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Austin Chia

Austin Chia is the Founder of AnyInstructor.com, where he writes about tech, analytics, and software. With his years of experience in data, he seeks to help others learn more about data science and analytics through content. He has previously worked as a data scientist at a healthcare research institute and a data analyst at a health-tech startup.

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Data Dictionaries: A Comprehensive Guide

Not sure where to start with data dictionaries? Here's everything you need to know about data dictionary components, benefits, and how your team can create one.
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Data Anonymization Explained: What You Need to Know

Protecting customer data, especially PII, is absolutely critical for any business. Data anonymization is just one way security teams are securing data without sacrificing strong analysis.
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Data Aggregation: How It Works

Without aggregation, insights from a given data set will lack value and accuracy. Aggregation is the first step toward unlocking the story behind the numbers.
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Data Integrity: What It Is & Why It Matters

The consequences of not having trustworthy, consistent, and accurate data can be widespread. Data integrity ensures your data works for you — here's how.
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Database Management Systems (DBMS): The Beginner’s Guide

Getting started with databases? From relational, to object-orientated, here's our beginner's guide to Database Management Systems!
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What Are KPIs? 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.
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Top Data Science & Data Analytics Certifications

Don’t get overwhelmed sorting through which certification to earn — we’ve made it easy for you. Check out the best data science & data analytics certifications to earn.
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Data Science vs. Data Analytics Explained: How To Use Both

Don’t be confused! Data science and data analytics are different concepts. Learn all about it here, so you’ll know exactly how they can work together.
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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.
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Data Warehouse vs. Database: What's The Difference?

Understand how databases and data warehouses work, how they vary and when to use which – all in this beginner’s guide to data warehousing and databases.