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Olympic Mixed Relay Projection

Posted on 2022-02-04 | by real biathlon | Leave a Comment on Olympic Mixed Relay Projection

Who are the favorites for the opening biathlon event at 2022 Winter Olympics? Here are the overall relay performances scores for the top 10 nations in the Mixed Nations Cup score (team performances this season).


Note: The scores are standard scores (or z-scores), indicating how many standard deviations (SD) an athlete is back from the World Cup mean (negative values indicate performances better than the mean). The Total Performance Score is calculated by approximating the importance of skiing, hit rate and shooting pace using the method of least squares (for more details, see here and here), and then weighting each z-score value accordingly.


Norway – Average Performance Score: -1.16

NoFamily NameGiven NameNationRacesRank
(avg)
Points
(avg)
Ski Speed
Score
Hit Rate
Score
Range Time
Score
Total
Performance
Score
1RoeiselandMarte OlsbuNOR
34.046.3-1.35-1.24-1.86-1.53
1EckhoffTirilNOR
34.046.3-1.520.050.57-0.54
1BoeTarjeiNOR
41.060.0-1.06-1.06-0.77-0.95
1BoeJohannes T.NOR
41.060.0-1.93-1.59-1.17-1.60

France – Average Performance Score: -1.06

NoFamily NameGiven NameNationRacesRank
(avg)
Points
(avg)
Ski Speed
Score
Hit Rate
Score
Range Time
Score
Total
Performance
Score
NoFamily NameGiven NameNationRacesRank
(avg)
Points
(avg)
Ski Speed
Score
Hit Rate
Score
Range Time
Score
Total
Performance
Score
2Chevalier-BouchetAnaisFRA
44.049.5-1.280.44-1.66-1.22
2SimonJuliaFRA
31.756.0-1.26-0.37-1.07-1.08
2JacquelinEmilienFRA
33.049.3-1.20-0.410.27-0.55
2Fillon MailletQuentinFRA
33.049.3-1.49-1.47-1.24-1.39

Belarus – Average Performance Score: -0.95

NoFamily NameGiven NameNationRacesRank
(avg)
Points
(avg)
Ski Speed
Score
Hit Rate
Score
Range Time
Score
Total
Performance
Score
3AlimbekavaDzinaraBLR
45.544.0-1.23-1.24-1.71-1.41
3SolaHannaBLR
56.241.6-1.460.420.50-0.49
3LabastauMikitaBLR
45.842.3-0.88-0.74-1.15-0.96
3SmolskiAntonBLR
55.841.4-1.09-0.96-0.72-0.94

Germany – Average Performance Score: -0.87

NoFamily NameGiven NameNationRacesRank
(avg)
Points
(avg)
Ski Speed
Score
Hit Rate
Score
Range Time
Score
Total
Performance
Score
4VoigtVanessaGER
44.841.0-0.71-1.04-0.69-0.74
4HerrmannDeniseGER
34.342.0-1.61-0.190.56-0.62
4DollBenediktGER
34.045.0-1.17-0.59-0.42-0.81
4NawrathPhilippGER
33.346.7-1.35-1.23-1.28-1.31

Sweden – Average Performance Score: -0.78

NoFamily NameGiven NameNationRacesRank
(avg)
Points
(avg)
Ski Speed
Score
Hit Rate
Score
Range Time
Score
Total
Performance
Score
NoFamily NameGiven NameNationRacesRank
(avg)
Points
(avg)
Ski Speed
Score
Hit Rate
Score
Range Time
Score
Total
Performance
Score
5OebergHannaSWE
32.750.3-1.260.750.20-0.47
5OebergElviraSWE
32.750.3-2.19-0.57-0.49-1.35
5PonsiluomaMartinSWE
46.038.3-1.37-0.74-0.43-0.94
5SamuelssonSebastianSWE
46.038.3-0.860.270.12-0.35

ROC – Average Performance Score: -0.74

NoFamily NameGiven NameNationRacesRank
(avg)
Points
(avg)
Ski Speed
Score
Hit Rate
Score
Range Time
Score
Total
Performance
Score
NoFamily NameGiven NameNationRacesRank
(avg)
Points
(avg)
Ski Speed
Score
Hit Rate
Score
Range Time
Score
Total
Performance
Score
6NigmatullinaUlianaRUS
34.047.3-0.63-0.370.08-0.33
6ReztsovaKristinaRUS
53.250.0-1.30-0.35-1.28-1.18
6LoginovAlexandrRUS
42.352.5-1.55-0.45-0.25-0.93
6LatypovEduardRUS
32.750.0-1.530.520.47-0.53

