Akshay Easwaran's Avatar

Akshay Easwaran

@akeaswaran.me

Data Engineer @ US Soccer. Previous: ATLUTD, Salesforce Occasionally: @FTRSBlog.bsky.social @gameonpaper.com / https://gameonpaper.com https://akeaswaran.me

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31.08.2023
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Latest posts by Akshay Easwaran @akeaswaran.me

NWSL SEASON PREVIEW WEEK: Boston Legacy with Emma Healy of the Boston Globe
NWSL SEASON PREVIEW WEEK: Boston Legacy with Emma Healy of the Boston Globe YouTube video by Expected Own Goals

NWSL Season Preview Week is here! For the next eight days, we'll be dropping episodes covering all 16 clubs for the 2026 season. For the Boston Legacy, Emma Healy of @bostonglobe.com chatted with the guys about the biggest mystery team in the league this season.

06.03.2026 18:34 ๐Ÿ‘ 14 ๐Ÿ” 3 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 1
Preview
2026 NWSL Previews: Denver Summit, Boston Legacy โ€” American Soccer Analysis Our 2026 NWSL Season Previews have started and today we hit Denver and Boston. If you want to support this coverage of the league, you can head to our Patreon . For $5 a month you can get access ...

Itโ€™s preview tiiiiiime

@catabush.com tells us not to ignore the elephant in the room in Denver and @kierdoyle.bsky.social talks about Boston Internationals. Our friends at @xowngoals.com dropped audio previews for both teams today as well!

www.americansocceranalysis.com/home/2026/3/...

06.03.2026 17:16 ๐Ÿ‘ 24 ๐Ÿ” 20 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 8
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2026 Primary Window GAM Release A glimpse into the (potential) futures of MLS teams

MLS released its latest GAM numbers again today, and weโ€™re really seeing some interesting situations. Some teams are all in and thereโ€™s a new leader at the top of the GAM leaderboard.

06.03.2026 15:04 ๐Ÿ‘ 32 ๐Ÿ” 8 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 4

NWSL previews are starting tomorrow, and we're doing things a little differently this year.

Every single team is going to get their regular preview, on the ASA site, 2 teams at a time. On the same day, our friends @xowngoals.com are going to drop the audio previews with experts on each team!

06.03.2026 01:15 ๐Ÿ‘ 23 ๐Ÿ” 5 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 0

I pulled some data via @americansocceranalysis.com's {itscalledsoccer} and while home advantage has never started out so high in an MLS season since 2013, it is not quite the highest ever (only 98.41 percentile).

I suspect this is an aberration and it will bounce around just like it always has.

05.03.2026 15:37 ๐Ÿ‘ 23 ๐Ÿ” 6 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 1
Now live: presentation videos. Find all recorded talks on our Youtube. Link below.

Now live: presentation videos. Find all recorded talks on our Youtube. Link below.

Recorded presentations from the 2026 ASI Summit are now live on YouTube. To see all of the incredible talks from this year's Summit, visit the link below:

www.youtube.com/playlist?lis...

03.03.2026 21:16 ๐Ÿ‘ 21 ๐Ÿ” 15 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 0
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Here's what it costs to compete for a national title in women's soccer Plus: How much does that spending matter? We did the math.

NEW EXTRA POINTS:

We got the operating budgets for over 180 D1 women's soccer programs.

Here's who spent the most in FY25 (Utah State?!?), how much you need to have a top 25ish RPI, and what kind of spending matters the most:

(what sport should we do next?)

www.extrapointsmb.com/p/here-s-wha...

03.03.2026 14:08 ๐Ÿ‘ 26 ๐Ÿ” 6 ๐Ÿ’ฌ 5 ๐Ÿ“Œ 2

MLS Daily is now pulling from 126 newspapers, newsletters, blogs, podcasts and Youtube channels: johnspacemuller.github.io/mls-daily/

Thanks to everyone who's helped build out the list. Is there any high-quality coverage of your club not on here yet?

28.02.2026 00:13 ๐Ÿ‘ 69 ๐Ÿ” 18 ๐Ÿ’ฌ 6 ๐Ÿ“Œ 1
A graph showing what percent of 2025 minutes are returning in 2026 for each team in the NWSL. Seattle Reign has the most, with 90.5%, and North Carolina Courage has the least, with only 58.8% of 2025 minutes returning. The league average is around 75%.

A graph showing what percent of 2025 minutes are returning in 2026 for each team in the NWSL. Seattle Reign has the most, with 90.5%, and North Carolina Courage has the least, with only 58.8% of 2025 minutes returning. The league average is around 75%.

With only two weeks left before the 2026 NWSL season kicks off, check out which teams will look most similar to and which teams will look most different from their 2025 counterparts!

Returning minutes graph for @americansocceranalysis.com.

27.02.2026 16:54 ๐Ÿ‘ 12 ๐Ÿ” 4 ๐Ÿ’ฌ 2 ๐Ÿ“Œ 0
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2026 Data Challenge Registration | SMT

If you are a current student 18 years or older and will be enrolled through November 2026, sign up at datachallenge.smt.com

Teams of up to 4 are allowed and if you want us to help you find teammates we can do that!

Let me know if you have any questions!

