India's largest platform and marketplace for GCCs & AI

Sign in

India's largest platform and marketplace for GCCs & AI

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

  • Google investigates ethical AI team member over sensitive data handling

    Google’s diversity efforts have been questioned by employees and adds to years of angst, including several resignations and firings in the AI department. Alphabet Inc’s Google is investigating a member of its ethical AI team and has locked the corporate account linked to that person after finding that thousands of files were retrieved from its […]

  • 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 […]

  • AI in Investing – are we there yet?

    Believes Atanuu Agarrwal from Upside AI, this and much more in a conversation with Sumit Chanda from JARVIS by Monitree, Siddharth Panjwani from K2 Capital, and Atanuu. With the world moving too fast and data piling up by every millisecond, why haven’t we fully utilized the capabilities of technology to carry out Smart Investing for […]

  • Embedding Data Quality in Data Strategy & Design for AI

    Featured Article: Author: Prabhu Chandrasekaran AI has been there over a decade, and with Gen AI touching newer frontiers and pushing the envelope across boundaries irrespective of industries and part of the society, One thing that is clearly emerging  world is not the same and – “Data” is not mere oil but a “Strategic Asset”. […]