India's largest platform and marketplace for GCCs & AI

Sign in

India's largest platform and marketplace for GCCs & AI

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

  • Reimagine Business Strategy & Operating Models with AI : The CXO’s Playbook

    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 AlphaGo caused a stir by defeating 18-time world champion Lee Sedol in Go, a game thought to be impenetrable by AI […]

  • Impact of C19 on upskilling and Edtech

    After nearly one year under lockdown, here is how the coronavirus pandemic has impacted the upskilling and edtech platforms across the country. . Overnight in March 2020, COVID19 forced employees and companies to change the way they worked and lived. Regardless of job role, this situation transformed the way every working professional went about their […]

  • Driving innovation in B2B payments through AI

    Featured Article: Author:  Shireen Ali, Senior Vice President – Analytics, Citi The B2B payments sector is estimated to be a $120 trillion* business. Yet, despite recent technological advancements,  B2B payments still falls behind its counterpart, B2C,  in terms of both customer experience and efficiency. If you have to go out to a café and buy […]

  • Understanding Language Model Evaluation Metrics: A Comprehensive Overview

    Featured Article: Author: Mradul Jain, AB InBev Large language models, such as GPT, Llama, Bard, etc. have gained immense popularity for their ability to generate coherent and contextually relevant text. Evaluating the performance of these models is crucial to ensure their reliability and utility. To accomplish this, a range of metrics have been developed. In […]