Predicting Injuries Using Banister Model

Mladen Jovanović August 13, 2015

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This is the short video where I explain the play/experiment I did using Banister model to try to predict injuries of a single individual using his injury occurrence history and training loads time-series. I have also stumbled on a couple of problems and I am looking forward to receiving some ideas from more experienced researchers and statisticians.

The members of Complementary Training can download the Excel workbook and follow the video. Enjoy and let me know what you think!

Categories: Membership Content

Tagged: Monitoring, Performance Analysis, Statistics, Theory

Mladen Jovanović

Mladen Jovanovic is a physical preparation coach from Belgrade, Serbia, grew up in Pula, Croatia (which he considers his home town). He was involved in physical preparation of professional, amateur and recreational athletes of various ages in sports such as basketball, soccer, volleyball, martial arts and tennis. Email | LinkedIn | Twitter | Facebook

Predicting Injuries Using Banister Model – The Addendum

A year ago I tried to use Banister model to predict injuries, but I recently realized I made an error implementing link function. So, I decided to do one more try and correct the problem.

Mladen Jovanović October 14, 2016

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Predicting Performance Using Rolling Averages

I wrote before on using Banister model to predict performance and injury from training load. In the video below I am talking about using rolling averages to predict performance, as well as explaining differences between supervised and unsupervised learning and model overfit. Members can download the Excel workbook below the video and follow the “exercises” and play with the…

Mladen Jovanović September 8, 2015

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The Best of Complementary Training in 2015

I know that the New Year is behind us and that these types of blog post should be done in late December, but due my relocation to Adelaide, Australia I had to postpone it till February.

Mladen Jovanović February 2, 2016

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R Playbook: Injury Prediction using Random Forest

This is the problem I have been wrestling with for some time and I tried to solve it using Bannister model. I even asked for help on Twitter and couple of data scientists suggested taking a look into “functional data analysis” or creating summary variables and performing regression/classification (which I did here).

Mladen Jovanović November 2, 2015

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Predicting Injuries Using Banister Model

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