📚 Learning Guide
Iris Dataset
hard

How can analyzing the sepal width of the Iris dataset enhance business intelligence in predicting customer preferences for flower types using machine learning techniques?

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Learning Path
Learning Path

Question & Answer
1
Understand Question
2
Review Options
3
Learn Explanation
4
Explore Topic

Choose the Best Answer

A

By identifying trends in purchasing behavior based on flower size

B

By disregarding the sepal width since it has no impact on sales

C

By solely focusing on petal length for predictions

D

By reducing inventory costs without data analysis

Understanding the Answer

Let's break down why this is correct

Answer

Analyzing sepal width helps reveal subtle patterns in flower shape that customers often notice, even if they don't realize it; this data can be fed into a machine‑learning model that learns which widths tend to be chosen by different customer groups. By training a classifier on sepal width alongside other features, the model can predict which Iris variety a new customer might prefer based on their past purchases or survey responses. The business can then use those predictions to stock the right mix of flowers or tailor marketing messages, improving customer satisfaction and sales. For example, if the model finds that customers who bought roses with a sepal width around 3. 5 cm also liked tulips with a similar width, the store can recommend tulips when a customer shows interest in roses of that size.

Detailed Explanation

Looking at sepal width shows how big or small a flower is. Other options are incorrect because The idea that width has no effect is a mistake; Thinking only petal length matters ignores another important clue.

Key Concepts

Sepal width
Machine learning
Business intelligence
Topic

Iris Dataset

Difficulty

hard level question

Cognitive Level

understand

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