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AI Associate AI Fundamentals Practice Question

A predictive model for opportunity scoring shows high precision but low recall. Which business impact is most likely?

Answer choices

Why each option matters

Answer the question above first, then reveal the full breakdown to understand why each option is right or wrong.

Correct answer & explanation

The sales team misses some convertible opportunities

High precision means few false positives (won deals predicted correctly), but low recall means many actual wins are missed. The sales team will likely miss out on some convertible opportunities.

Answer analysis

Option-by-option breakdown

For each option: why learners choose it and why it is or isn't the right answer here.

  • The model is overfitting to the training data

    Why it's wrong here

    Precision vs recall trade-off is not directly indicative of overfitting; overfitting often affects both.

  • The sales team wastes time on many low-quality opportunities

    Why it's wrong here

    High precision means few false positives, so time is not wasted on low-quality opportunities.

  • The model overestimates the likelihood of conversion for most opportunities

    Why it's wrong here

    Precision is high, so overestimation is not the issue; many true positives are missed.

  • The sales team misses some convertible opportunities

    Why this is correct

    Low recall means many actual winners are not flagged, causing missed opportunities.

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