Specialist directory / 25

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Flagship workbenchMeasurement & modeling

Estimate impact, model channel returns, interrogate data and forecast outcomes.

01Estimate what changedCampaign impact02Allocate budget with evidenceMMM Studio03Explain contribution fairlyAttribution story04Forecast what comes nextForecasting05Interrogate a datasetData science06Validate a modelML engineering

Tool library

Measurement first. Everything else within reach.

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Flagship workbench · Measurement & modeling / 01 of 06

Campaign Impact Analyzer

Estimate modeled campaign impact from messy real-world exports.
PPTX
Starts with
Campaign CSV/XLSX + measurement setup
What it examines
Ingestion diagnostics, modeled counterfactual, uncertainty and evidence-graded decisions
What it produces
Modeled impact with 95% interval, decisions and PPTX
impact_report.pptxExample outputPPTX

Modeled impact interval

Illustrative values
Primary estimate
8.4%
Sensitivity check
7.9%
Placebo window
1.1%
Illustrative output previewNo customer data
Evidence boundary

Observational modeling is not randomized causal proof; controls and data quality constrain the claim.

Open Campaign impact

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