As a manager, how do you go about giving constructive feedback throughout the project lifecycle? I dont want to be harsh but i want to help my analysts grow

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Just do exactly that, provide the feedback throughout the projects. Don't leave it all until the end — identify errors (can always frame them as areas for improvement/development) and give iterative course correction as those moments come. As managers, we like to test our reportees and see what they can figure out on their own to prove their intuition, but that often comes at a heavy cost of time where the reportee goes back & forth on approaches, not knowing the expected route. See this a ton in analytics (we can cut the data in one hundred different ways, but let's see if you do the ONE way I want without telling you).

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