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The original was posted on /r/tifu by /u/Available_Boot_5526 on 2025-12-16 10:19:57+00:00.
I’m a data analyst, working on Lifetime Value at a software company. My entire Q3 was dedicated to a single project: building a predictive model to identify which high-value customers were most likely to churn in the next 90 days. The success of the project was directly tied to my annual review (promotion, bonus on the line.)
I think that I crushed the technical aspect of it.
Presented it to the VP, detailing the model structure, how it works, feature importance, and also adding some indicator details like "login frequency trending down". The VP actually praised the technical depth, but then asked me: "ok so what do we need to do to improve our user retention? Do we launch a new retention campaign that offers a free stuff?”
I was not prepared for that, I only shown him the issue, but could not deduct from it how to solve it. I am still not sure how to fix it. I think I have to little information about the business as a whole.
My annual review came back as “Needs Improvement: Good technical skills, but lacks strategic drive to improve business value.” The promotion was instantly off the table.
TL;DR: I built a good churn rate model, but because I couldn't translate the data into a clear, decisive, and profitable strategic action plan for my VP, I was rated "Needs Improvement" and lost my promotion.