Alteryx Measure Data Quality Workflow | Complete Raw Data Check Tutorial for Beginners
Master one of the most powerful Alteryx workflows for data quality analysis in this beginner-friendly 2026 tutorial. Learn how to measure data completeness, identify missing values, calculate non-null percentages, and build a reusable automated data quality check workflow from scratch. This hands-on session walks you through real-world Alteryx tools including Input Data, Transpose, Formula, Summarize, Append Fields, Sort, and Message tools to quickly audit any raw dataset in seconds. Perfect for beginners, data analysts, business analysts, and ETL professionals looking to improve data cleaning, profiling, and workflow automation skills. By the end, you’ll know how to create a reusable quality assurance framework for multiple files and instantly detect incomplete columns before analysis. This workflow is essential for data preparation, reporting accuracy, and faster decision-making in Alteryx Designer.
What You’ll Learn:
How to use Alteryx Sample Workflows for data quality
How to transpose columns into rows for profiling
Difference between Null and Empty values
Formula tool for null conversion
Summarize tool for non-null count
Append Fields for total record count
Percentage completeness calculation
Sorting by data quality score
Using Message tool for automated warnings
Building a reusable raw data QA workflow
Who Should Watch:
Alteryx Beginners
Data Analysts
Business Intelligence Professionals
ETL Developers
Data Cleaning Professionals
Reporting Analysts
00:00 Introduction to Alteryx Data Quality Workflow
00:53 Why Raw Data Quality Check is Critical
01:32 Measure the Quality of Data Sample Workflow Overview
02:11 Understanding Data Completeness Goals
02:59 Expected Output: Non-Null Count by Column
04:19 Input Data Tool for CSV File
05:00 Transpose Tool to Combine Columns
05:38 Formula Tool: Convert Empty Values to Null
07:39 Summarize Tool: Count Non-Null Values
08:58 Create Total Record Count
10:17 Append Fields Tool Explained
11:55 Formula Tool: Calculate Percent Non-Null
13:29 Sort Tool by Data Completeness
14:57 Message Tool for Warning Alerts
17:58 Final Output Review
18:44 Reusable Workflow for Any Raw Data File
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