AI Market Mix + 5G Targeting (Huawei)

PythonXGBoostGeospatialMarket Mix ModelingOptimization

Business Impact

$40M; +39% targeting

Scale

Multi-market deployment

AI Market Mix + 5G Targeting (Huawei)

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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