Prediction comparison
Elite Women
05.11.2023
Lac Tunis
TUN
Race information and calculation basis
2023 Africa Triathlon Cup Les Berges du Lac - Tunis
Datengrundlage: maximal zwölf Starts je Athlet:in, die zeitlich strikt vor 05.11.2023 liegen. Neuere Leistungen und direkte Duelle werden mit einer Halbwertszeit von 300 Tagen stärker gewichtet.
Prediction model used
Modell v14
Default values
Prediction quality
55/100
niedrig
Show model parameters and data quality
Not yet sufficiently calibrated – conservative defaults are used.
Einzelabstand ≤ 4 s
Gruppenspanne ≤ 14 s
Gruppeneffekt 0.65
Max. Vorteil 2.2 km/h
Datenabdeckung 69.2 % · Head-to-Head-Abdeckung 84.6 % · 0 Kalibrierungsrennen
Retrospective backtest without using the analysed race or later results.
Show methodology
Only after the historical calculation is the prediction compared with the actual result.
Prediction comparison
Summary of prediction errors
Mean place error2.7
Mean swim error23.5 s
Mean bike-speed error1.43 km/h
Correct bike groups5/13
No history0
Within the 80% range53.8 %
| Place Prediction / result |
Athlete | Swimming Prediction / result |
Bike group Prediction / result |
Run Prediction / result |
Overall prediction | Details |
|---|---|---|---|---|---|---|
| 1 / 1 |
POL
|
+25 s
+0 s
|
G2 / G1
|
17:00
18:51
|
53:36 | Show detailsPlacementPrediction: 1
80% range: 2–7
Top-10 probability: 100 %
Result: 1
Deviation: 0
SwimmingPrognoseabstand: +25 s
Time: 10:15
Pace: 1:22 / 100 m
Ergebnisabstand: +0 s
Fehler: 24.6 s
H2H: 1 Gegner:innen,
1 Duelle,
Korrektur -0.93 %,
Sicherheit 1 %
CyclingPrediction: Group 2 (5 people)
Gruppe 1: 49 %
Speed: 38.0 km/h
Initial Gruppe 3, später eingeholt/vereinigt
Gap ahead:
0.1 s
Gap behind:
6.1 s
Result: Group 1 (7 people)
Speed: 38.5 km/h
Tempo-Fehler: -0.48 km/h
Running and totalRun: 17:00 (3:24 / km)
Historical basis: 3:29 / km
Best comparable pace: 3:27 / km
Trend: −0:03 / km
Comparable races: 6
H2H: 1 Gegner:innen,
1 Duelle,
Korrektur -1.00 %,
Sicherheit 1 %
Ergebnis Lauf: 18:51 (3:46 / km)
Error: −1:51 / −0:22 / km
Overall prediction: 53:36
Data basis: 12 Races · Confidence 1.00
Swimming:
10:15
(1:22 / 100 m)
To the end of cycling (group time):
36:11
(38.0 km/h)
Run:
17:00
(3:24 / km)
Total:
53:36
Target first bike group at the bike finish
Cannot be calculated without a swim distance or historical swim data.
