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Transcript of RTI International is a trade name of Research Triangle Institute 6110 Executive Blvd. ■ Suite 902...
RTI International is a trade name of Research Triangle Institute
6110 Executive Blvd. ■ Suite 902 ■ Rockville, Maryland, USA 27709 Phone 301-770-8229 e-mail [email protected]
Panel Survey of Hospitals: Sampling and Estimation Challenges
Darryl V. Creel
Third International Conference on Establishment Surveys
Montreal, Quebec, Canada June 18-21, 2007
Outline
Purpose of Survey
Survey Design
Frame Development
Substitution
Estimation
Purpose of the Survey
Level of Drug Use and Abuse
Monitor Drug Use and Abuse Changes over Time
Survey Design
Complete Survey Redesign (New Beginning 2004)
Start of a New Panel – Maximize Overlap with Previous Panel
Change in Stratification Scheme Geography Ownership Size
Stratified SRS WOR of Hospitals
Review All Emergency Department Visits
Change in Case Eligibility
Annual Sample Updates to Account for New Hospitals
Change in Contractors
Survey Design
Possible Modification to the New Design Could Not Review All Emergency Department Visits in Some
Hospitals Added a Second Stage of Sampling to the New Design Select Days within Month to Review Emergency Department
Visits for Eligible Cases
Retain Single-stage Design Standard Errors – Worst Case Single-Stage SE 97% of Two-
Stage SE Computational Time – Single-Stage ~ 300 Observations
Took 12 Minutes, Two-Stage ~ 70,000 Observations Took 31.5 Hours
Frame Development
American Hospital Association (AHA) Annual Survey Database
Good Coverage
Inaccuracies in the File Incorrect FIPS Information Some for Counties in FL Nonexistant Codes
Inaccuracies in the Documentation Counts for Changes in the Population not Consistent
Only Use a Few Variables from AHA Stratification Eligibility Determination
Frame Development
Changes in Populations of Statistical Units (Struijs and Willeboordse) Change of Characteristics Change of Existence
Birth Death
Change of Structure Concentration
Merger Takeover
Deconcentration Break-Up Split-Off
Restructuring
Track for Allocation Emergency Department Visits Counts
Substitution
Hospitals are Difficult to Recruit
Use Responding Not Sampled Hospitals from the Previous Panel for Nonresponding Sampled Hospitals in Current Panel until Number of Nonresponding Hospitals in Current Panel Decreases
Substitution Only Occurs within a Sampling Stratum, i.e., Same Geography, Ownership Category, and Size Category
Match Number of Emergency Department Visits as Closely as Possible
Estimation
Main Focus on Analysis of Trends
Drug Classification Scheme Changes Constantly
Apply Most Recent Classification Scheme Retrospectively for Trends
Estimation
Actual Zero Eligible Cases
Some Hospitals Not on Micro-data Set, i.e., No Eligible Cases Found at Hospital During Charts Review
Hospitals on Micro-data Set May Not Have Specific Drugs, e.g., PCP
Carries Through to Specific Analysis
Generate Data with a Zero Value
Statistician Involvement Across All Aspects of the Survey
SUDAAN – SAMPCNT Statement
Summary
Purpose of Survey
Survey Design
Frame Development
Substitution
Estimation
Statisticians Involved