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many references to diploma in data science pathways emphasize algorithm selection, while problem framing and hypothesis design receive comparatively less attention. several external analytics discussions suggest that incorrect problem definition can lead to misleading model outputs. how this early-stage framing is taught within structured programmes is not always fully explained.