Data Governance Practices and Pathways: Insights from DeepEx Technology
This article outlines DeepEx Technology's comprehensive data governance methodology, covering construction paths, digital platform frameworks, core governance components, implementation steps, case studies, and a Q&A that together illustrate how enterprises can build reliable data assets, models, standards, and quality processes to unlock business value.
The article shares DeepEx Technology's practice and summary on data governance, introducing the topic and its relevance to enterprise digital transformation.
Data governance construction path : Business digitization aims to integrate business, information, and data flows; governance reduces information loss, creates true data images, and aligns data with business objectives.
Typical enterprise digital platform framework : Consists of business systems (local data sources), a data middle platform (layered data aggregation and modeling), self‑service data consumption, and intelligent decision‑making components.
Core content of data governance : Includes (1) governance system design (architecture, standards, master data), (2) deepening business data governance (asset catalog, data model, standards, distribution, quality improvement), and (3) analysis data system design (metric management, performance indicators, data capability supply).
Data governance implementation path : Starts with data asset inventory to create a data asset map, followed by governance activities (standardization, quality checks) and external empowerment (organizational setup, iterative updates, and platform support).
Case studies : (1) A food‑processing company used report‑driven data governance to design a data governance system and indicator framework; (2) A manufacturing enterprise began with data inventory and governance system design to build a comprehensive data asset catalog and standards.
Q&A section : Discusses the role of master data, the value of data standards, how to quantify governance ROI, and the evolution toward clean data layers and knowledge graphs.
Company and event promotion : Brief introduction of DeepEx Technology, its FastData lake‑warehouse platform, and the upcoming 2023 DataFun conference with details on registration and contact information.
DataFunTalk
Dedicated to sharing and discussing big data and AI technology applications, aiming to empower a million data scientists. Regularly hosts live tech talks and curates articles on big data, recommendation/search algorithms, advertising algorithms, NLP, intelligent risk control, autonomous driving, and machine learning/deep learning.
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