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

  • Upskilling into AI

    Featured Article: Author: Puneeth B C, Computer Vision Specialist, Airbus India AI has penetrated our lives in a way that sometimes we don’t even realize. Devices and applications we use, are becoming smarter every day. An AI system knows more than what we know of ourselves. It is faster and more accurate than us in […]

  • Establishing Effective Text Data with Sentiment Analysis

    Featured Article Author: Vinoth Nageshwaran, Business Insider Establishing effective text data frameworks with sentiment analysis is essential for organizations looking to derive meaningful insights from textual information. Sentiment analysis, a subset of natural language processing (NLP), involves identifying and categorizing opinions expressed in text to determine the sentiment behind them. This technique is invaluable for […]

  • The COO Agenda: Creating an Actionable Plan for Strategic Growth

    Featured Article Author: Sidhartha Shishoo, COO, SG Analytics The Chief Operating Officer (COO) is responsible for orchestrating and optimizing the fundamental operations of the organization, bearing the sole mantle of ensuring operational excellence. This encompasses the seamless integration of operational technology, technical systems, management protocols, and organizational ethos with the overarching mission and strategy of […]

  • AI propels progress for the differently abled

    AI or Artificial Intelligence is a Data Science Function that trains the computers to learn through experiences and perform tasks at cognitive levels adjusting to certain inputs. Artificial Intelligence is a field of Data Science and over the years it has emerged as a significant function across all businesses. AI or Artificial Intelligence is a […]