Leading data services company specializing in data consulting and digital marketing

Company

Artefact

Industry

Marketing

Country of the Company

UK

Type of Service

Development

Tasks

  • Build audience AI clusterization models based on behavior patterns
  • Develop models for splitting audience by conversion probability
  • Conduct in-depth audience analysis using data from various analytics platforms.

Challenges

Develop models that can optimally allocate budgets and estimate income generated from each marketing channel or advertisement. Additionally, conduct in-depth audience analysis using data obtained from various analytics platforms.

Solutions

  • Developed and adapted a multiplicative marketing mix model
  • Introduced two models for clustering the audience based on behavioral patterns and dividing the audience by probability of conversion.

Outcomes

  • A multiplicative marketing mix model was successfully developed and implemented
  • Two clustering models were introduced for more effective audience segmentation and targeting.

Technologies Used

Python (pystan, sklearn, pandas, pyspark, pymc3)

Company

Artefact

Industry

Marketing

Country of the Company

UK

Type of Service

Development

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