You already have the analytical muscle memory cybersecurity hiring managers are looking for — you just describe it in the wrong dialect. Here's how to translate years of SQL, anomaly detection, and log work into the language SOC teams actually hire for, plus a two-question test to audit your own resume: which experience transfers, and which gaps you still need to build.

When people hear I'm moving from data analytics into cybersecurity, they picture a hard reset. Then I started paying attention to what I'd already been doing — building sandboxes, hunting anomalies, testing before trusting. This is the story of the security instincts I had long before I had the language for them.