{"id":2087,"date":"2021-06-18T14:26:35","date_gmt":"2021-06-18T20:26:35","guid":{"rendered":"https:\/\/biathlonanalytics.com\/TEST\/?p=2087"},"modified":"2021-06-18T14:26:45","modified_gmt":"2021-06-18T20:26:45","slug":"predicting-race-results","status":"publish","type":"post","link":"https:\/\/biathlonanalytics.com\/TEST\/predicting-race-results\/","title":{"rendered":"Predicting race results"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">In <a href=\"https:\/\/biathlonanalytics.com\/TEST\/predicting-the-world-championships-in-pokljuka\/\" target=\"_blank\" rel=\"noreferrer noopener\" title=\"https:\/\/biathlonanalytics.com\/TEST\/predicting-the-world-championships-in-pokljuka\/\">February I wrote<\/a> about <a href=\"https:\/\/public.tableau.com\/app\/profile\/rj7974\/viz\/RacePredictor\/RacePredictions\" target=\"_blank\" rel=\"noreferrer noopener\" title=\"https:\/\/public.tableau.com\/app\/profile\/rj7974\/viz\/RacePredictor\/RacePredictions\">a Tableau report<\/a> that didn&#8217;t necessarily predict race outcomes for the World Championships but helped inform people to make better predictions or guesses. I still believe it helps to know who&#8217;s hot and not (recent race results), previous race results at the venue and discipline, and current standing in the World Cup, but I ran into <a href=\"https:\/\/sportindepth.com\/index.php\/biathlon\/\" target=\"_blank\" rel=\"noreferrer noopener\" title=\"https:\/\/sportindepth.com\/index.php\/biathlon\/\">a website<\/a> that has built a model to predict race and season outcomes, and their results are interesting, to say the least. <\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/sportindepth.com\/index.php\/biathlon\/\" target=\"_blank\" rel=\"noopener\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"534\" src=\"https:\/\/biathlonanalytics.com\/TEST\/wp-content\/uploads\/2021\/06\/Screen-Shot-2021-06-18-at-12.10.28-PM-800x534.png\" alt=\"\" class=\"wp-image-2088\" srcset=\"https:\/\/biathlonanalytics.com\/TEST\/wp-content\/uploads\/2021\/06\/Screen-Shot-2021-06-18-at-12.10.28-PM-800x534.png 800w, https:\/\/biathlonanalytics.com\/TEST\/wp-content\/uploads\/2021\/06\/Screen-Shot-2021-06-18-at-12.10.28-PM-300x200.png 300w, https:\/\/biathlonanalytics.com\/TEST\/wp-content\/uploads\/2021\/06\/Screen-Shot-2021-06-18-at-12.10.28-PM-768x512.png 768w, https:\/\/biathlonanalytics.com\/TEST\/wp-content\/uploads\/2021\/06\/Screen-Shot-2021-06-18-at-12.10.28-PM.png 1400w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/><\/a><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">When you consider how unpredictable biathlon can be, any decent results from a model are impressive if you ask me. In <a href=\"https:\/\/sportindepth.com\/index.php\/2021\/05\/13\/our-first-version-of-the-2021-22-world-cup-simulations-is-online\/\" target=\"_blank\" rel=\"noreferrer noopener\" title=\"https:\/\/sportindepth.com\/index.php\/2021\/05\/13\/our-first-version-of-the-2021-22-world-cup-simulations-is-online\/\">this article<\/a> they describe how their model did against reality, and the results were good in many cases. In addition they have more articles evaluating their performance, and I would agree that they did well.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">But models remain exactly that, models. And I am sure if the IBU held 150,000 races the reality would be closer to the models. But that&#8217;s the beauty of sport and biathlon: we don&#8217;t run the races that many time, so we have to consider the form of the day, athletes feeling sick but still participating, harder and softer snow conditions during the race, a loud crowd at the shooting range (remember those days?!?), etc. we can go and on about external qualitative factors that can, and will, impact race results. If a model predicts Laegreid to challenge for the yellow bib, and Hauser to win a specific race, I think they are on to something worth checking out.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">I&#8217;m no betting person so I don&#8217;t see myself using it for that purpose ever, although I did participate in a <a href=\"https:\/\/biathlontippspiel.sportschau.de\/\" target=\"_blank\" rel=\"noreferrer noopener\" title=\"https:\/\/biathlontippspiel.sportschau.de\/\">fun fantasy game<\/a> that relies on race predictions to determine the &#8220;most knowledgable biathlon person&#8221;. But in line with the dashboard I created myself, I think the model does a good job providing additional information that can help inform predictions, and also give more insight into biathlon and its athletes. And in the end, I&#8217;m happy it doesn&#8217;t predict race results with 95% certainty, as that would quickly end my interest in biathlon altogether!<\/p>\n","protected":false},"excerpt":{"rendered":"<p>I ran into a website that has built a model to predict race and season outcomes, and their results are interesting, to say the least. 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