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Data Thinking Notes
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Data Thinking Notes

Sharing insights on data architecture, governance, and middle platforms, exploring AI in data, and linking data with business scenarios.

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Recent Articles

Latest from Data Thinking Notes

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Data Thinking Notes
Data Thinking Notes
Dec 18, 2024 · Artificial Intelligence

Mastering Prompt Engineering: Advanced Techniques from OpenAI, Anthropic, and Google

This article provides a comprehensive guide to modern prompt engineering, covering foundational principles, detailed techniques such as role‑playing, delimiters, step‑by‑step instructions, and advanced strategies like chain‑of‑thought, reflection, and external tool integration, with real‑world examples from major AI providers and a practical Img2Code case study.

AI best practicesLLM Developmentimg2code
0 likes · 24 min read
Mastering Prompt Engineering: Advanced Techniques from OpenAI, Anthropic, and Google
Data Thinking Notes
Data Thinking Notes
Dec 10, 2024 · Big Data

Why Data Asset Inclusion in Financial Statements Is the Next Competitive Edge for Enterprises

The article explains how recent policies make data asset inclusion in financial statements essential, outlines the concepts of data resources, assets and factors, describes the governance, assessment and lifecycle processes, and shows how this practice can boost financing, valuation and digital transformation for companies, economies and nations.

Data AssetData Managementdata governance
0 likes · 30 min read
Why Data Asset Inclusion in Financial Statements Is the Next Competitive Edge for Enterprises
Data Thinking Notes
Data Thinking Notes
Dec 3, 2024 · Fundamentals

How to Build a Robust Data Metric System: From Design to BI Application

This article explains how to construct a comprehensive data metric system—including classification of atomic and derived indicators, top‑down and bottom‑up design methods, data‑warehouse layer architecture, and BI analysis types—to ensure consistent, actionable insights across the enterprise.

BI analysisData WarehouseIndicator System
0 likes · 11 min read
How to Build a Robust Data Metric System: From Design to BI Application
Data Thinking Notes
Data Thinking Notes
Nov 19, 2024 · Big Data

Unlocking Data Value: The Four Stages of Enterprise Data Asset Realization

This article explains how enterprises transform raw data into valuable assets through four development stages, a triple‑entry accounting theory, and a detailed end‑to‑end process that covers data collection, resource building, product development, trading, evaluation, and financialization.

Data Assetbig datadata governance
0 likes · 14 min read
Unlocking Data Value: The Four Stages of Enterprise Data Asset Realization
Data Thinking Notes
Data Thinking Notes
Nov 12, 2024 · Artificial Intelligence

Unlock Data Power with DB‑GPT: An Open‑Source AI Framework for Data Development

DB‑GPT is an open‑source AI‑native data application framework that unifies multi‑model management, RAG, agents, and workflow orchestration to simplify building large‑model‑driven data solutions, offering features such as private Q&A, multi‑source analytics, automated fine‑tuning, and robust privacy security.

AIData FrameworkFine-tuning
0 likes · 13 min read
Unlock Data Power with DB‑GPT: An Open‑Source AI Framework for Data Development
Data Thinking Notes
Data Thinking Notes
Nov 7, 2024 · Fundamentals

What’s Inside China’s New National Data Standard System Guide?

The Chinese government has issued a comprehensive ‘National Data Standard System Construction Guide’ that outlines a roadmap to build a unified data standards framework by 2026, detailing design principles, system architecture, core standard categories, and providing a downloadable full guide.

Information Managementbig datadata governance
0 likes · 6 min read
What’s Inside China’s New National Data Standard System Guide?
Data Thinking Notes
Data Thinking Notes
Nov 5, 2024 · Big Data

How a Next‑Gen Data Management Platform Boosts Efficiency and Innovation

This article outlines the motivations, objectives, and architectural design of a next‑generation data management platform, detailing its four‑layer “four‑ization” approach, core services such as data integration, modeling, API provisioning, componentization, as well as governance, security, and operational best practices.

Data WarehouseData integrationbig data
0 likes · 20 min read
How a Next‑Gen Data Management Platform Boosts Efficiency and Innovation
Data Thinking Notes
Data Thinking Notes
Oct 29, 2024 · Big Data

Unlocking Data Value: A Complete Guide to Data Asset Management and Governance

This article explores how enterprises can systematically identify, inventory, and govern massive data assets by defining key concepts, adopting frameworks like DAMA and DCMM, building layered management structures, and implementing integrated platforms for data integration, metadata, master data, standards, quality, and security to unlock data-driven value.

DAMADCMMData Asset Management
0 likes · 15 min read
Unlocking Data Value: A Complete Guide to Data Asset Management and Governance
Data Thinking Notes
Data Thinking Notes
Oct 24, 2024 · Big Data

Why Data Metrics Matter: Building Effective Indicator Systems

Understanding what data metrics are, how to construct comprehensive indicator systems, and why they are essential for data‑driven decision‑making, operational efficiency, and unified statistical standards is crucial for businesses seeking to leverage big‑data technologies and improve strategic outcomes.

Business AnalyticsIndicator Systembig data
0 likes · 12 min read
Why Data Metrics Matter: Building Effective Indicator Systems