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
Become a Thought Leader
Become a 3AI Member

Sign in

3AI Digital Library

< Go Back

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

  • Future Proofing GCCs

    For a while now, India has been driving back-office functions for some of the large enterprises across the world. However, over the past few years, it has taken giant strides towards becoming the innovation hub of the world, by adding strategic value to multi-billion-dollar businesses from around the world, through Global Capability Centres (GCCs) based […]

  • Process Mining and Task Mining fuels Automation across the Enterprise

    Featured Article: Author: Prakash Narayanan, Head of RPA & Intelligent Automation, Cyient Every business is a collection of core processes. Processes are the foundational infrastructure and form the basic element of business operations. In 1911, Frederick Winslow Taylor became the first person to study and optimize workplace productivity. His monograph ‘The Principles of Scientific Management’ […]

  • AI in Publishing

    Featured Article: Author: Deependra Singh, VP & Head Data Science and Analytics, Network 18 In recent years, the term “Artificial Intelligence” has been making headlines in almost every industry. From healthcare to finance, AI is transforming the way we work and live. But what about the media landscape? Could AI be a game-changer in this […]

  • Online learning will pave the way for a digital future

    Online learning has emerged as a critical tool that promises the potential to prepare business and professionals for a digital future. While skilling has become a hot trend in the current job climate, professionals should know that simply having basic digital skills won’t cut it because disruptive digital skills are now a necessity, not a […]