Medicare Drug Coverage and Declining Disability Among the Elderly: Is There A Link? Michael F....
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Transcript of Medicare Drug Coverage and Declining Disability Among the Elderly: Is There A Link? Michael F....
Medicare Drug Coverage and Declining Disability Among the Elderly: Is There A Link?
Michael F. Furukawa, PhDAssistant ProfessorSchool of Health Management and PolicyW. P. Carey School of BusinessArizona State University
AcademyHealth Annual Research MeetingJune 26, 2005
Introduction
Declining disability among the elderly in the 1990’s (Cutler, 2001)
Link between supplemental insurance and disability (Porell and Miltiades, 2001)
Drug coverage increases medication use (numerous) No link between medication use and disability for near-
elderly (Freedman and Aykan, 2003) Drug coverage and functional disability – Is there a link?
Research supported by AHRQ Dissertation Grant (R03 HS14514-01)
Data and Methods
Medicare Current Beneficiary Survey (MCBS) Cost and Use, 1994-1999 Nationally-representative sample Detailed measures of functional disability
Physical limitations Instrumental Activities of Daily Living (IADLs) Activities of Daily Living (ADLs)
Drug coverage from private supplemental plans Employer-sponsored drug coverage Medigap drug coverage
Variables
Level of functional disability (ordered) in year t No disability Any physical limitation Any IADL ADLs 1-2 ADLs 3+ Died during year
Drug coverage (binary) in year t - 1 Continuous coverage from single, private supplemental plan
Controls: Demographics, socioeconomic status, rural, region General health, chronic conditions (year t -1)
Specification
Ordered probit regression Endogenous treatment effect – disentangle
insurance effect from adverse selection Parametric two-step selection model
(Heckman, 1979) Nonparametric discrete factor model
(Heckman and Singer, 1984) Simulation
Predicted probabilities of disability state
Identification
Employer-sponsored drug coverage Pension service requirements: 10+ years Industry type:
Manufacturing Transportation and utilities Public administration
Medigap drug coverage State regulation of Medigap insurers
Premium rating restrictions Underwriting restrictions
Main Results
Predicted probabilities of disability stateNo Any Any ADLs ADLs Died
disability physical IADL 1-2 3+Employer drug coverageNaïve model -1.7% 0.2% 0.5% 0.5% 0.3% 0.2%Selection model 8.5% -0.8% -2.3% -2.8% -1.6% -1.1%
Medigap drug coverageNaïve model -2.3% 0.1% 0.5% 0.8% 0.6% 0.3%Selection model 30.9% -5.0% -8.0% -9.6% -5.8% -2.4%
Results for Chronically-ill
No Any Any ADLs ADLs Dieddisability physical IADL 1-2 3+
Employer drug coverageChronic conditions 1-2 8.1% 0.3% -1.8% -2.9% -2.0% -1.7%Chronic conditions 3-4 7.3% 1.3% -1.1% -2.8% -2.3% -2.4%Chronic conditions 5+ 5.6% 2.5% 0.4% -1.9% -2.5% -4.1%
Medigap drug coverageChronic conditions 1-2 30.9% -3.1% -7.3% -10.2% -6.9% -3.3%Chronic conditions 3-4 29.6% 0.5% -5.6% -10.5% -8.8% -5.2%Chronic conditions 5+ 25.5% 5.3% -1.7% -9.0% -10.9% -9.2%
Predicted probabilities of disability state
Principal Findings
Drug coverage associated with lower functional disability after controlling for adverse selection Persons with drug coverage have
9 to 31% greater probability of having no disability
2 to 8% lower probability of having any IADL Chronic illness mediates drug coverage effects
Conclusions
Caveats: Assumes constant effect over time Robustness of specification?
Preliminary evidence of a link between drug coverage and functional disability among elderly Medicare beneficiaries
Chronic illness appears to be a key mediating factor
Policy implications: Medicare drug benefit (MMA) could result in important health effects