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

Sign in

India's largest platform and marketplace 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

  • How can AI help in achieving better Sustainability?

    Featured Article: Author: Vijay Karna, Digital Transformation Executive, Cyient Artificial Intelligence (AI) is revolutionizing various industries by enabling faster decision-making, increasing efficiency, and improving productivity. Additionally, AI can also play a critical role in driving sustainability efforts across industries. From reducing carbon footprint to conserving natural resources, AI has the potential to enable more sustainable […]

  • IoT devices at risk from Amnesia:33

    A new series of vulnerabilities dubbed Amnesia:33 puts millions of IoT devices at risk of being compromised. Security researchers from Forescout disclosed the 33 vulnerabilities today. The flaws are found in four open-source TCP/IP libraries used in the firmware of products from over 150 vendors. According to the researchers’ estimates, millions of consumer and enterprise […]

  • Commodity Price Forecasts using ML driven Insights

    Featured Article: Author: Tarana Chauhan, Procurement Analyst, AB InBev Dependency on Commodities and Associated Risks: Companies with Agricultural commodities as their core raw material face several risks in supply security. Agricultural commodities not only suffer from the risks associated with market dynamics like all other commodities but are also impacted by environmental factors making them […]

  • Preparing to navigate the era of AI regulation

    Featured Article Author: Malavika Lakireddy In a groundbreaking move, the European Union (EU) has recently passed the Artificial Intelligence Act (AI Act), signaling a pivotal moment in the global landscape of AI regulation. This legislation, aimed at regulating the use of AI in providing goods and services to EU residents, sets a precedent for similar […]