Sean Cashman v Dave Cooper (Thu 25 Jul 2024)

Match won by Dave Cooper. Result: 5-11,8-11,6-11.

Starting level for Sean Cashman: 1,359, level confidence: 10%.
Starting level for Dave Cooper: 2,701, level confidence: 49%.
Dave Cooper to win as he is currently playing 99% better than Sean Cashman.

Dave Cooper won all of the games and 63% of the points.
This games result would be expected if he was better by around 55% or more.
This points result would be expected if he was better by around 74% (PAR scoring).
These are weighted and combined to calculate that Dave Cooper played 74% better than Sean Cashman in this match.

Due to the difference between the players' levels, allow for the likelihood that Dave Cooper was taking it easy by anything up to 12%. This gives him an allowed level range for this match between 1,955 and 2,701 without affecting his level.

In this case, Dave Cooper played at level 2,367 and remained within his allowed range so his level will not be adjusted. Consequently, Sean Cashman is considered to have not played better than expected and his level will also not be adjusted.

Allowing for the difference in level between the players, including some additional protection for the better player, the adjustments have been reduced to 0%.

Factoring in the relative levels of confidence which allows players with low confidence in their levels to change more quickly, the adjustment for Dave Cooper changes to 0% and Sean Cashman changes to 0%.

After applying standard match damping, the adjustment for Dave Cooper becomes 0% and for Sean Cashman becomes 0%.

Apply match/event weighting of 50% for 'Huddersfield Super League' so the adjustment for Dave Cooper is 0% and for Sean Cashman is 0%.

Increase level confidence due to one more match played. Dave Cooper: 70%, Sean Cashman: 32%. Reduce level confidence based on how unexpected the result is. Dave Cooper: 65%, Sean Cashman: 30%.

A final adjustment of -0.1% has been made to both players as part of the automatic calibration that is performed after each match. All players in this pool will have been adjusted equally in order to remain equivalent to other player pools.

Final level for Sean Cashman: 1,358, level confidence: 30%.
Final level for Dave Cooper: 2,697, level confidence: 65%.

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!