Simulating 2022 USTA League Nationals - 18 & Over 4.0 Women

As I've done since 2018, I will be doing simulations of each Nationals to predict who the most likely four teams are to make the semi-finals, and also look at other interesting things that may occur.  In the years I've done this, the simulations have done a pretty good job predicting who would advance to the semis including having all four teams predicted correctly several times.

Why do these simulations you ask?  The primary reason is that the format for USTA League Nationals is now a flight-less random round-robin where each team plays four other random opponents.  This introduces significant variations in schedule strength, the possibility of an undefeated team not making the top-4, and teams vying for the top-4 perhaps not having played head-to-head and unfortunate tie-breakers being used.  The simulations aim to educate folks on how it all works and look at what may happen.  Also see this write-up for some things to know about Nationals.

Nationals is into its third week this weekend, the 18 & Over 4.0 event being held in Surprise, AZ.  Here is what the simulation says is likely to happen for the Women's flight.

As a reminder, my simulations are done using my Estimated Dynamic NTRP Ratings and looking at the average rating for the top group of players on each team, the actual schedule each team will play, and then doing a million simulations of the matches with some random variation in each team's expected result.

With 17 teams at the event the USTA never creates a schedule that can avoid more than four undefeated teams, and there is a very small chance of six undefeated (2 of the million simulations) and a less than 1% chance of five undefeated.  There is also less than a 1% chance of four undefeated, so we may see a very competitive event.

There is an 85% chance that there will be a tie for the last spot (4-0 or 3-1) and it come down to tie-breakers.  The most likely size of the tie is a 4 at 28%, five is 26%, and three is 16%.  The chances of larger ties diminish pretty quickly, but a 15-way tie is theoretically possible, but it appears a multi-way tie is a very high probability and it could be reasonably large.

Should there be a tie on team record, it comes down first to who has the best court record, then head-to-head (if applicable), then to who lost the fewest sets, then who lost the fewest games, and finally percent of games won.  There is a 27% chance it comes down to the sets lost tie-breaker, and there is a 65% chance that is between two teams and a pretty good 28% chance it is between three teams.  If the controversial tie-breakers are going to come into play, this is the likely spot.

The schedule strengths do vary quite a bit, the team with the easiest schedule having an opponent average of 3.91 while the team with the toughest schedule having an opponent average of 3.96.  This is perhaps the most balanced schedule we've seen!

So who is most likely to come out in the top-4?  SoCal, New England, Intermountain, and Missouri Valley are solid picks to advance but Southern is close behind.  Others standing by to move up with an upset or two include Southwest, Eastern, Midwest, and PNW.

For those interested, I offer a variety of reports to make Nationals more fun and help captains prepare.  I have a Simulation Report that has all of the details of the simulation including the average ratings for each team, each team's schedule strength, the most likely record for each team, and the chance of each possible record for each team.  I also offer reports to help teams scout opponents in more detail, both a Flight Report with full roster averages, top-8 averages and played by court averages for each team, as well as full Team Reports with detailed ratings for each rostered player and stats who who plays with who and on which court and how they do together.  Contact me if interested in any of these reports.

Simulating 2022 USTA League Nationals - 18 & Over 3.0 Men

As I've done since 2018, I will be doing simulations of each Nationals to predict who the most likely four teams are to make the semi-finals, and also look at other interesting things that may occur.  In the years I've done this, the simulations have done a pretty good job predicting who would advance to the semis including having all four teams predicted correctly several times.

Why do these simulations you ask?  The primary reason is that the format for USTA League Nationals is now a flight-less random round-robin where each team plays four other random opponents.  This introduces significant variations in schedule strength, the possibility of an undefeated team not making the top-4, and teams vying for the top-4 perhaps not having played head-to-head and unfortunate tie-breakers being used.  The simulations aim to educate folks on how it all works and look at what may happen.  Also see this write-up for some things to know about Nationals.

Nationals is into its third week this weekend, the 18 & Over 3.0 event being held in Scottsdale, AZ.  Here is what the simulation says is likely to happen for the Men's flight.

As a reminder, my simulations are done using my Estimated Dynamic NTRP Ratings and looking at the average rating for the top group of players on each team, the actual schedule each team will play, and then doing a million simulations of the matches with some random variation in each team's expected result.

With 17 teams at the event the USTA never creates a schedule that can avoid more than four undefeated teams, and there is a very small chance of six undefeated (3 of the million simulations) and a less than 1% chance of five undefeated.  There is a 1% chance of four undefeated, so we may see a very competitive event.

There is an 87% chance that there will be a tie for the last spot (4-0 or 3-1) and it come down to tie-breakers.  The most likely size of the tie is a 4 at 28%, five is 26%, and six and three are 16%.  The chances of larger ties diminish pretty quickly, but a 15-way tie is theoretically possible, but it appears a multi-way tie is a very high probability and it could be reasonably large.