|
| 2 / 6 |
ITA
|
+31 s
+11 s
|
G1 / G1
correct
|
17:19
20:14
|
53:43 | Show detailsPlacementPrediction: 2
80% range: 2–5
Top-10 probability: 100 %
Result: 6
Deviation: -4
SwimmingPrognoseabstand: +31 s
Time: 10:21
Pace: 1:23 / 100 m
Ergebnisabstand: +11 s
Fehler: 19.7 s
H2H: 6 Gegner:innen,
8 Duelle,
Korrektur -0.27 %,
Sicherheit 52 %
CyclingPrediction: Group 1 (1 people)
Gruppe 1: 56 %
Speed: 38.1 km/h
Initial Gruppe 4, später eingeholt/vereinigt
Gap ahead:
6.1 s
Gap behind:
4.1 s
Result: Group 1 (7 people)
Speed: 38.7 km/h
Tempo-Fehler: -0.59 km/h
Running and totalRun: 17:19 (3:28 / km)
Historical basis: 3:27 / km
Best comparable pace: 3:27 / km
Trend: +0:00 / km
Comparable races: 2
H2H: 6 Gegner:innen,
8 Duelle,
Korrektur 0.48 %,
Sicherheit 54 %
Ergebnis Lauf: 20:14 (4:03 / km)
Error: −2:55 / −0:35 / km
Overall prediction: 53:43
Data basis: 11 Races · Confidence 1.00
Swimming:
10:21
(1:23 / 100 m)
To the end of cycling (group time):
35:54
(38.1 km/h)
Run:
17:19
(3:28 / km)
Total:
53:43
|
| 3 / 7 |
ITA
|
+12 s
+17 s
|
G2 / G1
|
17:41
21:09
|
54:17 | Show detailsPlacementPrediction: 3
80% range: 3–8
Top-10 probability: 100 %
Result: 7
Deviation: -4
SwimmingPrognoseabstand: +12 s
Time: 10:02
Pace: 1:20 / 100 m
Ergebnisabstand: +17 s
Fehler: -5.3 s
H2H: 6 Gegner:innen,
8 Duelle,
Korrektur 0.07 %,
Sicherheit 51 %
CyclingPrediction: Group 2 (5 people)
Gruppe 1: 88 %
Speed: 38.0 km/h
Initial Gruppe 1, später eingeholt/vereinigt
Gap ahead:
–
Gap behind:
6.7 s
Result: Group 1 (7 people)
Speed: 38.9 km/h
Tempo-Fehler: -0.90 km/h
Running and totalRun: 17:41 (3:32 / km)
Historical basis: 3:37 / km
Best comparable pace: 3:27 / km
Trend: −0:04 / km
Comparable races: 4
H2H: 6 Gegner:innen,
8 Duelle,
Korrektur -0.16 %,
Sicherheit 52 %
Ergebnis Lauf: 21:09 (4:14 / km)
Error: −3:28 / −0:42 / km
Overall prediction: 54:17
Data basis: 12 Races · Confidence 1.00
Swimming:
10:02
(1:20 / 100 m)
To the end of cycling (group time):
36:11
(38.0 km/h)
Run:
17:41
(3:32 / km)
Total:
54:17
Target first bike group at the bike finishGoal: finish the bike split with the first bike group.
Estimated requirement:
Swim time: 9:58
Pace: 1:20 / 100 m
About 4.1 s faster in the swim
Maximum predicted gap after the swim: +7.6 s
The complete bike-group simulation, including catches and group mergers, is recalculated through the end of the bike split.
|
| 4 / 4 |
SLO
|
+23 s
+15 s
|
G2 / G1
|
17:41
19:45
|
54:17 | Show detailsPlacementPrediction: 4
80% range: 3–8
Top-10 probability: 100 %
Result: 4
Deviation: 0
SwimmingPrognoseabstand: +23 s
Time: 10:13
Pace: 1:22 / 100 m
Ergebnisabstand: +15 s
Fehler: 8.0 s
H2H: 5 Gegner:innen,
10 Duelle,
Korrektur 0.80 %,
Sicherheit 47 %
CyclingPrediction: Group 2 (5 people)
Gruppe 1: 56 %
Speed: 38.0 km/h
Initial Gruppe 3, später eingeholt/vereinigt
Gap ahead:
4.6 s
Gap behind:
1.5 s
Result: Group 1 (7 people)
Speed: 38.8 km/h
Tempo-Fehler: -0.79 km/h
Running and totalRun: 17:41 (3:32 / km)
Historical basis: 3:31 / km
Best comparable pace: 3:28 / km
Trend: +0:00 / km
Comparable races: 3
H2H: 4 Gegner:innen,
7 Duelle,
Korrektur 0.51 %,
Sicherheit 25 %
Ergebnis Lauf: 19:45 (3:57 / km)
Error: −2:04 / −0:25 / km
Overall prediction: 54:17
Data basis: 12 Races · Confidence 1.00
Swimming:
10:13
(1:22 / 100 m)
To the end of cycling (group time):
36:11
(38.0 km/h)
Run:
17:41
(3:32 / km)
Total:
54:17
Target first bike group at the bike finishGoal: finish the bike split with the first bike group.
