Related Experiment Video
Updated: Feb 18, 2026

Inverse Probability of Treatment Weighting Propensity Score using the Military Health System Data Repository and National Death Index
Published on: January 8, 2020
Smoking Cessation Benefit Utilization: Comparing Methodologies for Measurement using New York State's Medicaid Data
Kevin Malloy1, Anisa Proj1, Haven Battles1
1New York State Department of Health, Albany, NY.
Estimating smokers in Medicaid is crucial for evaluating tobacco cessation services. Using diagnosis codes can overestimate utilization, highlighting the need for reliable prevalence data in program evaluation.
Area of Science:
- Public Health
- Health Services Research
- Tobacco Control
Background:
- Pharmacotherapy and counseling are proven methods for smoking cessation.
- Medicaid programs are mandated to cover tobacco cessation services.
- Accurate monitoring of service utilization is essential for program evaluation and quality improvement.
Purpose of the Study:
- To evaluate the utilization of smoking cessation services within New York State's (NYS) Medicaid program in 2015.
- To compare utilization across different populations (fee-for-service vs. managed care) and service categories.
- To assess the impact of various smoker identification methods on utilization estimates.
Main Methods:
- Utilized Medicaid claims and encounters data.
- Incorporated four sources for smoking prevalence estimation: two population surveys, one Medicaid enrollee survey, and diagnosis codes.
- Compared the percentage of estimated smokers utilizing cessation services and the average number of services used.
Main Results:
- Smoking prevalence estimates varied widely (10.9%–31.5%) depending on the data source.
- Diagnosis codes identified less than 45% of smokers compared to survey estimates.
- Counseling services were utilized by more members (126,839) than pharmacotherapy (91,433), despite similar service counts.
Conclusions:
- Survey-based smoking prevalence estimates significantly exceed those from diagnosis codes in NYS Medicaid data.
- Relying on diagnosis codes for analyzing smoking cessation benefit utilization may lead to overestimation.
- Methodological choices, particularly the source of smoking prevalence data, critically impact utilization estimates and comparisons.
More Related Videos
Related Concept Videos
Statistical Methods for Analyzing Epidemiological Data
Methods of Documentation VI: Case Management Model
For example, a patient with a chronic...
Kaplan-Meier Approach
Measurement of Bioavailability: Pharmacodynamic Methods
Comparing the Survival Analysis of Two or More Groups

