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    Explaining level changes

    Debbie Hubbard v Ali Taki (Tue 23 May 2023)

    Match won by Ali Taki. Result: 11-8,6-11,6-11,7-11.

    Starting level for Debbie Hubbard: 108, level confidence: 80%. Set manually.
    Starting level for Ali Taki: 108, level confidence: 52%.
    Ali Taki to win as she is currently playing 0% better than Debbie Hubbard.

    Ali Taki won 75% of the games and 58% of the points.
    This games result would be expected if she was better by around 25%.
    This points result would be expected if she was better by around 37% (PAR scoring).
    These are weighted and combined to calculate that Ali Taki played 29% better than Debbie Hubbard in this match.

    Assuming that any level changes are shared between both players, for this result it looks like Ali Taki actually played at a level of 123 and Debbie Hubbard at a level of 95. Without any damping, both players would need to be adjusted by 14% to match this result.


    Factoring in the relative levels of confidence which allows players with low confidence in their levels to change more quickly, the adjustment for Ali Taki changes to +14% and Debbie Hubbard changes to -8.3%.

    After applying standard match damping, the adjustment for Ali Taki becomes +8.1% and for Debbie Hubbard becomes -5.7%.

    Apply match/event weighting of 50% for 'Workout Harbourside Boxes' so the adjustment for Ali Taki is +4.1% and for Debbie Hubbard is -2.8%.

    Increase level confidence due to one more match played. Ali Taki: 72%, Debbie Hubbard: 90%. Reduce level confidence based on how unexpected the result is. Ali Taki: 63%, Debbie Hubbard: 79%.

    Final level for Debbie Hubbard: 105, level confidence: 79%.
    Final level for Ali Taki: 112, level confidence: 63%.

    Notes

    • This calculation is done in two main parts; first work out the adjustment needed to match the results and then apply damping. This means that levels should always be 'about right' but the time taken to get there or the volatility is dependent on the damping.
    • A level also has 'level confidence' which drops if players haven't played for a long time or have had enexpected results. As low confidence levels adjust more quickly than high confidence levels, it allows these players to find their level more quickly without impacting their opponent's level too much.
    • Point scores are used as well as game scores for accuracy - particularly important for 3-0 results - though we can work with game scores only too, albeit with more damping.
    • Mismatched players are allowed for - you don't have to hammer your opponent. See explanation above if this applies to this match.
    • The section on damping is where we still have some options. We have recently made a change to damp league matches more than tournament matches and box matches even more than that. This gives added weight to the more important matches.
    • There are occasional, very small adjustments made to all players to keep the averages constant which are not covered here.
    • You don't get a bonus just for winning - if you want to go up you have to play better than expected against your opponent.
    • We have spent more than 5 years fine tuning the level calculations based on tens of thousands of match results and a great deal of feedback from players, team captains and coaches. It's the most usable and accurate ranking system there is in any sport, let alone squash.
    • For a more complete explanation of how levels are calculated (on which this system is based) see the help file here.
    • If you have thoughts/opinions on the above or any feedback on the way levels are calculated or updated, please contact us. We welcome all feedback, although we are keen squash players ourselves and would pefer to be on-court than in front of a screen so please be patient and please do try to see if your question has already been answered on the help page. We are unable to answer questions about hard anyone played in their match - we only get to see the results - and if your level didn't increase as expected please make sure you've looked at the above explanation before contacting us. If you want to go up the levels, train harder, listen to your coach and win more points. Or just be incredibly talented!