Velocity is useful in estimating future sprint capability, but it is not a failsafe. Key challenges include:
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Team Performance Fluctuations - Velocity varies depending on team experience, task complexity, and external disturbances.
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Scope Creep and Changing Priorities - If velocity projections need to change throughout a sprint, they become incorrect.
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New Teams Face Difficulties - Establishing a consistent velocity baseline is hard due to a lack of historical data.
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External Dependencies - If work is dependent on outside teams or vendors, their delays affect overall velocity.
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Ignoring Non-Development Work - Administrative tasks, meetings, and unexpected roadblocks can diminish actual work time.
To improve accuracy, real historical data can be used to refine velocity computations and update forecasts on a regular basis based on observed patterns.