Austin Chia's Blog Posts
Austin Chia is a data analyst, analytics consultant, and technology writer. He is the founder of Any Instructor, a data analytics & technology-focused online resource. Austin has written over 200 articles on data science, data engineering, business intelligence, data security, and cybersecurity. His work has been published in various companies like RStudio/Posit, DataCamp, CareerFoundry, n8n, and other tech start-ups. Previously worked on biomedical data science, corporate analytics training, and data analytics in a health tech start-up.
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The Data Analyst Role Explained: Responsibilities, Skills & Outlook
Learn all about the role of Data Analyst, including the skills, responsibilities, and expectations, plus experience levels across organizations of all sizes.

What is AI Engineering? Skills, Tools, and Process
Discover what AI engineering is, the key skills and tools needed, and how to build a career in this fast-growing and transformative tech field.

Data Lakes: What Are They & Why Does Your Business Need One?
Discover the power of data lakes in modern businesses. Uncover their benefits, architecture, and how they impact data management & analytics.

What Is Synthetic Data? A Tech-Savvy Guide to Using Synthetic Data
Synthetic data is one approach to data-driven technologies, like ML and AI, that can help solve current problems and enable more innovation. Learn more here.

AI Governance in 2026: A Full Perspective on Governance for Artificial Intelligence
In this article, we'll have a look at an overview of AI governance, exploring the key concepts, challenges, and potential solutions.

Top 12 KPIs To Know & Use: Key Performance Indicators Explained
Measuring business operations is critical, but are you measuring the right stuff? Check out these 12 indicator types to inform what you’re measuring.