Question:medium

Which of the following is NOT a key activity during the scoping phase of an AI model life-cycle?

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Tip: Scoping = define goals, align teams, check ROI — data prep comes later!
Updated On: Jan 14, 2026
  • Defining the business objectives
  • Aligning stakeholders’ expectations
  • Cleaning and preparing the data
  • Evaluating Return On Investment (ROI)
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The Correct Option is C

Solution and Explanation

The scoping phase of an AI project entails defining its objectives and scope.
This includes clarifying business objectives, establishing success metrics, and ensuring stakeholder alignment.
Assessing the potential return on investment (ROI) can also be considered during scoping to determine project viability.
However, data cleaning and preparation are separate activities that occur in the subsequent data preparation phase, not during scoping.
Data cleaning involves rectifying errors, addressing missing values, and converting raw data into a usable format.
Scoping addresses the "what" and "why" of a project, while data cleaning focuses on the "how" during the build phase.
Therefore, option (C) is correct: Cleaning and preparing data is not a scoping activity.
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