Prediction comparison

30-34 Female AG

05.07.2026 CHI

Race information and calculation basis

2026 Americas Triathlon Championships Antofagasta

Datengrundlage: maximal zwölf Starts je Athlet:in, die zeitlich strikt vor 05.07.2026 liegen. Neuere Leistungen und direkte Duelle werden mit einer Halbwertszeit von 300 Tagen stärker gewichtet.

Prediction model used

Modell v14 calibrated

Prediction quality 30/100 sehr niedrig

Show model parameters and data quality

Kalibriert mit 13 früheren Rennen und 165 Athlet:innen. Paarweise Gruppengüte: 48.5 %.

Trainingsdaten ausschließlich vor 04.07.2026.

Einzelabstand ≤ 6 s Gruppenspanne ≤ 18 s Gruppeneffekt 0.85 Max. Vorteil 2.8 km/h

Datenabdeckung 0.0 % · Head-to-Head-Abdeckung 0.0 % · 13 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

Correct bike groups0/0

No history7

Place Prediction / result	Athlete	Swimming Prediction / result	Bike group Prediction / result	Run Prediction / result	Details
0 / 1	Fernanda Tapia Santander CHI	+0 s +0 s	G0 / G1	43:41	Show details Prediction details: Fernanda Tapia Santander Placement Prediction: 0 80% range: – Top-10 probability: 0 % Result: 1 Deviation: Swimming Prognoseabstand: +0 s Time: Pace: Ergebnisabstand: +0 s Fehler: 0.0 s Cycling Prediction: Group 0 (0 people) Gruppe 1: 0 % Speed: 0.0 km/h Gap ahead: – Gap behind: – Result: Group 1 (1 people) Speed: 40.3 km/h Tempo-Fehler: 0.00 km/h Running and total Run: () Historical basis: Best comparable pace: Trend: +0:00 / km Comparable races: 0 Fallback calculation from other run distances Ergebnis Lauf: 43:41 (4:22 / km) Error: / Overall prediction: Data basis: 0 Races · Confidence 0.00 Swimming: – To the end of cycling (group time): – Run: – Total: not fully calculable Target first bike group at the bike finish Cannot be calculated without a swim distance or historical swim data.
0 / 2	Fernanda Niklitschek Michael CHI	+0 s +139 s	G0 / G2	46:35	Show details Prediction details: Fernanda Niklitschek Michael Placement Prediction: 0 80% range: – Top-10 probability: 0 % Result: 2 Deviation: Swimming Prognoseabstand: +0 s Time: Pace: Ergebnisabstand: +139 s Fehler: 0.0 s Cycling Prediction: Group 0 (0 people) Gruppe 1: 0 % Speed: 0.0 km/h Gap ahead: – Gap behind: – Result: Group 2 (1 people) Speed: 41.1 km/h Tempo-Fehler: 0.00 km/h Running and total Run: () Historical basis: Best comparable pace: Trend: +0:00 / km Comparable races: 0 Fallback calculation from other run distances Ergebnis Lauf: 46:35 (4:40 / km) Error: / Overall prediction: Data basis: 0 Races · Confidence 0.00 Swimming: – To the end of cycling (group time): – Run: – Total: not fully calculable Target first bike group at the bike finish Cannot be calculated without a swim distance or historical swim data.
0 / 3	Nathaly Motti BRA	+0 s +306 s	G0 / G4	47:18	Show details Prediction details: Nathaly Motti Placement Prediction: 0 80% range: – Top-10 probability: 0 % Result: 3 Deviation: Swimming Prognoseabstand: +0 s Time: Pace: Ergebnisabstand: +306 s Fehler: 0.0 s Cycling Prediction: Group 0 (0 people) Gruppe 1: 0 % Speed: 0.0 km/h Gap ahead: – Gap behind: – Result: Group 4 (1 people) Speed: 33.1 km/h Tempo-Fehler: 0.00 km/h Running and total Run: () Historical basis: Best comparable pace: Trend: +0:00 / km Comparable races: 0 Fallback calculation from other run distances Ergebnis Lauf: 47:18 (4:44 / km) Error: / Overall prediction: Data basis: 0 Races · Confidence 0.00 Swimming: – To the end of cycling (group time): – Run: – Total: not fully calculable Target first bike group at the bike finish Cannot be calculated without a swim distance or historical swim data.
