AI Market Mix + 5G Targeting (Huawei)
PythonXGBoostGeospatialMarket Mix ModelingOptimization
Business Impact
$40M; +39% targeting
Scale
Multi-market deployment

The Challenge
Telecom commercial and network planning required data-driven models for expansion, pricing, and customer targeting.
The Architecture
Market mix modeling + geospatial analysis → targeting strategy design → stakeholder decision support for rollout and pricing.
The Impact
Generated US$40M in purchase order uplift and increased targeting efficiency by 39%; reduced churn by 5% via predictive segmentation.
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