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

  • Transformation of Talent Acquisition by Algorithms

    Business leaders have long recognized that the ability to hire the right talent plays a significant role in any organization’s performance. Views about the challenges to acquiring and retaining such talent have evolved over time. We have moved on from a focus on the notion that a talent shortage is creating a “war for talent,” an […]

  • Revolutionizing Claims Journey through Generative AI

    Featured Article Author: Vidhya Veeraraghavan, Standard Chartered In the Claims-2030 series of articles, Mckinsey emphasizes that by 2030, every touchpoint in the claims journey, starting even before an incident occurs, will be supported by a mix of technology and human touch that seamlessly interacts to expedite the process and deliver a better experience across the […]

  • The Dynamic Duo of AI and Data: Unlocking Intelligent Solutions and Powering Future Capabilities

    Featured Article: Author: Manoj Suryadevara, Walmart Global Tech Introduction  Artificial Intelligence (AI) and data convergence have emerged as a mighty force driving innovation and reshaping industries worldwide in this digital age. AI enables machines to simulate human-like intelligence while data fuel AI algorithms. This symbiotic relationship between AI and data is at the heart of […]

  • ISRO Regional Academic Centre for Space at IIT-BHU

    IIT-BHU director Prof P.K. Jain said that the RAC-S will act as a major facilitator for promoting space technology activities in the states of Uttar Pradesh, Madhya Pradesh, and Chhattisgarh. VARANASI: The Indian Space Research Organisation (ISRO) will set up its Regional Academic Centre for Space (RAC-S) at IIT-BHU here. A memorandum of understanding (MoU) […]