India's largest platform and marketplace for GCCs, AI & Analytics leaders & professionals

Sign in

⁠India’s largest platform & marketplace for AI & GCC leaders & 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

  • Role of Generative AI in the Realm of Generative AI

    Featured Article: Author: Ramana Kompally, Director – Data & Analytics, Cloudsufi Generative Artificial Intelligence (AI) has taken the world by storm and every organization is looking forward to having a pie in the cake and augmenting the portfolio. While a plethora of applications is being envisaged using Generative AI (Gen AI), there is one niche […]

  • Left Shift Decisioning – a Paradigm Shift and a Key Differentiator for Banks in Recessionary Environment

    Featured Article: Author: Aditya Khandekar, President, Corridor Platforms India Left Shift – A software development concept The core concept of left shifting started from testing, where we shift the testing phase to earlier phases in the software life cycle. The goal is to test early, fix bugs close to source of issue and prevent backloading […]

  • Commodity Price Forecasts using ML driven Insights

    Featured Article: Author: Tarana Chauhan, Procurement Analyst, AB InBev Dependency on Commodities and Associated Risks: Companies with Agricultural commodities as their core raw material face several risks in supply security. Agricultural commodities not only suffer from the risks associated with market dynamics like all other commodities but are also impacted by environmental factors making them […]

  • Decoding the genesis of Hyperautomation and how the infusion of AI and Generative AI is taking it to the next level

    Featured Article: Author: Anjum Javed, Reveal HealthTech INTRODUCTION Hyperautomation, as the name suggests is an approach to turbo charge and scale the automation in an enterprise by recognizing business processes and creating an orchestration layer atop the existing IT infrastructure to co-ordinate the workflows for increasing levels of automation. It is about envisioning an enterprise […]