Estimated requirement:
Swim time: 10:10
Pace: 1:21 / 100 m
About 2.6 s faster in the swim
Maximum predicted gap after the swim: +20.4 s
The complete bike-group simulation, including catches and group mergers, is recalculated through the end of the bike split.
|
| 5 / 3 |
ITA
|
+25 s
+2 s
|
G2 / G1
|
17:43
19:34
|
54:19 | Show detailsPlacementPrediction: 5
80% range: 4–8
Top-10 probability: 100 %
Result: 3
Deviation: 2
SwimmingPrognoseabstand: +25 s
Time: 10:15
Pace: 1:22 / 100 m
Ergebnisabstand: +2 s
Fehler: 22.5 s
H2H: 1 Gegner:innen,
1 Duelle,
Korrektur -0.88 %,
Sicherheit 7 %
CyclingPrediction: Group 2 (5 people)
Gruppe 1: 73 %
Speed: 38.0 km/h
Initial Gruppe 3, später eingeholt/vereinigt
Gap ahead:
1.5 s
Gap behind:
0.1 s
Result: Group 1 (7 people)
Speed: 38.5 km/h
Tempo-Fehler: -0.52 km/h
Running and totalRun: 17:43 (3:33 / km)
Historical basis: 3:33 / km
Best comparable pace: 3:33 / km
Trend: +0:00 / km
Comparable races: 1
H2H: 1 Gegner:innen,
1 Duelle,
Korrektur -0.18 %,
Sicherheit 7 %
Ergebnis Lauf: 19:34 (3:55 / km)
Error: −1:51 / −0:22 / km
Overall prediction: 54:19
Data basis: 12 Races · Confidence 1.00
Swimming:
10:15
(1:22 / 100 m)
To the end of cycling (group time):
36:11
(38.0 km/h)
Run:
17:43
(3:33 / km)
Total:
54:19
Target first bike group at the bike finishGoal: finish the bike split with the first bike group.
Estimated requirement:
Swim time: 10:09
Pace: 1:21 / 100 m
About 5.6 s faster in the swim
Maximum predicted gap after the swim: +18.9 s
The complete bike-group simulation, including catches and group mergers, is recalculated through the end of the bike split.
|
| 6 / 10 |
GER
|
+35 s
+37 s
|
G3 / G3
correct
|
17:20
20:00
|
54:21 | Show detailsPlacementPrediction: 6
80% range: 2–7
Top-10 probability: 100 %
Result: 10
Deviation: -4
SwimmingPrognoseabstand: +35 s
Time: 10:25
Pace: 1:23 / 100 m
Ergebnisabstand: +37 s
Fehler: -2.2 s
H2H: 6 Gegner:innen,
13 Duelle,
Korrektur -0.09 %,
Sicherheit 66 %
CyclingPrediction: Group 3 (2 people)
Gruppe 1: 53 %
Speed: 37.6 km/h
Initial Gruppe 5, später eingeholt/vereinigt
Gap ahead:
4.1 s
Gap behind:
0.1 s
Result: Group 3 (2 people)
Speed: 36.2 km/h
Tempo-Fehler: 1.38 km/h
Running and totalRun: 17:20 (3:28 / km)
Historical basis: 3:32 / km
Best comparable pace: 3:22 / km
Trend: −0:04 / km
Comparable races: 4
H2H: 5 Gegner:innen,
10 Duelle,
Korrektur -0.06 %,
Sicherheit 54 %
Ergebnis Lauf: 20:00 (4:00 / km)
Error: −2:40 / −0:32 / km
Overall prediction: 54:21
Data basis: 12 Races · Confidence 1.00
Swimming:
10:25
(1:23 / 100 m)
To the end of cycling (group time):
36:26
(37.6 km/h)
Run:
17:20
(3:28 / km)
Total:
54:21
Target first bike group at the bike finishGoal: finish the bike split with the first bike group.
