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

Sign in

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

3AI Digital Library

Optimization of budget spend across channels, brands & geographies

3AI September 10, 2020

US Pharmaceutical company

Problem Statement

  • Company uses various promotion channels across various countries / brands.
  • The existing allocation process was ad hoc in nature – mostly based on benchmarks and past experience an was driven more by intuition.
  • Company wanted to evaluate the performance of its different promotion channels and plan for optimize multi-channel budget allocation across geography.

Analytics Led Approach

  • leveraged historical data and market research to estimate the promotion response.
  • Estimated ROI of most of the promotional channels across time span via a mix of “Control-Experiment” approaches and “Time Series” approaches.
  • The results were used to estimate the impact of future programs and create promotion response models.
  • Multi-channel optimization based on profitability was performed using our in-house tools

Business Impact

  • The solution provided helped the company in developing optimal promotion mix across all the channels being utilized.
  • Performance of various channels along with revenue impact was explained.
  • Helped track promotional efforts and understand the effective synergies of the channels.

Critical Success Factors

  • Robust and well defined analysis methodology
  • Deep domain and business understanding..

    3AI Trending Articles

  • Top four focus areas to help you shape a data-driven enterprise

    Author: Praveen Reddy, Vice President (Digital – data, analytics, and cloud) | Genpact As we navigate the world of data, some significant trends are manifesting with respect to data ownership and utilization. There are multiple triggers for these trends – ever-rising complexity of data, lack of proper intelligence concerning data assets, need for accelerated digital transformation, […]

  • ISRO Regional Academic Centre for Space at IIT-BHU

    IIT-BHU director Prof P.K. Jain said that the RAC-S will act as a major facilitator for promoting space technology activities in the states of Uttar Pradesh, Madhya Pradesh, and Chhattisgarh. VARANASI: The Indian Space Research Organisation (ISRO) will set up its Regional Academic Centre for Space (RAC-S) at IIT-BHU here. A memorandum of understanding (MoU) […]

  • The Role of Emotional Intelligence in an AI-Driven World: A Crucial Human Skill for Symbiotic Relationships

    Featured Article: Author: Anees Merchant, EVP, Global Growth and Client Success, Course5 Intelligence The relentless progress of artificial intelligence (AI) is indisputable, and it is rapidly transforming many sectors worldwide, from healthcare and education to commerce and manufacturing. The term “AI-driven world” is no longer futuristic but a present reality. However, amidst this remarkable advancement, […]

  • Global Captive Centers – The true enablers of Collaboration (Part-2)

    Featured Article: Author: Vinodh Ramachandran, Neiman Marcus Group In my previous article, I had spoken about some challenges due to a siloed working model within data & analytics teams in large retailers and how setting up a Data & Analytics CoE within the GCC can be a good solution. Lets look at a few ways […]