0 / 4	Gabriela Correia BRA	+0 s +428 s	G0 / G5	49:02	Show details Prediction details: Gabriela Correia Placement Prediction: 0 80% range: – Top-10 probability: 0 % Result: 4 Deviation: Swimming Prognoseabstand: +0 s Time: Pace: Ergebnisabstand: +428 s Fehler: 0.0 s Cycling Prediction: Group 0 (0 people) Gruppe 1: 0 % Speed: 0.0 km/h Gap ahead: – Gap behind: – Result: Group 5 (2 people) Speed: 33.4 km/h Tempo-Fehler: 0.00 km/h Running and total Run: () Historical basis: Best comparable pace: Trend: +0:00 / km Comparable races: 0 Fallback calculation from other run distances Ergebnis Lauf: 49:02 (4:54 / km) Error: / Overall prediction: Data basis: 0 Races · Confidence 0.00 Swimming: – To the end of cycling (group time): – Run: – Total: not fully calculable Target first bike group at the bike finish Cannot be calculated without a swim distance or historical swim data.
0 / 5	Valentina Sotelo CHI	+0 s +508 s	G0 / G3	58:00	Show details Prediction details: Valentina Sotelo Placement Prediction: 0 80% range: – Top-10 probability: 0 % Result: 5 Deviation: Swimming Prognoseabstand: +0 s Time: Pace: Ergebnisabstand: +508 s Fehler: 0.0 s Cycling Prediction: Group 0 (0 people) Gruppe 1: 0 % Speed: 0.0 km/h Gap ahead: – Gap behind: – Result: Group 3 (1 people) Speed: 35.9 km/h Tempo-Fehler: 0.00 km/h Running and total Run: () Historical basis: Best comparable pace: Trend: +0:00 / km Comparable races: 0 Fallback calculation from other run distances Ergebnis Lauf: 58:00 (5:48 / km) Error: / Overall prediction: Data basis: 0 Races · Confidence 0.00 Swimming: – To the end of cycling (group time): – Run: – Total: not fully calculable Target first bike group at the bike finish Cannot be calculated without a swim distance or historical swim data.
0 / 6	Catalina Jael Araya Paredes CHI	+0 s +849 s	G0 / G5	1:12:50	Show details Prediction details: Catalina Jael Araya Paredes Placement Prediction: 0 80% range: – Top-10 probability: 0 % Result: 6 Deviation: Swimming Prognoseabstand: +0 s Time: Pace: Ergebnisabstand: +849 s Fehler: 0.0 s Cycling Prediction: Group 0 (0 people) Gruppe 1: 0 % Speed: 0.0 km/h Gap ahead: – Gap behind: – Result: Group 5 (2 people) Speed: 36.7 km/h Tempo-Fehler: 0.00 km/h Running and total Run: () Historical basis: Best comparable pace: Trend: +0:00 / km Comparable races: 0 Fallback calculation from other run distances Ergebnis Lauf: 1:12:50 (7:17 / km) Error: / Overall prediction: Data basis: 0 Races · Confidence 0.00 Swimming: – To the end of cycling (group time): – Run: – Total: not fully calculable Target first bike group at the bike finish Cannot be calculated without a swim distance or historical swim data.
0 / 7	Fabíola Lorena Ferreira Reccanello BRA	+0 s +574 s	G0 / G6	59:11	Show details Prediction details: Fabíola Lorena Ferreira Reccanello Placement Prediction: 0 80% range: – Top-10 probability: 0 % Result: 7 Deviation: Swimming Prognoseabstand: +0 s Time: Pace: Ergebnisabstand: +574 s Fehler: 0.0 s Cycling Prediction: Group 0 (0 people) Gruppe 1: 0 % Speed: 0.0 km/h Gap ahead: – Gap behind: – Result: Group 6 (1 people) Speed: 27.6 km/h Tempo-Fehler: 0.00 km/h Running and total Run: () Historical basis: Best comparable pace: Trend: +0:00 / km Comparable races: 0 Fallback calculation from other run distances Ergebnis Lauf: 59:11 (5:55 / km) Error: / Overall prediction: Data basis: 0 Races · Confidence 0.00 Swimming: – To the end of cycling (group time): – Run: – Total: not fully calculable Target first bike group at the bike finish Cannot be calculated without a swim distance or historical swim data.

Prediction comparison

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