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Froggy Jumps
Froggy Jumps

Data Quality & AI: UAE Lessons

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Data Quality & AI: UAE Lessons

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Data quality matters for AI

Created by

Hanan Abusamha
Hanan Abusamha
United Arab Emirates

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Data Quality & AI: UAE Lessons
 

Froggy Jumps

Data Quality & AI: UAE LessonsOnline version

Data quality matters for AI

by Hanan Abusamha
1

Scenario 1 from MINI WHITEBOARDS: A DEWA smart meter loses signal for three days and records nothing. Missing, Incorrect, or Inconsistent Data?

2

Scenario 2: A software glitch causes the behaviour-tracking AI to report that a student was late to class 900 times in a single day. Missing, Incorrect, or Inconsistent Data?

3

Scenario 3: The school district merges files from an Abu Dhabi campus (12/05/2026) and a Dubai campus (15/11/1447 AH). Missing, Incorrect, or Inconsistent Data?

4

What term describes bias when training data doesn't represent the real world fairly?

5

Name one of the tools engineers use to fix bad data.

6

What is the golden rule: An AI model is a mirror — it perfectly reflects the flaws, biases, and gaps in the data we give it. What is this saying about AI models?

 
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