Estimated requirement:
Swim time: 10:25
Pace: 1:23 / 100 m
About 0.2 s faster in the swim
Maximum predicted gap after the swim: +34.6 s
The complete bike-group simulation, including catches and group mergers, is recalculated through the end of the bike split.
|
| 7 / 2 |
GER
|
+35 s
+19 s
|
G3 / G1
|
18:01
19:22
|
55:02 | Show detailsPlacementPrediction: 7
80% range: 6–9
Top-10 probability: 99 %
Result: 2
Deviation: 5
SwimmingPrognoseabstand: +35 s
Time: 10:25
Pace: 1:23 / 100 m
Ergebnisabstand: +19 s
Fehler: 15.9 s
H2H: 9 Gegner:innen,
18 Duelle,
Korrektur 0.36 %,
Sicherheit 96 %
CyclingPrediction: Group 3 (2 people)
Gruppe 1: 46 %
Speed: 37.6 km/h
Initial Gruppe 5, später eingeholt/vereinigt
Gap ahead:
0.1 s
Gap behind:
11.5 s
Result: Group 1 (7 people)
Speed: 38.9 km/h
Tempo-Fehler: -1.31 km/h
Running and totalRun: 18:01 (3:36 / km)
Historical basis: 3:39 / km
Best comparable pace: 3:32 / km
Trend: −0:02 / km
Comparable races: 6
H2H: 9 Gegner:innen,
15 Duelle,
Korrektur 0.00 %,
Sicherheit 87 %
Ergebnis Lauf: 19:22 (3:52 / km)
Error: −1:21 / −0:16 / km
Overall prediction: 55:02
Data basis: 12 Races · Confidence 1.00
Swimming:
10:25
(1:23 / 100 m)
To the end of cycling (group time):
36:26
(37.6 km/h)
Run:
18:01
(3:36 / km)
Total:
55:02
Target first bike group at the bike finishGoal: finish the bike split with the first bike group.
Estimated requirement:
Swim time: 10:25
Pace: 1:23 / 100 m
About 0.3 s faster in the swim
Maximum predicted gap after the swim: +34.6 s
The complete bike-group simulation, including catches and group mergers, is recalculated through the end of the bike split.
|
| 8 / 5 |
GER
|
+68 s
+25 s
|
G4 / G1
|
17:21
19:57
|
55:24 | Show detailsPlacementPrediction: 8
80% range: 5–10
Top-10 probability: 93 %
Result: 5
Deviation: 3
SwimmingPrognoseabstand: +68 s
Time: 10:58
Pace: 1:28 / 100 m
Ergebnisabstand: +25 s
Fehler: 42.5 s
H2H: 5 Gegner:innen,
7 Duelle,
Korrektur -0.71 %,
Sicherheit 40 %
CyclingPrediction: Group 4 (4 people)
Gruppe 1: 9 %
Speed: 37.1 km/h
Initial Gruppe 7, später eingeholt/vereinigt
Gap ahead:
21.1 s
Gap behind:
1.0 s
Result: Group 1 (7 people)
Speed: 39.0 km/h
Tempo-Fehler: -1.87 km/h
Running and totalRun: 17:21 (3:28 / km)
Historical basis: 3:29 / km
Best comparable pace: 3:23 / km
Trend: +0:00 / km
Comparable races: 2
H2H: 5 Gegner:innen,
7 Duelle,
Korrektur -0.24 %,
Sicherheit 49 %
Ergebnis Lauf: 19:57 (3:59 / km)
Error: −2:36 / −0:31 / km
Overall prediction: 55:24
Data basis: 7 Races · Confidence 1.00
Swimming:
10:58
(1:28 / 100 m)
To the end of cycling (group time):
36:17
(37.1 km/h)
Run:
17:21
(3:28 / km)
Total:
55:24
Target first bike group at the bike finishGoal: finish the bike split with the first bike group.
Estimated requirement:
Swim time: 10:33
Pace: 1:24 / 100 m
About 25.2 s faster in the swim
Maximum predicted gap after the swim: +42.3 s
The complete bike-group simulation, including catches and group mergers, is recalculated through the end of the bike split.
