India's largest platform for AI & Analytics leaders & professionals

Sign in

India's largest platform for AI & Analytics leaders & professionals

3AI Digital Library

Brand Launch Uptake Behaviour

3AI September 10, 2020

A Large Lifesciences company

Problem Statement

  • Company wanted to classify and predict brands’ launch uptake.
  • Intend to understand launch dynamics through the study.

Analytics Led Approach

  • Historical product launch curves were clustered in launch uptake families in order to group products with similar uptake/sales growth.
  • Logistic regression algorithm was applied to predict uptake using product attributes, market dynamics, product differentiators and marketing mix.

Business Impact

  • Company was able to understand launch dynamics through the classification of various launch drugs’ launch uptake into ‘aggressive’, ‘steady’ and ‘slow’ segments.
  • Significant predictor attributes towards aggressive family membership were found.
  • Also identified key drivers of launch products’ sales uptake to help predict membership.

Critical Success Factors

  • Analysis performed across all three key dimensions – Product differentiators, Market dynamics and Marketing mix.

    3AI Trending Articles

  • Google investigates ethical AI team member over sensitive data handling

    Google’s diversity efforts have been questioned by employees and adds to years of angst, including several resignations and firings in the AI department. Alphabet Inc’s Google is investigating a member of its ethical AI team and has locked the corporate account linked to that person after finding that thousands of files were retrieved from its […]

  • Pandemic has “fundamentally accelerated” the process of digital transformation – Satya Nadella

    “What we were going to think about during 2030 is probably going to be true in 2025,” Nadella added. He was speaking at the Resurgence TiEcon Delhi-NCR summit. The pandemic has “fundamentally accelerated” the process of digital transformation across industries, and companies equipped with digital technology are going to be more resilient and be able […]

  • Barco unveiled its largest global Centre of Excellence for software innovation and R&D in India

    Professional visualisation and collaboration technology leader Barco on Wednesday unveiled its largest global Centre of Excellence for software innovation and R&D in India. In keeping with the hybrid workplace model, the new facility in Noida is designed to enhance productivity and features a common lab area offering flexibility for expansion or addition of new labs. […]

  • From Analytics to Gen AI: Understanding the AI & ML foundations of LLM’s

    Featured Article: Author: Nikhil Bimbrahw, Genpact From the moment we wake up, to the moment we go back to sleep, technology is everywhere. The highly digital life we live in and the development of our technological world has become the new normal. According to the International Telecommunication Union (ITU), almost 50% of the world’s population uses the […]