The Ultimate Data Cleaning Framework | Playbook Ep. 3 🧹
Discover the essential data cleaning framework that simplifies your workflow. Plus, apply now for the Winter 2025 mentorship cohort and elevate your analytics skills! 🚀
Christine Jiang
87.0K views • May 7, 2025
About this video
MENTORSHIP - Applications for the Winter 2025 mentorship cohort are now open!
Apply here → https://theanalyticsaccelerator.com/
🎬 We’re looking for a video editor! → https://bit.ly/46gfaJP
If you (or someone you know) loves editing long-form educational YouTube content and want to work with me on videos that make a real impact, I’d love to hear from you!
ABOUT THIS VIDEO
Struggling to know when your data is clean enough? In this episode of the Portfolio Playbook series, I’ll show you how experienced analysts approach data cleaning on the job.
You’ll learn:
• The 5-step CLEAN framework I used as a lead analyst
• How to handle solvable vs. unsolvable data issues
• Why “perfect” data isn’t the goal — and what to do instead
FREE ➡️: Download the 20K-row e-commerce dataset to follow along and practice!
https://bit.ly/4epyC9p
Ready to kickstart data cleaning for this project with me? Let’s go.
ABOUT ME
If we haven’t met yet - hi! I’m Christine, a former data director and hiring manager helping ambitious career transitioners and recent grads land their first job as a data analyst. I'll be sharing the insights and strategies that empowered over 70% of job-hunting students in the first cohort of my mentorship program landed their first data job within 6 months, in today's super-competitive job market.
If you want to become a standout data analyst through applied business skills, soft skills, and strategies for every part of the job hunt process - so that you can have confidence, professional leverage, and bring real impact to work - connect below for more insights and future workshops!
LINKS
- Get more tips in my newsletter - https://bit.ly/3LodfYs
- Apply to the next cohort - https://theanalyticsaccelerator.com/
- Follow on LinkedIn - https://linkedin.com/in/christine-jiang
- Instagram - https://instagram.com/cjiaang (my photography, because why not)
Timestamps:
0:00 - Introduction
0:50 - Data Cleaning Framework
1:32 - About Our Sample Company
2:41 - Conceptualize the Data
4:11 - Locate Solvable Problems
15:00 - Evaluate Unsolvable Issues
20:02 - Augment the Data
22:30 - Note and Document
Video URL: https://youtu.be/y9wFFD2bXQM
Music track: Jay by Lukrembo, Vibing by Pufino, River by Lukrembo, Chill Vibes by Pufino
Source: https://freetouse.com/music
Apply here → https://theanalyticsaccelerator.com/
🎬 We’re looking for a video editor! → https://bit.ly/46gfaJP
If you (or someone you know) loves editing long-form educational YouTube content and want to work with me on videos that make a real impact, I’d love to hear from you!
ABOUT THIS VIDEO
Struggling to know when your data is clean enough? In this episode of the Portfolio Playbook series, I’ll show you how experienced analysts approach data cleaning on the job.
You’ll learn:
• The 5-step CLEAN framework I used as a lead analyst
• How to handle solvable vs. unsolvable data issues
• Why “perfect” data isn’t the goal — and what to do instead
FREE ➡️: Download the 20K-row e-commerce dataset to follow along and practice!
https://bit.ly/4epyC9p
Ready to kickstart data cleaning for this project with me? Let’s go.
ABOUT ME
If we haven’t met yet - hi! I’m Christine, a former data director and hiring manager helping ambitious career transitioners and recent grads land their first job as a data analyst. I'll be sharing the insights and strategies that empowered over 70% of job-hunting students in the first cohort of my mentorship program landed their first data job within 6 months, in today's super-competitive job market.
If you want to become a standout data analyst through applied business skills, soft skills, and strategies for every part of the job hunt process - so that you can have confidence, professional leverage, and bring real impact to work - connect below for more insights and future workshops!
LINKS
- Get more tips in my newsletter - https://bit.ly/3LodfYs
- Apply to the next cohort - https://theanalyticsaccelerator.com/
- Follow on LinkedIn - https://linkedin.com/in/christine-jiang
- Instagram - https://instagram.com/cjiaang (my photography, because why not)
Timestamps:
0:00 - Introduction
0:50 - Data Cleaning Framework
1:32 - About Our Sample Company
2:41 - Conceptualize the Data
4:11 - Locate Solvable Problems
15:00 - Evaluate Unsolvable Issues
20:02 - Augment the Data
22:30 - Note and Document
Video URL: https://youtu.be/y9wFFD2bXQM
Music track: Jay by Lukrembo, Vibing by Pufino, River by Lukrembo, Chill Vibes by Pufino
Source: https://freetouse.com/music
Video Information
Views
87.0K
Likes
4.0K
Duration
25:07
Published
May 7, 2025
User Reviews
4.7
(17)