Italy – Average Performance Score: -0.64

NoFamily NameGiven NameNationRacesRank
(avg)
Points
(avg)
Ski Speed
Score
Hit Rate
Score
Range Time
Score
Total
Performance
Score
NoFamily NameGiven NameNationRacesRank
(avg)
Points
(avg)
Ski Speed
Score
Hit Rate
Score
Range Time
Score
Total
Performance
Score
7VittozziLisaITA
57.236.6-0.82-0.57-1.62-1.09
7WiererDorotheaITA
45.838.8-0.720.410.54-0.11
7BormoliniThomasITA
57.435.6-0.960.040.13-0.42
7HoferLukasITA
36.737.0-0.79-1.01-1.11-0.94

Ukraine – Average Performance Score: -0.53

NoFamily NameGiven NameNationRacesRank
(avg)
Points
(avg)
Ski Speed
Score
Hit Rate
Score
Range Time
Score
Total
Performance
Score
NoFamily NameGiven NameNationRacesRank
(avg)
Points
(avg)
Ski Speed
Score
Hit Rate
Score
Range Time
Score
Total
Performance
Score
8SemerenkoValentinaUKR
310.031.0-0.23-0.37-0.32-0.28
8DzhimaYuliiaUKR
48.533.5-0.740.360.13-0.28
8PrymaArtemUKR
56.836.6-0.30-0.48-0.75-0.50
8PidruchnyiDmytroUKR
56.836.6-0.91-0.96-1.29-1.06

Czech Republic – Average Performance Score: -0.43

NoFamily NameGiven NameNationRacesRank
(avg)
Points
(avg)
Ski Speed
Score
Hit Rate
Score
Range Time
Score
Total
Performance
Score
9JislovaJessicaCZE
59.033.2-0.46-0.96-0.88-0.68
9DavidovaMarketaCZE
59.033.2-1.13-0.220.50-0.40
9KarlikMikulasCZE
413.327.8-0.640.451.050.13
9KrcmarMichalCZE
411.829.3-0.80-0.59-0.78-0.77

Austria – Average Performance Score: -0.37

NoFamily NameGiven NameNationRacesRank
(avg)
Points
(avg)
Ski Speed
Score
Hit Rate
Score
Range Time
Score
Total
Performance
Score
NoFamily NameGiven NameNationRacesRank
(avg)
Points
(avg)
Ski Speed
Score
Hit Rate
Score
Range Time
Score
Total
Performance
Score
10SchwaigerJuliaAUT
412.529.3-0.16-0.280.440.06
10HauserLisa TheresaAUT
38.338.7-1.030.540.21-0.37
10EderSimonAUT
511.232.8-0.54-0.58-1.09-0.76
10LeitnerFelixAUT
413.327.8-0.59-0.42-0.15-0.40

Posted in Statistical analysis | Tagged 2022 Winter Olympics

Best performers in January

Posted on 2022-01-23 | by real biathlon | Leave a Comment on Best performers in January

Who is in top shape going into the Winter Olympics which start in less than two weeks? A lot of favorites skipped some races recently, still the January results probably give a better indication of current form than the races in December.


Note: The scores are standard scores (or z-scores), indicating how many standard deviations (SD) an athlete is back from the World Cup mean (negative values indicate performances better than the mean). The Total Performance Score is calculated by approximating the importance of skiing, hit rate and shooting pace using the method of least squares (for more details, see here and here), and then weighting each z-score value accordingly.


