From F.R.I.E.N.D.S to Type I and Type II Errors πŸ“Š

Prateek Yadav
2 min readDec 2, 2023

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Understand Type I and Type II Errors in less than 5 mins

πŸ€” Ever thought of Type I and Type II errors in decision-making like distinguishing good friends from bad ones? πŸ€·β€β™‚οΈ Let’s break it down.

In this article, we will understanding Type I vs Type II Errors by using interesting and fun analogies from F.R.I.E.N.D.S and Conveyor Belts.

πŸ™β€β™‚οΈ πŸ™β€β™€οΈ FRIENDS Analogy: Good Friend Vs Bad Friend

  • Type I Error: Letting go of a good friend is like rejecting an accurate model. Oops! πŸ™…β€β™‚οΈ
  • Type II Error: Allowing a bad person into your life is akin to failing to reject a non-accurate model. Yikes! 🚫

🏭 Conveyor Belt Analogy: Functioning Vs Faulty Products

πŸ”„ Imagine sorting functioning and faulty products on a conveyor belt.

Sorting accurate and non-accurate models

- Type I Error: Functioning model in front, but you mistakenly reject it! Oops, that’s Type I Error. πŸ€¦β€β™€οΈ
- Type II Error: Faulty model, but you select and put it in the box. Uh-oh, Type II Error strikes! 😬

πŸš€ Summary

- Type I Error: Rejecting an accurate model. πŸ”
- Type II Error: Failing to reject a non-accurate model. πŸ€·β€β™‚οΈ

Understanding these errors is key to making better decisions in any project related to quantitative analysis! πŸ’‘

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Prateek Yadav
Prateek Yadav

Written by Prateek Yadav

Manager, PwC US Advisory | Ex- Consultant, EY FSRM, Quant Analyst, JP Morgan CIB || IIT Kanpur EE, CQF, WQU MScFE || I help you grow you career in Finance

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