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Case Studies

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Optimize product portfolios with Bayesian Regression analytics

Optimize product portfolios with Bayesian Regression analytics

Optimize product portfolios with Bayesian Regression analytics

How leveraging data enhanced sales and strengthened retail relationships

How leveraging data enhanced sales and strengthened retail relationships

Improved sales performance

Enhanced marketing strategy

Boosted sales

Isolated campaign impact

The challenge

Optimizing campaign impact and ROI

A leading CPG manufacturer shifted its messaging strategy from an attribute-focused approach to one focused on customer experience.

Key challenges

  • Comparing old and new messaging impact on brand sales

  • Assessing campaign impact on private label products

  • Optimizing future campaigns for maximum ROI

The solution

Campaign performance optimization

Marketing mix models

Measured performance using Bayesian Regression

Refined models with retailer data

Assessed national sales impact

Sales impact analysis

Assessed sales performance

Analyzed for insights

Optimized strategies

Implementation approach

1

Bayesian belief network

  • Identified media interrelationships

  • Connected media channels

  • Captured media impacts on sales

2

Channel impact measurement

  • Optimized marketing spend

  • Quantified media impact

  • Calculated ROI

3

ROI reporting

  • Enabled investment transparency

  • Delivered ROI by product line

  • Provided campaigns insights

The impact

Strategic marketing and trade enhancement

Campaign effectiveness

  • Found customer-centric campaigns better than attribute-centric

  • Boosted brand and private sales

  • Measured incremental sales

Isolated campaign impact

  • Removed channel mix influence

  • Gained actionable insights

  • Isolated campaign effect

Strategy optimization

  • Highlighted impact on private labels

  • Improved marketing strategy

  • Enhanced trade strategy

Looking ahead

Refine campaign messaging

  • Continuously optimize for customer engagement and sales growth

Enhance retailer collaboration

  • Strengthen partnerships through actionable insights and shared strategies

Optimize marketing spend

  • Focus on high-ROI channels to maximize future campaign impact