Statlab take
baseline
Clear edge
Confidence: High
Amanda Ribas
Fatima Kline
37%
63%
Why
66"
Reach
Δ 1"
67"
33
Age
Δ 7y
26
13-8
Career record
Δ 29 pp
10-1
L3
Current streak
W3
13
UFC fights in our DB
4
Logistic-regression model trained on ~5,000 UFC/DWCS fights since 2016 (71.9% test accuracy). The "Why" panel shows interpretable inputs; the headline probability comes from the model.
Statlab projections
Amanda Ribas
Fatima Kline
54
Sig strikes landed
72
126
Sig strikes attempted
156
72
Total strikes landed
94
1.4
Takedowns landed
1.2
4.3
Takedowns attempted
1.7
-0.10
Knockdowns
0.20
166s
Control time
177s
Method
Decision
61%
KO/TKO
18%
Submission
21%
Stat regressor (GBT MultiOutput) trained on 8348 fighter-fight rows. Per-stat MAE vs naive-mean baseline: SigStrikesLanded: 25.4 (naive 28.2); SigStrikesAttempted: 52.3 (naive 59.4); TakedownsLanded: 1.1 (naive 1.3); TakedownsAttempted: 2.5 (naive 3.0); Knockdowns: 0.3 (naive 0.3); ControlTimeSeconds: 113.9 (naive 131.8); TotalStrikesLanded: 33.8 (naive 37.1).
Red corner
L3
Amanda Ribas
13-8
Career record
Height
64"
Reach
66"
Stance
Orthodox
Age
33
In our database
13 fights · 7-6
Last 5
L
UFC Fight Night: Whittaker vs. …
—
L
UFC Fight Night: Dern vs. Ribas…
—
L
UFC Fight Night: Ribas vs. Nama…
—
W
UFC Fight Night: Allen vs. Craig
—
L
UFC Fight Night: Emmett vs. Top…
—
Blue corner
W3
Fatima Kline
"The Archangel"
10-1
Career record
Height
66"
Reach
67"
Stance
Orthodox
Age
26
In our database
4 fights · 3-1
Last 4
W
UFC 322: Della Maddalena vs. Ma…
—
W
UFC Fight Night: Lewis vs. Teix…
—
W
UFC Fight Night: Dern vs. Ribas…
—
L
UFC Fight Night: Namajunas vs. …
—