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

  • Barco unveiled its largest global Centre of Excellence for software innovation and R&D in India

    Professional visualisation and collaboration technology leader Barco on Wednesday unveiled its largest global Centre of Excellence for software innovation and R&D in India. In keeping with the hybrid workplace model, the new facility in Noida is designed to enhance productivity and features a common lab area offering flexibility for expansion or addition of new labs. […]

  • Enriching Customer Data Platforms with Customer Identity Graphs in a Cookieless World

    Featured Article: Author: Jayachandran Ramachandran, Senior Vice President – Artificial Intelligence Labs, Course5 Intelligence The pandemic has created substantial changes in our shopping behavior. Even diehard offline buyers have moved to online channels, experiencing new ways of buying and fulfilling their needs through the digital ecosystem. Improving customer engagement and value realization by providing relevant […]

  • How Enterprises can leverage the power of Open LLMs and enhance Business Value

    Featured Article: Author: Raghavendra Prasad, JPMorgan With the advent of ChatGPT and several Open LLMs in the last few months, most of the business leaders have been pondering on how their enterprises can leverage these technologies to not only enhance customer experience across their products and services but as well as drive efficiencies & innovation […]

  • AI is changing the way doctors think about providing care

    While robots and computers will probably never completely replace doctors and nurses, machine learning/deep learning and AI are transforming the healthcare industry, improving outcomes, and changing the way doctors think about providing care. Machine learning is improving diagnostics, predicting outcomes, and just beginning to scratch the surface of personalized care. Imagine walking in to see […]