BestHub
Sign in
Tagged articles
12 articles
Page 1 of 1
Data Thinking Notes
Data Thinking Notes
Jun 18, 2024 · Big Data

How to Build a Robust Data Metric System: From Atomic to Derived Indicators

This article explains what a metric (indicator) is, distinguishes atomic, derived and composite indicators, outlines the OSM and UJM modeling methods, describes the steps for constructing a metric system, its integration with data warehouses, and details the design and technical implementation of a metric management platform.

Business IntelligenceData WarehouseOSM model
0 likes · 13 min read
How to Build a Robust Data Metric System: From Atomic to Derived Indicators
Data Thinking Notes
Data Thinking Notes
Dec 28, 2023 · Big Data

How Xiaomi Built a Scalable Metric System: Best Practices and Methodology

This article explains Xiaomi's end‑to‑end metric system construction, covering the definition of metrics, business pain points, the OSM (Object‑Strategy‑Measure) model, MECE principle, model design guidelines, data‑warehouse implementation, metric management, and the resulting data‑driven workflow across the company.

Big DataData GovernanceData Warehouse
0 likes · 10 min read
How Xiaomi Built a Scalable Metric System: Best Practices and Methodology
DataFunTalk
DataFunTalk
Nov 28, 2023 · Big Data

Xiaomi Metric System Construction and Management Best Practices

This article presents Xiaomi's comprehensive metric system framework, covering its definition, business pain points, the OSM and MECE methodologies, model design principles, data warehouse construction, metric management, and future outlook, illustrating how a unified data platform drives efficient business decision‑making.

Business IntelligenceData GovernanceData Warehouse
0 likes · 10 min read
Xiaomi Metric System Construction and Management Best Practices
DataFunSummit
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.

Business AnalyticsIndicator SystemNorth Star metric
0 likes · 17 min read
Understanding and Building Data Indicator Systems: JD’s Practices and Methodologies
DataFunTalk
DataFunTalk
Apr 27, 2023 · Big Data

How to Build an E‑commerce Data Metric System

This article explains the concepts of good data metrics, how to identify and select appropriate indicators, and provides a step‑by‑step methodology—including the OSM model and a practical e‑commerce case study—for building a comprehensive data metric system that drives business growth.

KPIOSM modeldata analysis
0 likes · 15 min read
How to Build an E‑commerce Data Metric System
政采云技术
政采云技术
Nov 29, 2022 · R&D Management

Designing an Indicator System for Project Management Using the OSM Model

This article explains how to build a comprehensive indicator system for project management by applying the OSM (Object‑Strategy‑Measure) model, detailing the six essential elements of each metric, domain segmentation, and continuous improvement to align technical and business goals.

Indicator DesignOSM modelProject Management
0 likes · 16 min read
Designing an Indicator System for Project Management Using the OSM Model
DataFunSummit
DataFunSummit
Jan 22, 2022 · Fundamentals

How to Build a Data Metric System: Purpose, Methodology, and Application

With economic slowdown, the article explains why a data metric system is essential for business growth, introduces the OSM model (Object, Strategy, Measure), outlines four steps to build the system, and discusses its practical use, problem diagnosis, and implementation through Q&A.

Business AnalyticsOSM modeldata metrics
0 likes · 9 min read
How to Build a Data Metric System: Purpose, Methodology, and Application
Python Crawling & Data Mining
Python Crawling & Data Mining
Nov 16, 2021 · Product Management

How to Build a Universal Data Indicator System for Business Success

This article explains how data can empower business decisions, outlines a seven‑step workflow for constructing a cross‑departmental data indicator system, and demonstrates the use of OSM, AARRR/UJM, and MECE models to create a universal, hierarchical metric framework applicable to most internet products.

AARRRData AnalyticsIndicator System
0 likes · 9 min read
How to Build a Universal Data Indicator System for Business Success
DataFunTalk
DataFunTalk
Jul 31, 2021 · Big Data

Building a Data Metric System for NetEase Media Using OSM and AARRR Models

This article explains the concept of a metric system, why it is essential for fine‑grained product operations, and demonstrates how NetEase Media built a comprehensive data metric system using the North Star metric, OSM, and AARRR models within a layered big‑data warehouse architecture.

AARRRData WarehouseOSM model
0 likes · 11 min read
Building a Data Metric System for NetEase Media Using OSM and AARRR Models
Didi Tech
Didi Tech
Aug 27, 2020 · Big Data

Building and Managing an Indicator System: Methodology, Models, and Practices

The article defines an indicator system as a structured set of interrelated metrics and dimensions, explains its lifecycle and hierarchy, presents OSM and AARRR models for construction, details metadata and dimension management, addresses business‑technical challenges, outlines a roadmap for implementation, and showcases DiDi’s deployment of thousands of indicators across dozens of domains.

AARRRData GovernanceIndicator System
0 likes · 19 min read
Building and Managing an Indicator System: Methodology, Models, and Practices