Related Experiment Video
Updated: Aug 14, 2026

Inverse Probability of Treatment Weighting (Propensity Score) using the Military Health System Data Repository and National Death Index
Published on: January 8, 2020
Variation by disability in state predictors of Medicaid 1915c waiver use and expenditures
Nancy A Miller1, Martin Kitchener, Keith T Elder
1Department of Public Policy, University of Maryland, Baltimore County, Public Policy Building, 21250, USA. nanmille@umbc.edu
Purpose:
States are increasingly using the Medicaid 1915c waiver program to provide community-based long-term care. A substantially greater share of long-term-care dollars supports community-based care for individuals with intellectual and developmental disabilities, relative to older and working-age persons with primarily physical disabilities.
Design And Methods:
We used state-level data for the period from 1992 to 2001 to estimate fixed-effects panel models. We compared state predictors of waiver utilization and expenditures for waivers serving both older and working-age individuals (O/WAIs) relative to waivers serving individuals with intellectual and developmental disabilities (IDDs).
Results:
We found community-based-care capacity to predict use and expenditures for both target groups. Although regulation of institutional supply was positively related to expenditure measures for IDDs, it was not related to use or expenditures for O/WAIs. Demand variables (e.g., the size of a state's African American population) predicted use and expenditures for IDD waivers, but they were less consistent for O/WAI waivers. State resources were a robust predictor of use and expenditures for both groups.
Implications:
Increased community-based-care capacity appears to be an important factor in efforts to expand the availability of Medicaid community-based care. Federal policies that address state resource issues may also spur growth in community-based long-term care.
Related Concept Videos
Methods of Documentation V: CBE
In CBE, healthcare professionals establish predefined standards of practice that define what constitutes...
Variability: Analysis
The range is a simple measure of variability, indicating the difference between the highest and...
Standards of Care I
Methods of Documentation VI: Case Management Model
For example, a patient with a chronic illness...
