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

  • Ways Digital Transformation is Changing Customer Experience

    Featured Article Author: Sidhartha Shishoo, SG Analytics  In today’s hyper-connected world, digital transformation has become more than just a buzzword—it’s a strategic imperative for businesses across sectors. As companies strive to meet evolving customer expectations, they’re leveraging technology, analytics, and AI to reshape the customer experience landscape. Let’s explore how this digital revolution is unfolding […]

  • The Role of Emotional Intelligence in an AI-Driven World: A Crucial Human Skill for Symbiotic Relationships

    Featured Article: Author: Anees Merchant, EVP, Global Growth and Client Success, Course5 Intelligence The relentless progress of artificial intelligence (AI) is indisputable, and it is rapidly transforming many sectors worldwide, from healthcare and education to commerce and manufacturing. The term “AI-driven world” is no longer futuristic but a present reality. However, amidst this remarkable advancement, […]

  • Mitigating Bias in AI Systems

    Featured Article: Author: Kritika Saraswat & Sreedhar Sambamoorthi, AB InBev Twenty Years ago, science fiction stories were ripe with futuristic scenarios with cars driving themselves, computer writing stories and human-like holograms responding to any and every query that we had. These scenarios were considered a figment of good writer’s imagination and books and movies on […]

  • Microsoft Announces Limited Access to its Custom Neural Voice

    Microsoft announced limited access to its neural text-to-speech AI called Custom Neural Voice. The service allows developers to create custom synthetic voices. . The Custom Neural Voice is a Text-to-Speech (TTS) feature of Speech in Azure Cognitive Services that allows users to create a one-of-a-kind customized synthetic voice for their brand.  Since the preview last year in September, the […]