Men

2021–22 z-Scores in January | Non-Team events

NoFamily NameGiven NameNationRacesRank
(avg)
Points
(avg)
Ski Speed
Score
Hit Rate
Score
Range Time
Score
Total
Performance
Score
NoFamily NameGiven NameNationRacesRank
(avg)
Points
(avg)
Ski Speed
Score
Hit Rate
Score
Range Time
Score
Total
Performance
Score
1LoginovAlexandrRUS
59.439.8-1.43-1.00-0.72-1.22
2LaegreidSturla HolmNOR
43.844.8-1.51-0.80-0.40-1.17
3BoeJohannes ThingnesNOR
413.832.5-1.83-0.07-0.58-1.17
4BoeTarjeiNOR
46.341.5-1.78-0.36-0.01-1.16
5Fillon MailletQuentinFRA
66.744.5-1.44-0.67-0.93-1.16
6DollBenediktGER
613.233.7-1.40-0.77-0.79-1.14
7SamuelssonSebastianSWE
410.335.0-1.27-1.04-0.48-1.11
8LesserErikGER
48.834.0-1.04-1.04-1.09-1.04
9TsvetkovMaksimRUS
423.516.2-1.10-1.040.10-0.94
10SerokhvostovDaniilRUS
414.821.2-1.13-0.70-0.32-0.91
11DesthieuxSimonFRA
616.726.8-1.02-0.87-0.43-0.90
12ClaudeFabienFRA
617.324.2-1.14-0.36-1.00-0.90
13JacquelinEmilienFRA
520.426.0-0.91-0.62-1.31-0.87
14KhaliliSaid KarimullaRUS
526.617.2-0.96-1.00-0.14-0.87
15BabikovAntonRUS
519.632.0-0.77-1.12-0.59-0.85
16HoferLukasITA
421.020.5-1.07-0.36-0.52-0.80
17BakkenSivert GuttormNOR
421.021.0-1.15-0.07-0.74-0.79
18SeppalaTeroFIN
619.023.2-0.91-0.67-0.45-0.78
19EderSimonAUT
521.618.5-0.44-1.12-1.47-0.76
20NawrathPhilippGER
433.010.5-1.28-0.020.07-0.75
21LeitnerFelixAUT
429.813.5-0.92-0.51-0.47-0.74
22SmolskiAntonBLR
620.324.8-1.04-0.360.08-0.71
23ReesRomanGER
515.027.4-0.71-0.74-0.58-0.70
24PonsiluomaMartinSWE
431.014.0-1.110.32-0.81-0.66
25ChristiansenVetle SjaastadNOR
419.321.8-0.94-0.07-0.31-0.61
26ClaudeFlorentBEL
622.219.5-0.52-1.070.31-0.58
27KrcmarMichalCZE
628.513.8-0.55-0.77-0.11-0.56
28HiidensaloOlliFIN
530.211.3-0.52-0.74-0.24-0.55
29BormoliniThomasITA
622.217.7-0.64-0.46-0.23-0.54
30GuigonnatAntoninFRA
541.012.0-0.73-0.11-0.63-0.54
31StroliaVytautasLTU
521.220.8-0.52-0.49-0.34-0.49
32VaclavikAdamCZE
539.25.8-0.850.15-0.16-0.48
33PidruchnyiDmytroUKR
432.310.0-0.770.49-1.15-0.45
34BurkhalterJoschaSUI
427.313.80.02-0.87-1.75-0.45
35IlievVladimirBUL
541.87.4-0.800.020.14-0.45
36PovarnitsynAlexanderRUS
537.03.2-0.34-0.53-0.78-0.45
37GiacomelTommasoITA
443.84.5-0.910.66-0.70-0.43
38WindischDominikITA
537.411.0-0.840.53-0.57-0.41
39TsymbalBogdanUKR
533.412.8-0.26-0.74-0.33-0.41
40FakJakovSLO
537.811.8-0.11-0.87-0.63-0.39

