Data science lifecycle is curated with the most critical phases, with each stage assisting data analysis tools in assessing data, so choosing the most vital step is inappropriate. But, if you are curious about the most significant aspect, the answer should be discovery, which is the first phase to kickstart the entire lifecycle.