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07/02/2026

2.Using Insufficient data for making comparisons

πŸ“Š β€œCompany Y earns more than Company X!”
Company X profit: Rs. 100,000
Company Y profit: Rs. 150,000
So… does that mean Company X performs worse? πŸ€”
Not necessarily.
❓ Ask the important question first:
πŸ“¦ How large is each business?
A small scale company earning Rs. 100,000
vs
a large scale company earning Rs. 150,000
➑️ The smaller company might actually be more efficient and stronger.
⚠️ This is using insufficient data for comparison.
πŸ“‰ Profit without business volume = incomplete picture
πŸ“Š Bigger numbers don’t always mean better performance
βš–οΈ Fair comparison needs proper context
🚨 Insufficient data = Misuse of statistics
βœ… Real analysis looks at scale, volume, efficiency, and costs
❌ Comparing numbers alone can lead to false conclusions
πŸ’‘ Statistics should inform decisions, not mislead them.
Always ask for the full story behind the numbers.

07/02/2026

1. Falsely interpretation of the results of an analysis

πŸ“Š A statistic says: β€œThis school has a 66% university entrance rate!” πŸŽ‰
Impressive… right? πŸ€”
Not always.
Ask the missing question:
πŸ‘₯ How many students sat for the exam?
πŸŽ“ The reality:
Only 3 students sat for the A/L exam.
βœ… 2 got selected to university.
So yes… mathematically,
πŸ“ˆ 2 out of 3 = more than 66%
But does this truly mean the school has a high university entrance rate? ❌
⚠️ This is false interpretation of results.
πŸ“‰ Small numbers give big percentages
πŸ“Š Percentages without context mislead conclusions
βš–οΈ Results need proper explanation, not exaggeration
🚨 False interpretation = Misuse of statistics
βœ… Statistics must be read with context and scale
❌ Percentages alone can distort reality
πŸ’‘ Always look beyond the percentage.
Understanding numbers is more important than admiring them.

16/10/2024

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06/10/2024
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