Should there be a tie on team record, it comes down first to who has the best court record, then head-to-head (if applicable), then to who lost the fewest sets, then who lost the fewest games, and finally percent of games won.  There is a 28% chance it comes down to the sets lost tie-breaker, and there is a 64% chance that is between two teams and a pretty good 29% chance it is between three teams.  If the controversial tie-breakers are going to come into play, this is the likely spot.

The schedule strengths do vary quite a bit, the team with the easiest schedule having an opponent average of 3.09 while the team with the toughest schedule having an opponent average of 3.18.  Schedules will make a difference.

So who is most likely to come out in the top-4?  NorCal, Southwest, Middle States, Intermountain, and Midwest are solid picks to advance but that is five teams so something has got to give.  The simulation has them all with most likely records of 3-1 so winning courts and sets will be key.  Should any of those stumble, Texas, Southern, Mid-Atlantic, and SoCal could sneak in.

For those interested, I offer a variety of reports to make Nationals more fun and help captains prepare.  I have a Simulation Report that has all of the details of the simulation including the average ratings for each team, each team's schedule strength, the most likely record for each team, and the chance of each possible record for each team.  I also offer reports to help teams scout opponents in more detail, both a Flight Report with full roster averages, top-8 averages and played by court averages for each team, as well as full Team Reports with detailed ratings for each rostered player and stats who who plays with who and on which court and how they do together.  Contact me if interested in any of these reports.

Simulating 2022 USTA League Nationals - 18 & over 3.0 Women

As I've done since 2018, I will be doing simulations of each Nationals to predict who the most likely four teams are to make the semi-finals, and also look at other interesting things that may occur.  In the years I've done this, the simulations have done a pretty good job predicting who would advance to the semis including having all four teams predicted correctly several times.

Why do these simulations you ask?  The primary reason is that the format for USTA League Nationals is now a flight-less random round-robin where each team plays four other random opponents.  This introduces significant variations in schedule strength, the possibility of an undefeated team not making the top-4, and teams vying for the top-4 perhaps not having played head-to-head and unfortunate tie-breakers being used.  The simulations aim to educate folks on how it all works and look at what may happen.  Also see this write-up for some things to know about Nationals.

Nationals is into its third week this weekend, the 18 & Over 3.0 event being held in Scottsdale, AZ.  Here is what the simulation says is likely to happen for the Women's flight.

As a reminder, my simulations are done using my Estimated Dynamic NTRP Ratings and looking at the average rating for the top group of players on each team, the actual schedule each team will play, and then doing a million simulations of the matches with some random variation in each team's expected result.

With 17 teams at the event the USTA never creates a schedule that can avoid more than four undefeated teams, and there is a very small chance of six undefeated (5 of the million simulations) and a less than 1% chance of five undefeated.  There is a 1% chance of four undefeated, so we may see a very competitive event.

There is an 89% chance that there will be a tie for the last spot (4-0 or 3-1) and it come down to tie-breakers.  The most likely size of the tie is a 4 at 27%, five is also 27%, and six is 17%.  The chances of larger ties diminish pretty quickly, but a 15-way tie is theoretically possible, but it appears a multi-way tie is a very high probability and it could be reasonably large.

Should there be a tie on team record, it comes down first to who has the best court record, then head-to-head (if applicable), then to who lost the fewest sets, then who lost the fewest games, and finally percent of games won.  There is a 29% chance it comes down to the sets lost tie-breaker, and there is a 63% chance that is between two teams and a pretty good 30% chance it is between three teams.  If the controversial tie-breakers are going to come into play, this is the likely spot.

The schedule strengths do vary quite a bit, the team with the easiest schedule having an opponent average of 2.98 while the team with the toughest schedule having an opponent average of 3.11.  Schedules will make a difference.

So who is most likely to come out in the top-4?  Southern, Middle States, Texas, NorCal, and Missour Valley are solid picks to advance but that is five teams so something has got to give.  The simulation has them all with most likely records of 3-1 so winning courts and sets will be key.  Should any of those stumble, Caribbean, Florida, Mid-Atlantic, and Intermountain could sneak in.

For those interested, I offer a variety of reports to make Nationals more fun and help captains prepare.  I have a Simulation Report that has all of the details of the simulation including the average ratings for each team, each team's schedule strength, the most likely record for each team, and the chance of each possible record for each team.  I also offer reports to help teams scout opponents in more detail, both a Flight Report with full roster averages, top-8 averages and played by court averages for each team, as well as full Team Reports with detailed ratings for each rostered player and stats who who plays with who and on which court and how they do together.  Contact me if interested in any of these reports.

