Patient Data Management In A Commercial Clinic: Audit, Segmentation, And Data Strategy

This article examines data management methods in a commercial medical organization. Based on an audit of the information infrastructure of a multidisciplinary clinic, the study describes procedures for patient data profiling and deduplication, develops a KPI system using the Balanced Scorecard methodology, constructs an RFM segmentation model to identify patients at high risk of churn, and proposes a phased data strategy for transitioning toward data-driven management. The paper also provides a systematic review of Data Governance frameworks and digital transformation practices in healthcare, contextualizing the clinic-level findings within broader trends in health data management.

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Publication Details

Journal
Technoeconomics & Management Research
Published
2026-09-28
DOI
https://doi.org/10.57809/2026.5.2.17.6
Primary Topic
Electronic Health Records Systems
Type
article
Field-Weighted Citation Impact
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article

Patient Data Management In A Commercial Clinic: Audit, Segmentation, And Data Strategy

Gleb Osipov
Technoeconomics & Management Research
Electronic Health Records Systems
article

Patient Data Management In A Commercial Clinic: Audit, Segmentation, And Data Strategy

Gleb Osipov
article en

Abstract

This article examines data management methods in a commercial medical organization. Based on an audit of the information infrastructure of a multidisciplinary clinic, the study describes procedures for patient data profiling and deduplication, develops a KPI system using the Balanced Scorecard methodology, constructs an RFM segmentation model to identify patients at high risk of churn, and proposes a phased data strategy for transitioning toward data-driven management. The paper also provides a systematic review of Data Governance frameworks and digital transformation practices in healthcare, contextualizing the clinic-level findings within broader trends in health data management.

Technoeconomics & Management Research
Peter the Great St. Petersburg Polytechnic University (RU)
Industry, innovation and infrastructure
Openalex Percentile: Top 4%
Electronic Health Records Systems
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