1. Question 1

Function used to generate statistical information about data:

• ✅ describe()

• ❌ info()

• ❌ read()

• ❌ print()

Explanation:
df.describe() provides summary statistics such as mean, std, min, max, percentiles.

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2. Question 2

Which statistical analysis can be run on any single selected attribute?

• ❌ histplot

• ❌ multivariate

• ✅ univariate

• ❌ bivariate

Explanation:
Univariate analysis examines one variable at a time.

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3. Question 3

Feature of ChatGPT used in dashboard creation:

• ❌ Generates visual representation

• ❌ Intelligent recommendations

• ✅ Provides natural language interaction

• ❌ Automates repetitive tasks

Explanation:
ChatGPT helps create dashboards by interpreting natural language instructions.

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4. Question 4

Tool that auto-cleans inconsistencies and provides auto-analysis + GDPR/PDPA compliance:

• ❌ Dash

• ❌ ChatGPT

• ✅ DataSquirrel

• ❌ Sisense

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5. Question 5

Storytelling tool that converts text docs, PDFs, or URLs into slides:

• ❌ ChatGPT

• ❌ Akkio Reports

• ❌ Bard

• ✅ DesignerBot

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6. Question 6

Aspect of storytelling that explains why the data matters:

• ✅ Contextualization

• ❌ Data visualization

• ❌ Logical organization

• ❌ Discussions

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7. Question 7

Ethical technique to check for potential biases (finance industry):

• ❌ Interpretability

• ❌ Encryption

• ❌ Optimization

• ✅ Fairness metrics

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8. Question 8

Customer purchase history, market trends, product specs fall under:

• ❌ Model consideration

• ❌ Logical consideration

• ✅ Data consideration

• ❌ Ethical consideration

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9. Question 9

Inaccurate or illogical AI-generated information is called:

• ✅ AI hallucination

• ❌ AI bias

• ❌ Explainability

• ❌ Interpretability

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10. Question 10

High cost + heavy compute needs for GenAI models is a:

• ❌ Organizational

• ❌ Cultural

• ❌ Ethical

• ✅ Technical challenge

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🧾 Summary Table

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