moore Statistical Research Division, U.S. Census Bureau Jason Fields

Compare SIPP/EHC Reports (1c)

SIPP Report

No Yes

EHC No a bReport Yes c d

Patterns of Consistency/Inconsistency- b>c for most months? b<c? mixed?- early months vs. late months?

Page 19: The SIPP Event History Calendar Field Test: Analysis Plans and Preliminary Report Jeff Moore Statistical Research Division, U.S. Census Bureau Jason Fields

Compare SIPP/EHC Reports (2a)

Total Reported Months of “Participation”- by Qtr / combined Qtrs / whole year

SIPP Participation Months – Q(n)

0 1 2 3

EHC

Participation

Months – Q(n)

0

1

2

3

Page 20: The SIPP Event History Calendar Field Test: Analysis Plans and Preliminary Report Jeff Moore Statistical Research Division, U.S. Census Bureau Jason Fields

Compare SIPP/EHC Reports (2b)

Patterns of Off-Diag Clustering Across Time- above for most Qtrs? below? mixed?- early Qtrs vs. late Qtrs?

SIPP Participation Months – Q(n)

0 1 2 3

EHC

Participation

Months – Q(n)

0

1

2

3

Page 21: The SIPP Event History Calendar Field Test: Analysis Plans and Preliminary Report Jeff Moore Statistical Research Division, U.S. Census Bureau Jason Fields

Compare SIPP/EHC Reports (2c)

Patterns of Off-Diag Clustering Across Time- above for most Qtrs? below? mixed?- early Qtrs vs. late Qtrs?

# Reporting At Least 1 Month of Participation

SIPP Participation Months – Q(n)

0 1+

EHC

Participation

Months – Q(n)

0

1+

Page 22: The SIPP Event History Calendar Field Test: Analysis Plans and Preliminary Report Jeff Moore Statistical Research Division, U.S. Census Bureau Jason Fields

Compare SIPP/EHC Reports (3)

Other “Participation” Comparisons:

- ANY need-based program participation? (by month / Qtr / combined Qtrs / year)

or- ANY health insurance coverage

[etc.]

- alignment/sequencing across domains (e.g., moves & jobs, employment & health insurance, etc.)

Page 23: The SIPP Event History Calendar Field Test: Analysis Plans and Preliminary Report Jeff Moore Statistical Research Division, U.S. Census Bureau Jason Fields

Compare SIPP/EHC Reports (4a)

Month-to-Month Transitions (yesno; noyes)

SIPP’s Staggered Interview Design:- each month-pair is a “seam” for ¼ sample- each month-pair is off-seam for ¾ sample

Compare Reporting of Transitions

Jan-

Feb

Feb-

Mar

Mar-

Apr

Apr-

May

May-

Jun

Jun-

Jul

Jul-

Aug

Aug-

Sep

SIPP – Seam Cases

SIPP – Off-Seam Cases

EHC

Page 24: The SIPP Event History Calendar Field Test: Analysis Plans and Preliminary Report Jeff Moore Statistical Research Division, U.S. Census Bureau Jason Fields

Compare SIPP/EHC Reports (4b)

Seam Bias:- too much Δ across interview “seams”- too little Δ within a single interview

EHC Δ rates below SIPP’s (seam), and above SIPP’s (off-seam) Improved Quality

Jan-

Feb

Feb-

Mar

Mar-

Apr

Apr-

May

May-

Jun

Jun-

Jul

Jul-

Aug

Aug-

Sep

SIPP – Seam Cases (++)

SIPP – Off-Seam Cases (- -)

EHC (0)

Page 25: The SIPP Event History Calendar Field Test: Analysis Plans and Preliminary Report Jeff Moore Statistical Research Division, U.S. Census Bureau Jason Fields

Compare SIPP/EHC Reports (5a)

Income Amount Report Comparisons

- unemployment benefits- disability income ($)- workers’ comp- Social Security ($)- Medicare Part B deduction ($)- TANF ($)- Food Stamps ($)- SSI ($)

($)=admin records

Page 26: The SIPP Event History Calendar Field Test: Analysis Plans and Preliminary Report Jeff Moore Statistical Research Division, U.S. Census Bureau Jason Fields

Compare SIPP/EHC Reports (5b)

$$ Comparison is Less Straightforward

Continuous $$ Variable - arbitrary definition(s) of “agreement”- disagreements are directional

Limited to “Yes/Yes” Cases

Page 27: The SIPP Event History Calendar Field Test: Analysis Plans and Preliminary Report Jeff Moore Statistical Research Division, U.S. Census Bureau Jason Fields

Compare SIPP/EHC Reports (5c)

$$ Reporting Comparisons- mean amount (EHC; SIPP; difference)

- levels of correspondence(e.g., ±5%; ±5-10%; ±10-25%; ±25-50%; >±50%)

- direction of differences($EHC > $SIPP; $EHC=$SIPP (±1%); $EHC < $SIPP)

- timing of amount changes

Page 28: The SIPP Event History Calendar Field Test: Analysis Plans and Preliminary Report Jeff Moore Statistical Research Division, U.S. Census Bureau Jason Fields

Assessment of “Priming” (6a)

W-10-11-12 Rs Provide CY-2007 Data Twice- first SIPP, then EHC

Are Their EHC Reports Biased?- e.g., more accurate EHC response- could bias field test interpretation

Control Group: W-8 Sample Cut- last SIPP response in Jun-Sep 2006- “unprimed” re: CY-2007 (not SIPP content)

Page 29: The SIPP Event History Calendar Field Test: Analysis Plans and Preliminary Report Jeff Moore Statistical Research Division, U.S. Census Bureau Jason Fields

Assessment of “Priming” (6b)

Compare Distributions for Key Characteristics- e.g., monthly “participation” reports- weighted (sub-sampling; attrition)

Similarity of Profiles Extent/Nature of Priming Bias

Admin Records for Some Characteristics- meaning of distribution differences- may also reveal hidden quality diffs

Page 30: The SIPP Event History Calendar Field Test: Analysis Plans and Preliminary Report Jeff Moore Statistical Research Division, U.S. Census Bureau Jason Fields

Guidance, Questions, Advice…

Questions?

Thoughts/Comments...?- on the evaluation approach?

- about additional analyses?

- about how to weigh evidence from the field test in deciding whether or not to adopt a 12-month EHC?

Page 31: The SIPP Event History Calendar Field Test: Analysis Plans and Preliminary Report Jeff Moore Statistical Research Division, U.S. Census Bureau Jason Fields

Thank you very much!

[email protected]

301-763-4975