USMS Results Data Analysis

RE: USMS Results Data Analysis

Jennifer Tran — Mon, 25 May 2026 18:41:15 GMT

Hello all! I wanted to give an update on the site! You can still access https://www.usmsdata.org, but we also have a branded site at https://www.tryopenlane.com/ to make it more appealing to swimmers who are not as familiar with USMS (but should certainly join our community).

A few updates have been made:

1. Race Quest - shows which events you've raced and what you haven't. You can see if you have raced all of the possible events in Freestyle, Butterfly, Breaststroke, Individual Medley, Backstroke, SCY, SCM, LCM, and overall.

Here's an example from Rick Colella, 1976 Olympic Medalist in the 200m breaststroke and a fellow Puget Sound Masters teammate of ours. It looks like he's aiming for racing a Grand Slam (all possible events).

2. 2026 USMS Motivational Times - based on the 2026 NQTs and the formula that USMS used l last time that they made all motivational times in 2024.

This was a special request made in this forum post, and we were happy to create it! You can also see the Motivational Times comparison in the NQT comparison table.

3. Recent Meets Raced on the first page - When a meet has been added to the Event Dashboard, you will then be able to compare it to your Personal Best (overall), Personal Best (current age group), Last meet, and Last time the event was swam.

Here's an example of mine at PNA Champs (Pacific Northwest Regionals!) in April.

4. NQT Dashboard now includes:

a. A quick overview of which events you've hit an NQT, events that you haven't qualified for, and events you've raced but not within two years (in order to have a valid NQT, you must have raced that time in the last two years).

Here's an example from my profile: https://www.tryopenlane.com/?swimmerID=005RJ&tab=nqt-compare&panel=status-needstime

b. Events where you're close to qualifying in:

c. World Masters Aquatics Championships Entry Compare for those who are aiming to swim at that (their time requirements are definitely less than USMS Nationals, though).

Thank you all for the feedback, and please keep them coming!

RE: USMS Results Data Analysis

Jennifer Tran — Wed, 29 Apr 2026 14:43:31 GMT

Thank you for feedback and kind words. It’s super helpful to get feedback.

I will think about adding splits. It can be done but is slightly more technically complicated.

It would be easier to implement when USMS provides API access to its data.

RE: USMS Results Data Analysis

3URXX — Wed, 29 Apr 2026 12:04:16 GMT

I like the graphic display of events swam. I have always been a marh geek, and graphs are so cool! Your recent addition of events swam vs available is a plus. Once again, being a math head i am constantly analyzing splits, but adding them to this site seems a little cumbersome. I am very happy with what you have done, and thank you.

RE: USMS Results Data Analysis

Jennifer Tran — Tue, 28 Apr 2026 23:24:21 GMT

Hello all, I completely updated the website UI with a new design!

I added Event Coverage - Have you raced all distances in all strokes at meets?

This shows whether you have raced all of the events in the stroke and course. The idea is to encourage folks to try new strokes, events, and courses at meets, and to encourage our less "competitive," "time"-driven folks to come out to meets and eventually compete for a "bingo" card of all events.

You can also see your FLOG distance for those who are using it. And for those who don't, a link to use it!

RE: USMS Results Data Analysis

Jennifer Tran — Tue, 28 Apr 2026 23:16:24 GMT

Thank you so much for taking a look! Was there any feature that you really liked? Any feature that you would have liked to see?

RE: USMS Results Data Analysis

3URXX — Sun, 26 Apr 2026 16:40:43 GMT

I just gave this a look, and I think it is a great piece that you have developed. Thank you so much for a job well done!

RE: USMS Results Data Analysis

Sandi Rousseau — Tue, 21 Apr 2026 02:44:25 GMT

Yes, all of the data in this database is missing from the 1970s to 2000.

RE: USMS Results Data Analysis

Jennifer Tran — Mon, 20 Apr 2026 21:57:33 GMT

Ah, I get the available data from the USMS Individual Results database. For example, the app would have used this data:

https://www.usms.org/comp/meets/indresults.php?SwimmerID=025UJ&Sex=&StrokeID=0&Distance=&CourseID=0&lowage=&highage=

Is there data that's missing from the USMS Individual Results database?

