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Data science & AI

Advanced analytics in sales

Identifying optimisation approaches to increase market pressure in sales for an international mechanical engineering company.

Project content

  • Defining objectives, scope and deliverables
  • Providing and extracting data on marketing, sales, customers and products
  • Preparing the data and building the data pipeline (Medallion architecture)
  • Analysing and modelling the data (exploratory data analysis)
  • Analysing data quality in the CRM and ERP systems
  • Preparing the results in BI dashboards (Power BI)
  • Quantifying optimisation potential on the top line as well as improving data quality
  • Segmenting and profiling customers for managing marketing and sales
  • Improving data quality with a hybrid approach (machine-based, semi-automated)
  • Developing a solution for machine-based identification of potential new customers

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