For me, it’s always a balance between accuracy and clarity.

Spending a lot of time cleaning and validating data because without that foundation, nothing else matters.

But  learned that the way presenting  insights is just as important as the numbers themselves.

Trying to focus on the decisions stakeholders need to make, and then shape the analysis around that  using clear visuals, concise summaries, and highlighting key takeaways rather than overwhelming them with every detail. Walk through findings with them, answer questions, and get feedback early.

That way, the analysis isn’t just correct, it’s actually something they can act on.