Causal Lift Measurement

Measure incremental impact of marketing investments, not just correlation.

The purpose of advertising is simple: to cause more people to buy your product than otherwise would have.

Yet much of advertising measurement still relies on correlational approaches that cannot reliably distinguish cause from coincidence.

We help organizations measure advertising’s actual incremental impact using causal measurement approaches designed to support real business decisions.

Grounded in experimentation and causal methods

We specialize in randomized controlled trials (RCTs), particularly large-scale geographic experiments designed to measure business outcomes under real market conditions.

Our approaches to causal measurement, selected based on the requirements of the engagement, include:

  • Geographic randomized controlled trials (geo RCTs)

  • Matched market testing

  • Synthetic control methods (SCM)

  • Quasi-experimental causal inference

  • Observational causal modeling

Designed for real-world business decisions

Causal lift measurement helps organizations:

  • Quantify true incremental ROI

  • Validate media effectiveness across channels

  • Improve budget allocation decisions

  • Calibrate MMMs and forecasting models

  • Reduce dependence on platform attribution

  • Distinguish signal from noise in performance reporting

Independent, transparent measurement

We are independent measurement specialists. We do not sell media, operate ad platforms, buy or plan campaigns, or optimize toward our own inventory.

Our focus is producing credible evidence organizations can use with confidence.

Built for trustworthy measurement

We prioritize measurement approaches that are:

  • Transparent and explainable

  • Privacy-safe

  • Replicable and auditable

  • Consistent across media channels and vendors

  • Representative of real market conditions

  • Designed to measure business outcomes, not platform proxies

  • Suitable for planning and budget allocation decisions

Connected to broader measurement and planning

We design lift measurement programs that connect to MMM, performance reporting, benchmarks, forecasting, and broader decision support—turning experiments into an ongoing source of business intelligence.

Understand what your marketing is actually causing

Make better decisions with greater confidence.