metric attribution

DataFunSummit

Sep 3, 2024 · Artificial Intelligence

Metric Attribution on Internet Platforms: Concepts, Methods, and Tool Applications

This article explains metric attribution for internet platforms, covering its definition, a three‑step analytical framework, deterministic and probabilistic methods such as metric decomposition, machine‑learning models with SHAP values, case studies, and a practical tool that guides users through attribution analysis.

Internet PlatformsSHAPbusiness metrics

0 likes · 15 min read

Metric Attribution on Internet Platforms: Concepts, Methods, and Tool Applications

Data Thinking Notes

Aug 8, 2024 · Fundamentals

How to Pinpoint the Real Drivers Behind Metric Fluctuations: Methods & Case Studies

This article explains the fundamentals of metric attribution, outlines a three‑step framework for identifying, analyzing, and solving metric changes, compares deterministic, probabilistic, and speculative methods, and illustrates the approach with two real‑world case studies using decomposition and machine‑learning techniques.

business metricscausal inferencedata analysis

0 likes · 16 min read

How to Pinpoint the Real Drivers Behind Metric Fluctuations: Methods & Case Studies

DataFunTalk

Jul 13, 2024 · Artificial Intelligence

Metric Attribution in Internet Platforms: Concepts, Methods, and Case Studies

This article explains metric attribution for internet platforms, covering its definition, a three‑step framework, basic deterministic and probabilistic methods—including indicator decomposition, machine‑learning and SHAP techniques—illustrated with two detailed case studies and a brief overview of supporting tools.

Internet PlatformsSHAPcausal inference

0 likes · 15 min read

Metric Attribution in Internet Platforms: Concepts, Methods, and Case Studies