Women

2021–22 z-Scores in January | Non-Team events

NoFamily NameGiven NameNationRacesRank
(avg)
Points
(avg)
Ski Speed
Score
Hit Rate
Score
Range Time
Score
Total
Performance
Score
NoFamily NameGiven NameNationRacesRank
(avg)
Points
(avg)
Ski Speed
Score
Hit Rate
Score
Range Time
Score
Total
Performance
Score
1RoeiselandMarte OlsbuNOR
41.358.5-1.36-1.35-1.94-1.43
2OebergHannaSWE
46.341.0-1.45-0.73-1.99-1.31
3SimonJuliaFRA
68.239.0-1.30-0.61-2.10-1.20
4OebergElviraSWE
46.344.0-1.52-0.73-0.71-1.19
5AlimbekavaDzinaraBLR
64.343.7-1.37-0.79-1.26-1.19
6WiererDorotheaITA
66.840.2-1.14-0.51-2.29-1.10
7BrorssonMonaSWE
511.032.0-1.39-0.54-0.55-1.04
8Braisaz-BouchetJustineFRA
614.031.7-1.760.14-0.30-1.03
9Chevalier-BouchetAnaisFRA
58.835.6-0.94-0.89-1.50-0.99
10DavidovaMarketaCZE
613.528.2-1.23-0.51-0.24-0.90
11SolaHannaBLR
523.016.7-1.420.51-1.65-0.89
12TandrevoldIngrid LandmarkNOR
48.533.8-1.26-0.22-0.11-0.82
13ReztsovaKristinaRUS
516.226.4-1.370.39-0.98-0.81
14HauserLisa TheresaAUT
613.027.7-0.83-0.33-1.71-0.79
15PerssonLinnSWE
426.318.8-1.11-0.11-0.70-0.77
16NigmatullinaUlianaRUS
534.816.2-0.76-0.77-0.46-0.72
17Hojnisz-StaregaMonikaPOL
428.014.5-0.73-0.73-0.65-0.72
18ChevalierChloeFRA
618.522.5-0.95-0.42-0.11-0.69
19VoigtVanessaGER
517.623.8-0.56-1.240.07-0.68
20BescondAnaisFRA
623.524.8-1.02-0.05-0.51-0.67
21HildebrandFranziskaGER
622.819.0-0.91-0.33-0.28-0.66
22StremousAlinaMDA
622.718.3-0.93-0.791.35-0.61
23VasnetcovaValeriiaRUS
626.718.0-0.840.04-1.08-0.61
24HinzVanessaGER
435.510.3-0.82-0.11-0.42-0.56
25EderMariFIN
522.415.5-1.240.390.46-0.56
26KazakevichIrinaRUS
630.814.2-0.94-0.140.29-0.56
27MinkkinenSuviFIN
438.88.8-0.24-0.89-1.35-0.56
28HaeckiLenaSUI
431.010.3-0.43-0.22-1.94-0.55
29TodorovaMilenaBUL
536.45.6-0.840.04-0.30-0.52
30ErdalKarolineNOR
436.014.3-0.52-0.42-0.54-0.49
31BendikaBaibaLAT
436.55.4-0.950.35-0.16-0.48
32SanfilippoFedericaITA
444.55.0-0.930.040.64-0.46
33HerrmannDeniseGER
428.59.6-1.140.660.16-0.46
34JislovaJessicaCZE
622.318.7-0.25-1.070.00-0.46
35ZukKamilaPOL
431.810.3-0.950.51-0.36-0.45
36TomingasTuuliEST
533.08.6-0.64-0.300.19-0.44
37LienIdaNOR
433.510.8-1.070.580.19-0.44
38FialkovaIvonaSVK
542.82.0-0.790.39-0.72-0.44
39LeshchankaIrynaBLR
441.59.6-0.880.35-0.12-0.43
40LieLotteBEL
636.57.8-0.09-0.89-0.60-0.39
Posted in Statistical analysis | Tagged 2021–22 season, Data, overall performance

Olympic medals in biathlon (1960 – 2018)

Posted on 2022-01-12 | by real biathlon | Leave a Comment on Olympic medals in biathlon (1960 – 2018)

All medals (men and women)

Individual gold medals (men and women)

Posted in Biathlon Media, Long-term trends | Tagged results

Most accurate shooters in biathlon (1995 – 2021)

Posted on 2022-01-08 | by real biathlon | Leave a Comment on Most accurate shooters in biathlon (1995 – 2021)

Men’s and women’s top shooters (by non-team shooting percentage) for the last two decades. The videos show a 16-race moving average.

Men

Women

Posted in Biathlon Media, Long-term trends | Tagged shooting

Fastest skiers in biathlon (2001 – 2021)

Posted on 2021-12-28 | by real biathlon | Leave a Comment on Fastest skiers in biathlon (2001 – 2021)

The bars show a 7-race moving average for the percentage back from the top 30 median. Unfortunately, no data exists before the 2001–02 season.

Women

Men

Posted in Biathlon Media, Long-term trends, Statistical analysis | Tagged skiing

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