|
| 9 / 8 |
SUI
|
+69 s
+22 s
|
G4 / G2
|
17:42
20:15
|
55:45 | Show detailsPlacementPrediction: 9
80% range: 8–12
Top-10 probability: 69 %
Result: 8
Deviation: 1
SwimmingPrognoseabstand: +69 s
Time: 10:59
Pace: 1:28 / 100 m
Ergebnisabstand: +22 s
Fehler: 46.5 s
CyclingPrediction: Group 4 (4 people)
Gruppe 1: 4 %
Speed: 37.1 km/h
Initial Gruppe 7, später eingeholt/vereinigt
Gap ahead:
1.0 s
Gap behind:
37.5 s
Result: Group 2 (2 people)
Speed: 36.4 km/h
Tempo-Fehler: 0.73 km/h
Running and totalRun: 17:42 (3:32 / km)
Historical basis: 3:32 / km
Best comparable pace: 3:32 / km
Trend: +0:00 / km
Comparable races: 2
Fallback calculation from other run distances
Ergebnis Lauf: 20:15 (4:03 / km)
Error: −2:33 / −0:31 / km
Overall prediction: 55:45
Data basis: 12 Races · Confidence 1.00
Swimming:
10:59
(1:28 / 100 m)
To the end of cycling (group time):
36:17
(37.1 km/h)
Run:
17:42
(3:32 / km)
Total:
55:45
Target first bike group at the bike finishGoal: finish the bike split with the first bike group.
Estimated requirement:
Swim time: 10:19
Pace: 1:23 / 100 m
About 40 s faster in the swim
Maximum predicted gap after the swim: +28.5 s
The complete bike-group simulation, including catches and group mergers, is recalculated through the end of the bike split.
|
| 10 / 11 |
ITA
|
+18 s
+14 s
|
G2 / G2
correct
|
20:00
20:55
|
56:36 | Show detailsPlacementPrediction: 10
80% range: 10–12
Top-10 probability: 23 %
Result: 11
Deviation: -1
SwimmingPrognoseabstand: +18 s
Time: 10:08
Pace: 1:21 / 100 m
Ergebnisabstand: +14 s
Fehler: 4.4 s
H2H: 4 Gegner:innen,
4 Duelle,
Korrektur 0.23 %,
Sicherheit 26 %
CyclingPrediction: Group 2 (5 people)
Gruppe 1: 73 %
Speed: 38.0 km/h
Initial Gruppe 2, später eingeholt/vereinigt
Gap ahead:
6.7 s
Gap behind:
4.6 s
Result: Group 2 (2 people)
Speed: 36.3 km/h
Tempo-Fehler: 1.71 km/h
Running and totalRun: 20:00 (4:00 / km)
Historical basis: 4:02 / km
Best comparable pace: 4:02 / km
Trend: +0:00 / km
Comparable races: 1
H2H: 4 Gegner:innen,
4 Duelle,
Korrektur -0.90 %,
Sicherheit 26 %
Ergebnis Lauf: 20:55 (4:11 / km)
Error: −0:55 / −0:11 / km
Overall prediction: 56:36
Data basis: 2 Races · Confidence 0.40
Swimming:
10:08
(1:21 / 100 m)
To the end of cycling (group time):
36:11
(38.0 km/h)
Run:
20:00
(4:00 / km)
Total:
56:36
Target first bike group at the bike finish
Cannot be calculated without a swim distance or historical swim data.
|
| 11 / 12 |
ALG
|
+46 s
+40 s
|
G4 / G4
correct
|
19:31
21:58
|
57:34 | Show detailsPlacementPrediction: 11
80% range: 10–13
Top-10 probability: 18 %
Result: 12
Deviation: -1
SwimmingPrognoseabstand: +46 s
Time: 10:36
Pace: 1:25 / 100 m
Ergebnisabstand: +40 s
Fehler: 6.4 s
H2H: 4 Gegner:innen,
4 Duelle,
Korrektur 0.23 %,
Sicherheit 26 %
CyclingPrediction: Group 4 (4 people)
Gruppe 1: 24 %
Speed: 37.1 km/h
Initial Gruppe 6, später eingeholt/vereinigt
Gap ahead:
11.5 s
Gap behind:
21.1 s
Result: Group 4 (1 people)
Speed: 32.4 km/h
Tempo-Fehler: 4.74 km/h
Running and totalRun: 19:31 (3:54 / km)
Historical basis: 3:53 / km
Best comparable pace: 3:53 / km
Trend: +0:00 / km
Comparable races: 2
H2H: 4 Gegner:innen,
4 Duelle,
Korrektur 0.37 %,
Sicherheit 26 %
Ergebnis Lauf: 21:58 (4:24 / km)
Error: −2:27 / −0:29 / km
Overall prediction: 57:34
Data basis: 11 Races · Confidence 1.00
Swimming:
10:36
(1:25 / 100 m)
To the end of cycling (group time):
36:17
(37.1 km/h)
Run:
19:31
(3:54 / km)
Total:
57:34
Target first bike group at the bike finishGoal: finish the bike split with the first bike group.
