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Austin Chia

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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Fusion Teams: What Are They?

Fusion teams, also known as cross-functional or interdisciplinary teams, come together to work on a specific project or initiative. Get the full story here.
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The Product Development Lifecycle, Explained

Have a new idea for a great product? The product development lifecycle takes your idea from its initial conception to its final release and beyond.
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Data Trends in 2025: 8 Trends To Follow

Data is changing everything. But what specific trends are really driving these massive shifts? Get the full story on current data trends.
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What’s OSINT? Open-Source Intelligence Explained

Open-source intelligence (OSINT) is the term for collecting and analyzing publicly available data to generate actionable intelligence. Get the full story on OSINT here.
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What Are Stored Procedures?

An important feature of SQL, stored procedures greatly improve the efficiency, security, and functionality of your database. Get the full story here.
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AI Bill of Rights: What Does It Mean?

In this blog post, we will delve into what the AI Bill of Rights is, its key principles, and the future of AI regulation in the United States.
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User Engagement Metrics To Know

Measuring user engagement (UX) shows how users interact with your products and services. UX metrics help you know what’s working and what to improve.
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Data Modeling: An Introduction

With all the data we have today, data modeling has become a super important way to understanding that data. Learn about modeling data here.
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Synthetic Data: Everything You Need to Know

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.
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The Ultimate Guide to Business Metrics

Metrics help you measure and understand what’s really going on inside your business. But where to start? Where to simplify? This guide has you covered.
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What is a Data Engineer?

Whether managing, cleaning, or structuring data — data engineers are an incredibly important role in tech. Dive into their responsibilities and business impacts here
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SQL for Data Science: Introduction & Tutorial

SQL is among the most powerful tools a data scientist can use. Get the full introduction for using SQL for data science in this complete guide.
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What Are Vector Databases?

Need your AI models to be more efficient? The solution might lie in vector databases. Learn what vector databases are and can do in this complete introduction.
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An Introduction to Batch Processing

Processing large amounts of data all at once — this is known as “batch processing”. Understand when and why we need it, even today when we stream so much data.
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Data Mining: The Ultimate Introduction

Data mining is the sophisticated analysis of data. Learn how it helps to discover patterns and relationships within large datasets, informing strategic decisions.
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Time Series Databases (TSDBs) Explained

Time series databases are powerful! How do they work & what can they do for your business? Get the full details on TSDBs here.
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Data Management: Its Importance and Benefits

Managing data is a critical practice for any organization. In this article, learn all about the data lifecycle and best practices for data management.
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What is Data Masking?

Masking data is an important step in data security and data privacy. Learn when and why to mask data, and then learn how to do it. Get the complete story here.