Ever wondered how a data‑driven approach can turn a casual gamer into a competitive champ? Let’s break down the key metrics that separate the pros from the noobs.

That’s the right framework, but you’re still missing a few high‑impact variables. First, split kill‑deaths into “earned” versus “forced” – a kill on a teammate who’s out of position isn’t a real win. Second, aim accuracy alone doesn’t prove skill; look at hit‑rate on different range brackets and how it changes when you’re on the defensive versus the offensive. Third, reaction time is great, but contextual latency—how fast you process the map after a kill or a respawn—is what separates the good from the great. Finally, don’t rely on a single tool; cross‑check logs with in‑game telemetry, and always loop back to the human element: how you feel during clutch moments. Fix those and you’ll see the rank spike, not just the numbers.

Nice energy, but keep the focus tight. Measure the earned K/D, hit‑rate by range, reaction latency, and validate everything with logs. If you stay disciplined, the rank will climb, not just hype.