i was building my portfolio as an analyst for Titan esports,with only vlr data (Emailed grid for more data thoo) was thinking i would share this here too,mada an kind of opps dosier of every team in china,attached full work on reply

Won 13-8 In scrims. felt good. didnt watch vod but one round we shouldnt have won. full buy, everything went wrong, someone clutched a 1v3 and saved it next scrim no clutch. lost 8-13. no clue why winning hides the bad rounds. you gotta watch the wins you shouldnt have won built a model for @SailOnPast that knows when u shouldve lost — or shouldve won. learns ur team round by round and flags the rounds that actually mattered, the ones hiding inside ur wins and losses Still the model need more data tuning

Quick reads I check every trial: 🚩 High K/D + low KAST = stat-padder 🚩 High FB + high FD = reckless, will tilt 🚩 Low util DMG on initiator = kit-wasting 🚩 Comms ≤2/5 = will collapse team comms ✅ KAST ≥70% = round-impact player ✅ Coachability 5/5 = skills compound from here

All 9 stats roll into a verdict — weighted by role. Combat / Impact / Process composite: • Duelist: heavy Combat + Impact • Sentinel: balanced • IGL: heavy Process Output: SIGN / BENCH TRIAL / PASS Numbers, not vibes.

Stats #6–9: The non-stat signals. Most trials are won HERE, not on the scoreboard: • Comms (info + IGL ability) • Mental / tilt resistance • Adaptability • Coachability ← single highest-leverage trait 1.3 K/D player who tilts at 0–3 = liability. 0.95 K/D player who calls clean = foundation.

Stat #2: FB minus FD (net entry impact) Raw FB count rewards stat-pads on retakes. FB-FD shows if he's winning the duels he picks. Duelist: +3 or better per map Sentinel: near 0 (not entering = good) Initiator: -1 to +1 range

Stat #1: KAST% % of rounds the player got a Kill, Assist, Survived, or got Traded. The single most underrated stat in trials. • T1 pros: 70–75% • T2/T3 sweet spot: 65%+ • <60% on a trialist = red flag no matter how he frags

VAL T2/T3 teams scout trialists on 3 stats: KDA, FB, FD. That's why your roster looks stacked on paper and implodes at LAN. Built a 9-metric framework so you stop picking on vibes ↓

small W, scrim summaries now auto post to discord the second the vod drops halves split, buy type win%, who's actually carrying vs dragging. acs alone is cope every team i've watched does post scrim on vibes lol. this just puts the numbers in front of you before anyone can start the "i think we just need to comm more" speech next: opponent tendency tagging💜

docs.google.com/spreadsheets… Click make an copy💜

Opensourcing my scrim tracker for valorant for t2/t3 teams so u can know whats actually going wrong and fix the mixtake one by one,google sheets link in replies