India's largest platform and marketplace for GCC & AI leaders and professionals

Sign in

India's largest platform and marketplace for GCC & AI leaders and professionals

3AI Digital Library

Site of Care Shift Analysis

3AI September 10, 2020

Leading specialty bio-pharma company

Problem Statement

  • Company wanted to analyze the location of treatment of patients for one of its Immunology products. Since the company has to provide greater discounts to certain type of hospitals, if more patients have treatments in hospitals the revenue from the drug decreases.
  • Company asked us to conduct an exploratory analysis to find out if there was a shifting trend and to provide insights on the shift.

Analytics Led Approach

  • Leveraged the WK claims data to analyze the patient activity.
  • Measured the percentage of treatment at various locations over time. Further analyzed the profile of treatments by payer type, region, patient age group, patient gender and new/continuing treatment.
  • Analyzed at the problem from perspective of both physicians and patients to identify the key drivers of shift.
  • Performed physician profiling for physicians who practiced in multiple locations.

Business Impact

  • The results confirmed an increase in the patient treatments in hospitals.
  • Understood the region and the payer types that are observing a shift.
  • Found that it is the physicians practicing in multiple locations (and not the patients) who are influencing the shift to hospitals.
  • Discovered the profile of the physicians who are likely to drive a shift to hospitals.

Critical Success Factors

  • Identified and profiled the physicians who were influencing the shift to hospitals
  • Compared the results for company’s drugs to its competitors going the extra mile to give a glimpse of market positioning.

    3AI Trending Articles

  • P&L Forecasting Enabled by Analytics

    Author: Rajagopal Rangarajan, Senior Manager – Analytics, AB InBev Accurate P&L forecasts help companies build a good financial plan for the year. It enables the financial planning team in allocating resources more meaningfully across the company. For large and highly leveraged companies like AB-InBev with annual Revenues more than $50 Bn and with a debt […]

  • IoT devices at risk from Amnesia:33

      A new series of vulnerabilities dubbed Amnesia:33 puts millions of IoT devices at risk of being compromised. Security researchers from Forescout disclosed the 33 vulnerabilities today. The flaws are found in four open-source TCP/IP libraries used in the firmware of products from over 150 vendors. According to the researchers’ estimates, millions of consumer and […]

  • What CIOs can learn from the first 30 days of an AI Copilot

    Featured Article Author: Koyelia Ghosh Roy, EXL Copilot is a buzzword now with almost all assistive solutions being tagged with them. However, it is the most in-demand solution in today’s era, helping from simple automation of mundane tasks like O365 CoPilot or very sophisticated, customized solutions for specialized tasks like data analysis using database agents […]

  • Transforming Healthcare with Natural Language Processing (NLP)

    Featured Article Author: Saurav Kumar, UnitedHealth Group Introduction Natural Language Processing (NLP) is a branch of artificial intelligence that focuses on the interaction between computers and humans through natural language. By enabling machines to understand, interpret, and respond to human language, NLP is revolutionizing various industries, including healthcare. In this blog, we will explore how […]