Studying prescription drug use and outcomes with medicaid claims data: strengths, limitations, and strategies
- PMID: 17909385
- PMCID: PMC2486436
- DOI: 10.1097/MLR.0b013e31805371bf
Studying prescription drug use and outcomes with medicaid claims data: strengths, limitations, and strategies
Abstract
Medicaid claims and eligibility data, particularly when linked to other sources of patient-level and contextual information, represent a powerful and under-used resource for health services research on the use and outcomes of prescription drugs. However, their effective use poses many methodological and inferential challenges. This article reviews strengths, limitations, challenges, and recommended strategies in using Medicaid data for research on the initiation, continuation, and outcomes of prescription drug therapies. Drawing from published research using Medicaid data by the investigators and other groups, we review several key validity and methodological issues. We discuss strategies for claims-based identification of diagnostic subgroups and procedures, measuring and modeling initiation and persistence of regimens, analysis of treatment disparities, and examination of comorbidity patterns. Based on this review, we discuss "best practices" for appropriate data use and validity checking, approaches to statistical modeling of longitudinal patterns in the presence of typical challenges, and strategies for strengthening the power and potential of Medicaid datasets. Finally, we discuss policy implications, including the potential for the research use of Medicare Part D data and the need for further initiatives to systematically develop and optimally use research datasets that link Medicaid and other sources of clinical and outcome information.
Similar articles
-
Assessing medication exposures and outcomes in the frail elderly: assessing research challenges in nursing home pharmacotherapy.Med Care. 2010 Jun;48(6 Suppl):S23-31. doi: 10.1097/MLR.0b013e3181de9d10. Med Care. 2010. PMID: 20473191
-
Drug utilization review using a Medicaid claims database.Clin Ther. 1993 Sep-Oct;15(5):900-4. Clin Ther. 1993. PMID: 8269457
-
Current Challenges of Using Patient-Level Claims and Electronic Health Record Data for the Longitudinal Evaluation of Duchenne Muscular Dystrophy Outcomes.Adv Ther. 2024 Sep;41(9):3615-3632. doi: 10.1007/s12325-024-02897-8. Epub 2024 Jul 30. Adv Ther. 2024. PMID: 39080221 Free PMC article.
-
Using administrative data to study persons with disabilities.Milbank Q. 2002;80(2):347-79. doi: 10.1111/1468-0009.t01-1-00007. Milbank Q. 2002. PMID: 12101876 Free PMC article. Review.
-
Administrative and claims records as sources of health care cost data.Med Care. 2009 Jul;47(7 Suppl 1):S51-5. doi: 10.1097/MLR.0b013e31819c95aa. Med Care. 2009. PMID: 19536019 Review.
Cited by
-
Identifying Smoking Status and Smoking Cessation Using a Data Linkage Between the Kentucky Cancer Registry and Health Claims Data.JCO Clin Cancer Inform. 2019 May;3:1-8. doi: 10.1200/CCI.19.00011. JCO Clin Cancer Inform. 2019. PMID: 31095418 Free PMC article.
-
Multilevel Interventions and Dental Attendance in Pediatric Primary Care: A Cluster Randomized Clinical Trial.JAMA Netw Open. 2024 Jul 1;7(7):e2418217. doi: 10.1001/jamanetworkopen.2024.18217. JAMA Netw Open. 2024. PMID: 38980678 Free PMC article. Clinical Trial.
-
Identifying incident cancer cases in dispensing claims: A validation study using Australia's Repatriation Pharmaceutical Benefits Scheme (PBS) data.Int J Popul Data Sci. 2019 Mar 19;5(1):1152. doi: 10.23889/ijpds.v5i1.1152. Int J Popul Data Sci. 2019. PMID: 32935055 Free PMC article.
-
Incidence of health insurance claims for thyroid neoplasm and pancreatic malignancy in association with exenatide: signal refinement using active safety surveillance.Ther Adv Drug Saf. 2012 Aug;3(4):157-64. doi: 10.1177/2042098612446473. Ther Adv Drug Saf. 2012. PMID: 25083233 Free PMC article.
-
Methodological challenges in using routinely collected health data to investigate long-term effects of medication use during pregnancy.Ther Adv Drug Saf. 2013 Feb;4(1):27-37. doi: 10.1177/2042098612470389. Ther Adv Drug Saf. 2013. PMID: 25083249 Free PMC article.
References
-
- Long SK, King J, Coughlin TA. The health care experiences of rural Medicaid beneficiaries. J Health Care Poor Underserved. 2006;17:575–591. - PubMed
-
- Rupp K, Davies PS, Newcomb C, et al. A profile of children with disabilities receiving SSI: highlights from the National Survey of SSI Children and Families. Soc Secur Bull. 2005;66:21–48. - PubMed
-
- Centers for Medicaid and Medicare Services. 1996 Data Compendium. Dec2006. [Accessed February 16, 2007]. Available at: http://www.cms.hhs.gov/DataCompendium/18_2006_Data_Compendium.
-
- Centers for Medicare and Medicaid Services. MSIS Tables FY 2003. 112006. [Accessed September 11, 2006]. Available at: http://www.cms.hhs.gov/MedicaidDataSourcesGenInfo/02_MSISData.asp. - PubMed
Publication types
MeSH terms
Grants and funding
LinkOut - more resources
Full Text Sources
Medical