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Multivariable regression

TJIX Net Sales Drivers

Linked advertising, e-commerce growth, and market trends to a business-readable net-sales growth story for TJX.

RegressionCorrelation AnalysisExcelDecision TreesScenario Modeling

Advertising Coefficient Multiplier

12.7x

Statistically proven estimated lift: ~$12.7M in net-sales volume per every baseline +$1M in localized advertising expenditure.

TJIX Net Sales Drivers

Multivariable regression | Regression • Correlation Analysis • Scenario Modeling • Excel

The Problem

Needed to explain why TJX e-commerce penetration lagged peers and what levers could most credibly increase total net sales without relying on intuition alone.

The Methodology

Used regression, correlation analysis, and competitor benchmark comparisons to quantify exactly how advertising and e-commerce penetration rate influenced net-sales volume statistically.

The Impact & Outcome

Produced an interpretable, mathematically backed business argument for deeper localized e-commerce investment and deliberate advertising support.

Key Metric: Estimated ~$12.7M in net-sales lift per +$1M of advertising spend.

Final Reporting Bundle & Native Evidence

Below is the finalized documentation detailing the coefficient weights, diagnostic modeling checks, and the strategic rollout recommendation that connects statistical validity to commercial strategy.

Download Native PDF Download Excel Template (.xlsx)