Wins Above Bubble could decide March Madness bids: what teams need to know

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By: Michael Brown

As bracket chatter ramps up, a new stat is moving from niche forums into mainstream conversation: WAB, or Wins Above Bubble. This metric is being cited by analysts and fans alike to identify teams that have exceeded (or fallen short of) what an average bubble team would be expected to do against the same slate of opponents.

WAB condenses a team’s resume into a single, context-aware number. It’s designed to answer a practical question: how many more wins did this squad produce than an average bubble-level team would have against that schedule?

How WAB is calculated — in plain terms

Think of WAB as a schedule-adjusted surplus of wins. For any given team, analysts estimate how many victories an average bubble team would likely finish with against that precise schedule. The difference between that expectation and the team’s actual record becomes the team’s WAB.

Example: if a typical bubble-level squad would be projected to go 14–17 against Team X’s opponents, but Team X finished 20–11, the team’s WAB would be roughly +6. That +6 signals a clear overperformance relative to a bubble baseline.

Analysts often liken WAB to baseball’s concept of Wins Above Replacement: both measure value relative to a useful benchmark rather than in isolation.

Origins and variations

Seth Burn, a data-focused bettor and blogger, popularized a WAB formulation back in 2015, and his version remains widely cited. The NCAA and other outlets have since rolled their own adaptations, so WAB figures can differ depending on the source and the assumptions behind the schedule model.

That means two WAB values for the same team may not be interchangeable — check who produced the number and how they treat non-conference scheduling, neutral-site games, and tournament results.

Teams with the biggest WAB this week

Per the widely followed Burn calculations, these men’s programs currently show the largest WAB values — a quick snapshot of teams outperforming bubble-level expectations:

  • Michigan — 10.19
  • Duke — 8.84
  • Arizona — 8.18
  • UConn — 7.54
  • Houston — 6.99
  • Purdue — 6.73
  • Illinois — 6.70
  • Nebraska — 6.46
  • Iowa State — 6.39
  • Gonzaga — 6.21

Why WAB matters for bracket season

WAB offers a sharper lens on resume quality than raw record alone. It highlights teams that have beaten stronger opposition or done more with a tougher schedule — useful when comparing bubble candidates with similar win totals.

Bracket-watchers, pundits, and bettors use WAB to:

  • Spot teams that may be undervalued by simple record or conventional metrics.
  • Compare resumes across different conferences and non-conference slates.
  • Identify squads likely to survive selection scrutiny or to be at risk on Selection Sunday.

Limitations to keep in mind

No single metric tells the whole story. WAB is schedule-centric and does not directly account for midseason injuries, line-up changes, or late surges and slumps tied to player availability.

Conference tournaments and recent form can shift perceptions quickly; WAB is most useful as a complementary tool alongside NET, strength-of-schedule measures, and qualitative scouting.

Finally, because calculations vary by source, follow the same WAB provider when tracking trends across teams rather than mixing numbers from different creators.

Where to follow WAB and put it to work

WAB figures circulate on analytics blogs, social feeds, and some mainstream outlets during bracket season. If you’re filling out a bracket, use WAB to temper simple win-loss comparisons and to prioritize teams that earned their records against tougher competition.

In short: WAB isn’t a magic bullet, but this season it has become a valuable, compact indicator for separating resumes — and that’s why more fans and analysts are paying attention as Selection Sunday approaches.


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