Panel Chemistry Lab
Every three-judge triad that has decided at least five cases together gets its own reversal rate, time-to-opinion, separate-opinion rate, and harmony score.
Standout triads
Across 144 triads that have argued 5+ decided cases together.
Most harmonious
Highest geometric mean of pairwise agreement.
- 1.Judge Berner · Chief Judge Diaz · Judge Harris6 cases · 99 harmony
- 2.Senior Judge Floyd · Judge King · Senior Judge Motz6 cases · 99 harmony
- 3.Chief Judge Diaz · Judge Niemeyer · Judge Richardson7 cases · 99 harmony
- 4.Judge Agee · Judge Quattlebaum · Judge Rushing9 cases · 99 harmony
- 5.Judge Agee · Judge Richardson · Judge Rushing5 cases · 98 harmony
Most divided
Lowest harmony — dissents are relatively common here.
- 1.Judge Gregory · Judge King · Judge Rushing10 cases · 77 harmony
- 2.Judge Gregory · Judge Quattlebaum · Judge Wilkinson6 cases · 77 harmony
- 3.Judge Gregory · Judge Richardson · Judge Rushing9 cases · 77 harmony
- 4.Judge King · Judge Quattlebaum · Judge Wynn11 cases · 78 harmony
- 5.Judge Gregory · Judge Richardson · Judge Wilkinson6 cases · 79 harmony
Fastest
Shortest average time from argument to opinion.
- 1.Senior Judge Motz · Judge Thacker · Judge Wilkinson5 cases · 36d avg36days
- 2.Judge Agee · Judge Heytens · Judge King12 cases · 53d avg53days
- 3.Judge Harris · Judge Rushing · Judge Wynn5 cases · 54d avg54days
- 4.Judge Harris · Judge Wilkinson · Judge Wynn7 cases · 58d avg58days
- 5.Judge Agee · Judge Niemeyer · Judge Wilkinson11 cases · 61d avg61days
Highest reversal rate
Largest share of dispositions in the reversal/vacatur family.
- 1.Judge Berner · Judge Harris · Judge Heytens6 cases · 83% reversed83%reversed
- 2.Judge Agee · Judge Quattlebaum · Judge Richardson8 cases · 75% reversed75%reversed
- 3.Senior Judge Keenan · Judge Niemeyer · Judge Wynn6 cases · 67% reversed67%reversed
- 4.Judge Gregory · Judge Harris · Judge Wynn14 cases · 64% reversed64%reversed
- 5.Judge Berner · Judge Heytens · Judge Quattlebaum7 cases · 60% reversed60%reversed
How to read this
Harmony score is the geometric mean of the three pairwise agreement rates, where agreement on a case is defined as neither judge filing a dissent. A single uniformly-hostile pairing drags harmony down more sharply than it would in an arithmetic mean — which matches how three-judge dynamics actually work (a lone dissenter splits every vote).
Reversal rate counts dispositions in the reversal/vacatur family (Reversed, Reversed and Remanded, Vacated, Vacated and Remanded) over cases with a normalized disposition. Separate-opinion rate is the share of decided cases where any judge filed a dissent or concurrence.
Triads with fewer than 5 decided cases are excluded. No ideological or appointer inference is made. En-banc sittings are not included — the lab operates on three-judge panels only.