RE: USMS Results Data Analysis

Sandi Rousseau — Mon, 20 Apr 2026 21:52:41 GMT

I have been swimming Masters since the early 1980s but your charts only go back to 2000 ....right ...or did I miss something?

Haha on making it less depressing!

RE: USMS Results Data Analysis

Jennifer Tran — Mon, 20 Apr 2026 21:49:05 GMT

Thank you so much, Sandi, for trying it out. Wow, since 2000? I hope that I can continue for that long! Good for you.

You should be able to filter by age group or by last x meets on most charts - how do I make the app less depressing, haha?

RE: USMS Results Data Analysis

Sandi Rousseau — Mon, 20 Apr 2026 21:21:39 GMT

This is an amazing tool that you have created, Jennifer. I have swum Masters for over 40 years and to even go back to 2000 is interesting (and depressing to see as we age). Thank you for your efforts and good to see your Masters swimming journey is a fun one for you.

RE: USMS Results Data Analysis

swimfastatlanta — Mon, 20 Apr 2026 18:42:44 GMT

I am happy to put ypu in touch with the Relay Committee- but also keep an eye out for Informitive emails. It is likely that someone from the Relay Committee or USMS Administration will be reaching o👏 to you due to your creative development post! Again, well done 👏 and so grateful that you are part of our thriving swim family ❤️

RE: USMS Results Data Analysis

Jennifer Tran — Mon, 20 Apr 2026 18:40:07 GMT

New updates (as of 4/20/26)

- NQT Comparison (compare your PBs, your PBs in your current age group, or previous meet times to National Qualifying Times with different age groups. For example, I used the tool to find that I need to drop 13 seconds to qualify for an NQT time for my current age group, 30-34, but I would qualify already if I maintained the time at 80-84!)

- Olympic Time Machine (Could you LCM PBs have made the Olympic final in any year? I would not have been an Olympic Finalist in any year, but the difference in time between the winner of the 200 breast LCM in 1924, and my personal best is "only 58.56 seconds.)

RE: USMS Results Data Analysis

Jennifer Tran — Mon, 20 Apr 2026 18:12:43 GMT

Thank you for checking it out!

1. Yes, I used Claude and ChatGPT (their Codex tool) to develop it. I also have experience in software development prior to AI, so I made a few updates manually as well.

2. That's cool to know you're also using AI - do you use AI for data analysis for swim times? That's another major reason I am building it: I think there are many opportunities for AI-powered swim data analysis and gamification.

3. I would love to learn more about the Relay conference! I would love to present it, along with any insights you think would be valuable to your coaches and volunteers.

RE: USMS Results Data Analysis

Jennifer Tran — Mon, 20 Apr 2026 05:09:08 GMT

Thank you, I've enjoyed swimming a lot and am glad that my Begin to Swim instructor recommended me to Masters Swimming. Are there any features that you would find valuable?

RE: USMS Results Data Analysis

Jennifer Tran — Mon, 20 Apr 2026 05:07:55 GMT

Thank you, Jim! I plan to build it out with more features and, hopefully, make it faster (pending API access from USMS). Are there any features that would be helpful to you?

RE: USMS Results Data Analysis

Jennifer Tran — Mon, 20 Apr 2026 05:06:55 GMT

Thank you, Sarah! It's Jennifer from Orca! Please let me know if you have any feedback on new features!

RE: USMS Results Data Analysis

0A7R3 — Sun, 19 Apr 2026 17:23:09 GMT

This is awesome - both the webstie and your swimming journey!

RE: USMS Results Data Analysis

Jim Clemmons — Sun, 19 Apr 2026 15:30:18 GMT

Very nice, Jennifer! Thank you for putting all that effort into developing it and for sharing.

RE: USMS Results Data Analysis

sarahwelch — Sun, 19 Apr 2026 14:22:25 GMT

Congratulations. This a very cool tool. Also PNW swimmer.

RE: USMS Results Data Analysis

swimfastatlanta — Sun, 19 Apr 2026 13:47:01 GMT

Jennifer this is great. Thank you so much for sharing this and congratulations on all of your swimming accomplishments. It is so wonderful to learn about our new swimmers and how the are contributing to our larger community. Did you use Claude Ai to create this tool? I have been using Claude for creating data analysis for various projects. Would love to see you share this on a larger scale with our coaches and volunteers at an upcoming Relay conference in the fall.