Why Cutting R&D Staff Can Backfire: The Real Cost of “Cost‑Cutting, Efficiency‑Boosting”

In a tough macro environment many companies push cost‑cutting, but blindly reducing R&D headcount often harms collaboration and long‑term productivity, so the smarter path is to boost efficiency first and then trim costs while aligning actions with clear strategic goals.

Cost reductionNorth Star metricproduct strategy

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Why Cutting R&D Staff Can Backfire: The Real Cost of “Cost‑Cutting, Efficiency‑Boosting”

Data Thinking Notes

Oct 8, 2023 · Product Management

How to Build a Robust Data Metric System for Business Success

This guide explains why many enterprises struggle with incomplete metric systems, outlines universal principles, methods, and step‑by‑step procedures—including defining a North Star metric, creating a metric dictionary, and systematic integration—to design effective, dynamic data indicator frameworks that drive informed decision‑making.

Business AnalyticsIndicator SystemNorth Star metric

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How to Build a Robust Data Metric System for Business Success

DataFunSummit

Sep 26, 2023 · Big Data

Understanding and Building Data Indicator Systems: JD’s Practices and Methodologies

This article explains how JD constructs and applies data indicator systems, covering the definition of metrics, the distinction between metrics and tags, the role of indicator systems in the data pipeline, traffic metric design, OSM modeling, north‑star metrics, DuPont analysis, and standardization of metric definition and development.

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Understanding and Building Data Indicator Systems: JD’s Practices and Methodologies