Data Quality & AI: UAE Lessons

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Data quality matters for AI

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Hanan Abusamha

Emiratos Árabes Unidos

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Froggy Jumps Data Quality & AI: UAE LessonsVersión en línea Data quality matters for AI por 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? a Inconsistent Data b Incorrect Data c Missing 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? a Incorrect Data b Missing Data c 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? a Incorrect Data b Missing Data c Inconsistent Data 4 What term describes bias when training data doesn't represent the real world fairly? a Variance b Underfitting c Bias 5 Name one of the tools engineers use to fix bad data. a Data Snooping b Data Cleaning c Data Guessing 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? a An AI model ignores data flaws b An AI model is a mirror of data flaws and biases c An AI model is always perfect

Froggy Jumps

Data Quality & AI: UAE LessonsVersión en línea

Data quality matters for AI

por Hanan Abusamha

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

Inconsistent Data

Incorrect Data

Missing Data

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?

Incorrect Data

Missing Data

Inconsistent Data

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?

Incorrect Data

Missing Data

Inconsistent Data

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

Variance

Underfitting

Bias

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

Data Snooping

Data Cleaning

Data Guessing

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?

An AI model ignores data flaws

An AI model is a mirror of data flaws and biases

An AI model is always perfect

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Data Quality & AI: UAE Lessons

Froggy Jumps

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Data Quality & AI: UAE LessonsVersión en línea

por Hanan Abusamha

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

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?

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?

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

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

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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