Experimental AI-assisted analytics — predictions and ratings are estimates, not official results.
Team 4181 robot

4181

CTBA

Quack Attack

Blackduck, Minnesota, USARookie year 20122026 record 11-14-0Website
Season APEX55.5±9C· Established · n=20 · conf 91/100Current-season completed matches.

Event APEX — estimated alliance contribution

Event-scoped estimate from alliance-level results at Great Northern Regional (least-squares / OPR-style). This is a DIFFERENT metric from Season APEX above — it is event-specific and not normalized across the season.

Event overall (est)
86.01
Auto (est)
17.83
Teleop (est)
43.76
Endgame (est)
21.88
Wins
11
Losses
14
Win %
44%
Data confidence
96/100

2026 event history

The Blue Alliance
Regional · Mar 4Mar 7 · 7-7-0
APEX 46.72
Regional · Mar 11Mar 14 · 4-7-0
APEX 86.01

2026 awards

The Blue Alliance

No awards recorded this season

Team media

2026 robot & team media (current season).

The Blue Alliance

Matches by event

All 2026 matches grouped by event, ordered chronologically

The Blue Alliance
Regional · Mar 4Mar 7
7-7-0
Playoffs
Semifinal 4-1BlueL 76-156
Semifinal 6-1BlueW 114-99
Semifinal 9-1BlueL 46-134
Regional · Mar 11Mar 14
4-7-0
Qualifications
Qualification 9BlueW 212-190
Playoffs
Semifinal 2-1BlueL 211-240
Semifinal 5-1BlueL 171-205

Official identity, events, awards, and results from The Blue Alliance (FIRST-mirrored). Contribution metrics are statistically estimated from alliance-level scores — not individually observed — and require a minimum sample size. Model apex-0.2.0, computed 2026-07-01 13:22 UTC.