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

  • ML & Data Science Solutions: Build, Buy or Outsource?

    Data and analytics leaders increasingly believe that data science is a critical component of their analytics and business intelligence (BI) modernization plans, and are clamoring to incorporate new. Technologies such as predictive analytics, machine learning and deep neural nets sit at the Peak of Inflated Expectations on related Gartner Hype Cycle. While some degree of backlash […]

  • Sebi is setting up a Cybersecurity Fusion Centre

    Establishing a cybersecurity fusion centre or a cyber lab is part of Sebi’s three-tier structure for monitoring cybersecurity-related events in the securities markets. . NEW DELHI: Markets regulator Sebi is in the process of setting up a cybersecurity fusion centre, a move aimed at detecting cyber threats faster and resolve such incidents efficiently and effectively. […]

  • Digiboxx plans to hire 5,000 engineers

    Digiboxx is also aiming to have 10 million users in the next three years Digiboxx has started offering up to 20 gigabyte (GB) of free online storage in which an user can store and share file size of up to 2 GB New Delhi: Online file storage and sharing services startup Digiboxx on Tuesday said […]

  • Transforming Enterprises with a Generative AI Strategy

    Featured Article: Author:  Vijay Morampudi, Director, Wavelabs Technologies Generative AI has the potential to revolutionize industries as a whole. As a leader, it is crucial tocreate an effective generative AI strategy for your enterprise to stay competitive and take advantageof the technological advancementsThis article presents seven practical steps that can be followed to create a […]