Estimated requirement:
Swim time: 10:18
Pace: 1:22 / 100 m
About 17.9 s faster in the swim
Maximum predicted gap after the swim: +28.5 s
The complete bike-group simulation, including catches and group mergers, is recalculated through the end of the bike split.
|
| 12 / 13 |
CZE
|
+112 s
+87 s
|
G5 / G5
correct
|
19:07
23:53
|
59:34 | Show detailsPlacementPrediction: 12
80% range: 12–13
Top-10 probability: 0 %
Result: 13
Deviation: -1
SwimmingPrognoseabstand: +112 s
Time: 11:42
Pace: 1:34 / 100 m
Ergebnisabstand: +87 s
Fehler: 25.3 s
H2H: 3 Gegner:innen,
4 Duelle,
Korrektur -2.02 %,
Sicherheit 16 %
CyclingPrediction: Group 5 (1 people)
Gruppe 1: 0 %
Speed: 35.5 km/h
Initial Gruppe 9, später eingeholt/vereinigt
Gap ahead:
6.3 s
Gap behind:
–
Result: Group 5 (1 people)
Speed: 32.9 km/h
Tempo-Fehler: 2.55 km/h
Running and totalRun: 19:07 (3:49 / km)
Historical basis: 3:48 / km
Best comparable pace: 3:48 / km
Trend: +0:00 / km
Comparable races: 1
Fallback calculation from other run distances
H2H: 1 Gegner:innen,
1 Duelle,
Korrektur 0.49 %,
Sicherheit 2 %
Ergebnis Lauf: 23:53 (4:47 / km)
Error: −4:46 / −0:57 / km
Overall prediction: 59:34
Data basis: 3 Races · Confidence 0.60
Swimming:
11:42
(1:34 / 100 m)
To the end of cycling (group time):
38:35
(35.5 km/h)
Run:
19:07
(3:49 / km)
Total:
59:34
Target first bike group at the bike finishGoal: finish the bike split with the first bike group.
Estimated requirement:
Swim time: 10:18
Pace: 1:22 / 100 m
About 83.8 s faster in the swim
Maximum predicted gap after the swim: +28.5 s
The complete bike-group simulation, including catches and group mergers, is recalculated through the end of the bike split.
|
| 0 / 9 |
IRL
|
+106 s
+24 s
|
G4 / G3
|
19:54
|
Show detailsPlacementPrediction: 0
80% range: 1–1
Top-10 probability: 100 %
Result: 9
Deviation: -9
SwimmingPrognoseabstand: +106 s
Time: 11:36
Pace: 1:33 / 100 m
Ergebnisabstand: +24 s
Fehler: 82.0 s
CyclingPrediction: Group 4 (4 people)
Gruppe 1: 0 %
Speed: 37.1 km/h
Initial Gruppe 8, später eingeholt/vereinigt
Gap ahead:
37.5 s
Gap behind:
6.3 s
Result: Group 3 (2 people)
Speed: 36.1 km/h
Tempo-Fehler: 1.04 km/h
Running and totalRun: ()
Historical basis:
Best comparable pace:
Trend: +0:00 / km
Comparable races: 0
Fallback calculation from other run distances
Ergebnis Lauf: 19:54 (3:59 / km)
Error: /
Overall prediction:
Data basis: 1 Races · Confidence 0.20
Swimming:
11:36
(1:33 / 100 m)
To the end of cycling (group time):
36:17
(37.1 km/h)
Run:
–
Total:
not fully calculable
Target first bike group at the bike finishGoal: finish the bike split with the first bike group.
Estimated requirement:
Swim time: 10:04
Pace: 1:21 / 100 m
About 91.7 s faster in the swim
Maximum predicted gap after the swim: +14.3 s
The complete bike-group simulation, including catches and group mergers, is recalculated through the end of the bike split.
|