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

  • Is your Enterprise AI Ready: Strategic considerations for the CXOs

    Author: Sameer Dhanrajani, CEO at AIQRATE advisory & consulting | AI advisor, business builder | Author | Speaker |Columnist| President at 3AI | Ex-CSO: Fractal, Global Business Leader: Cognizant, Country Head: Fidelity National Financial At the enterprise level, AI assumes enormous power and potential , it can disrupt, innovate, enhance, and in many cases totally […]

  • Unlocking HR Potential: The Transformative Benefits of Generative AI in Human Resources

    Featured Article: Author: Vipin Verma, Orange Business Services Introduction to Generative AI in Human Resources Human Resources (HR) is a critical function in any organization, responsible for managing and developing the most valuable asset: the workforce. With the advancements in technology, particularly in the field of Artificial Intelligence (AI), HR has the opportunity to unlock […]

  • Generating powerful learning experiences!

    Featured Article: Author: Amita Mirajkar, EXL As technology permeates every aspect of our lives, the education sector stands on the verge of a transformative change, courtesy Generative AI. Last few months, we have seen a surge of concern across institutions of higher learning as Generative AI programs, such as ChatGPT, gain popularity. According to MarketResearch, Generative […]

  • Preparing your Business for a Data Revolution

    Featured Article Author: Sidhartha Shishoo, SG Analytics Businesses are gaining the ability to gather data at an unprecedented pace. The Internet of Things (IoT), unstructured data from media, social media, and other digital activities like product purchases and consumer reviews are driving this. Companies now have mountains of data at their disposal, but the knowledge […]