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

  • Navigating Data Security Risks in Generative AI: Emerging Challenges and Innovative Solutions

    Featured Article Author: Raghavaiah Avula, Palo Alto Networks IntroductionAs we stand at the cusp of a generative AI revolution, the promise of unprecedented innovation is accompanied by significant data security challenges. This article explores the cutting-edge risks emerging in the generative AI landscape and presents novel solutions that organizations must consider to safeguard their AI […]

  • 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’ […]

  • 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 […]

  • Automated Quality Excellence Framework for Data Science Modelling

    Featured Article: Author: Abhishek Sengupta, Walmart Global Tech India Introduction:  A necessary but often tedious task data scientists must perform as part of any project is quality assurance (QA) of their modules so as to prevent any unforeseen incidents during deployment. While Quality Assurance and Excellence is quite prevalent in Data Engineering, QE in Data […]