[WisNorCan]

Sarcasm doesn’t really help to move a conversation forward.

At some point, you will learn to try to extract signal from imperfect data. It’s a key skill. If you wait for perfect data, you will miss the trends until they are in the rear view mirror.

Unless you believe that there has been a sudden mix shift in vendors vs. employees, the general analysis of churn and hiring still hold. You are only debating the multiplier on numerator and denominator.

Those are less important.

[sebleon]

Why not filter the analysis only to profiles with keywords like"engineer" or "operations". Otherwise the analysis is unlikely to be directionally correct.