Simulating 2022 USTA League Nationals - 18 & Over 4.0 Men

As I've done since 2018, I will be doing simulations of each Nationals to predict who the most likely four teams are to make the semi-finals, and also look at other interesting things that may occur.  In the years I've done this, the simulations have done a pretty good job predicting who would advance to the semis including having all four teams predicted correctly several times.

Why do these simulations you ask?  The primary reason is that the format for USTA League Nationals is now a flight-less random round-robin where each team plays four other random opponents.  This introduces significant variations in schedule strength, the possibility of an undefeated team not making the top-4, and teams vying for the top-4 perhaps not having played head-to-head and unfortunate tie-breakers being used.  The simulations aim to educate folks on how it all works and look at what may happen.  Also see this write-up for some things to know about Nationals.

Nationals is into its third week this weekend, the 18 & Over 4.0 event being held in Surprise, AZ.  Here is what the simulation says is likely to happen for the Men's flight.

As a reminder, my simulations are done using my Estimated Dynamic NTRP Ratings and looking at the average rating for the top group of players on each team, the actual schedule each team will play, and then doing a million simulations of the matches with some random variation in each team's expected result.

With 17 teams at the event the USTA never creates a schedule that can avoid more than four undefeated teams, and there is a very small chance of six undefeated (354 of the million simulations) and a less than 1% chance of five undefeated.  There is a 9% chance of four undefeated, so we may see a very competitive event.

There is an 88% chance that there will be a tie for the last spot (4-0 or 3-1) and it come down to tie-breakers.  The most likely size of the tie is a 4 at 28%, five is 25%, and three is 20%.  The chances of larger ties diminish pretty quickly, but a 14-way tie is theoretically possible, but it appears a multi-way tie is a very high probability and it could be reasonably large.

Should there be a tie on team record, it comes down first to who has the best court record, then head-to-head (if applicable), then to who lost the fewest sets, then who lost the fewest games, and finally percent of games won.  There is a 27% chance it comes down to the sets lost tie-breaker, and there is a 67% chance that is between two teams and a pretty good 27% chance it is between three teams.  If the controversial tie-breakers are going to come into play, this is the likely spot.

The schedule strengths do vary quite a bit, the team with the easiest schedule having an opponent average of 3.91 while the team with the toughest schedule having an opponent average of 4.06.  Schedules will make a difference.

So who is most likely to come out in the top-4?  Mid-Atlantic, SoCal, Texas, NorCal, and Intermountain are solid picks to advance but that is five teams so something has got to give.  The simulation has the last three of those along with Midwest most likely to be 3-1 so winning courts and sets will be key.  Should any of those stumble, Florida and Northern could sneak in.

For those interested, I offer a variety of reports to make Nationals more fun and help captains prepare.  I have a Simulation Report that has all of the details of the simulation including the average ratings for each team, each team's schedule strength, the most likely record for each team, and the chance of each possible record for each team.  I also offer reports to help teams scout opponents in more detail, both a Flight Report with full roster averages, top-8 averages and played by court averages for each team, as well as full Team Reports with detailed ratings for each rostered player and stats who who plays with who and on which court and how they do together.  Contact me if interested in any of these reports.

Visualizing USTA League Nationals Schedules - 18 & Over 4.0 men

Next up in my series of posts visualizing the 2022 USTA League Nationals schedules is the 18 & Over 4.0 men which will be played the third weekend of Nationals.

This schedule looks reasonably random but as with others, there are some mini-pods.

NorCal, Northern, and Caribbean all play each other, Eastern, PNW, and Midwest all play each other, and Southwest, SoCal, and Southern do as well, with Middle States playing Southern, and SoCal.

Visualizing USTA League Nationals Schedules - 18 & Over 4.0 women

Next up in my series of posts visualizing the 2022 USTA League Nationals schedules is the 18 & Over 4.0 women which will be played the third weekend of Nationals.

This schedule looks reasonably random but as with others, there are some mini-pods.

Hawaii, Middle States, and SoCal all play each other, as do Intermountain, Southwest, and Midwest.  Also, Caribbean, Florida, and New England all do.

Visualizing USTA League Nationals Schedules - 18 & Over 3.0 men

Next up in my series of posts visualizing the 2022 USTA League Nationals schedules is the 18 & Over 3.0 men which will be played the third weekend of Nationals.

This schedule looks reasonably random but as with others, there are some mini-pods.

Florida, SoCal, and Middle States all play each other, and Intermountain plays Florida and Middle States.  Caribbean, Midwest, and Southwest all play each other.  Then Texas, Missouri Valley, and Mid-Atlantic all play each other, and Northern, Hawaii, NorCal, and PNW all play two of each other.