27.02.2026 00:12 ๐Ÿ‘ 2 ๐Ÿ” 3 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 0

Registration for the 2026 #SMTDataChallenge is OPEN! We want to see what you would put โ€œOn the Big Screen!โ€ We want to see how you can tell stories like SMT through a metric, visualization, or interactive fan experience that could be displayed on a MiLB scoreboard!

27.02.2026 00:12 ๐Ÿ‘ 4 ๐Ÿ” 4 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 0
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Film Room: Breaking down the tape vs. Cincinnati What went wrong, and some right, in Atlanta United's season opening loss to Cincy.

me and Joe sat down to grind some tape

please look at our new thing we do

www.fivestripefinal.com/p/film-room-...

25.02.2026 15:32 ๐Ÿ‘ 11 ๐Ÿ” 2 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 0
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How to expect more from xG Getting from shot probabilities to team performance metrics

Expected goals are everywhere now, but there's so much more we can do with them. Here's how futi turns basic xG into team-level metrics including deserved results, projected points and projected finish.

24.02.2026 16:38 ๐Ÿ‘ 39 ๐Ÿ” 8 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 0
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The Sunday night column is back!

Matchday 1 saw LAFC make a statement, Cincy dive into The Discourse & plenty more around MLS.

Including a performance for the ages by the wrong guy late on Sunday night.
tacticsfreezone.ghost.io/lafc-send-a-...

23.02.2026 04:35 ๐Ÿ‘ 237 ๐Ÿ” 35 ๐Ÿ’ฌ 5 ๐Ÿ“Œ 11
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Following MLS is harder than it should be, so I made an automated daily newsletter that rounds up high-quality coverage from around the league.

I'll tell you all about it tomorrow but you can sign up in advance here: tally.so/r/eq6DQx

19.02.2026 17:07 ๐Ÿ‘ 251 ๐Ÿ” 61 ๐Ÿ’ฌ 9 ๐Ÿ“Œ 31
Preview
2026 MLS Season Previews โ€” American Soccer Analysis โ€” American Soccer Analysis

If you want to catch up, you can find all the previews here

www.americansocceranalysis.com/home/categor...

20.02.2026 19:35 ๐Ÿ‘ 10 ๐Ÿ” 5 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 3
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โšก ๐…๐€๐’๐“๐‘ญ๐‘ถ๐‘น๐‘พ๐‘จ๐‘น๐‘ซ \\ ๐‘๐ฎ๐ฌ๐ญ-๐ฉ๐จ๐ฐ๐ž๐ซ๐ž๐ ๐“๐ซ๐š๐œ๐ค๐ข๐ง๐  ๐ƒ๐š๐ญ๐š ๐‹๐จ๐š๐๐ข๐ง๐  ๐ข๐ง ๐๐ฒ๐ญ๐ก๐จ๐ง

๐š™๐š’๐š™ ๐š’๐š—๐šœ๐š๐šŠ๐š•๐š• ๐š๐šŠ๐šœ๐š-๐š๐š˜๐š›๐š ๐šŠ๐š›๐š-๐š๐š˜๐š˜๐š๐š‹๐šŠ๐š•๐š•

Today I'm ๐๐ž๐ญ๐š-releasing ๐…๐€๐’๐“๐‘ญ๐‘ถ๐‘น๐‘พ๐‘จ๐‘น๐‘ซ. My new Rust-powered football tracking data loader wrapped in a Python package.

20.02.2026 12:03 ๐Ÿ‘ 13 ๐Ÿ” 4 ๐Ÿ’ฌ 2 ๐Ÿ“Œ 0
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2+4 or 3+3: A Conversation about MLS Roster Construction A deep dive into the Roster Construction Models MLS teams can choose from to build their squad

2+4. 3+3.

What do these mean when it comes to MLS roster building? Is there a clear benefit choosing one or the other? Is one model a โ€˜cheapโ€™ way in building a roster?

For FAM, today weโ€™re analyzing MLS Roster Construction Models.

19.02.2026 22:17 ๐Ÿ‘ 30 ๐Ÿ” 11 ๐Ÿ’ฌ 2 ๐Ÿ“Œ 1
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@akeaswaran.me made this neat graph of a quick strength of schedule model. Really interesting to see how relative difficulty between the front and back parts of the season may drive narratives. Neville might find his seat pretty hot, while Varas is my pick for COTY winner w/ a likely hot start.

17.02.2026 00:10 ๐Ÿ‘ 64 ๐Ÿ” 18 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 7
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The Prognostication Power Rankings โ€” American Soccer Analysis By Paul Harvey Since 2019, MLS has consistently had a panel of columnists, presenters, and other talent predict how the conference standings will end up at the close of the season. These prognostica...

Every year the MLS punditerati are asked to pick their MLS standings, every year they get smoked. @paulharvey.theoutfield.nyc decided to look into who is the best prognosticator, and who deserves the hatemail.

www.americansocceranalysis.com/home/2026/2/14/the-prognostication-power-rankings

14.02.2026 16:33 ๐Ÿ‘ 90 ๐Ÿ” 19 ๐Ÿ’ฌ 7 ๐Ÿ“Œ 12
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Fifteen years ago, I got my dream job writing for MLSsoccer. Last week, that came to an end.

I'm off on my own, and it's time to build something new โ€“ with a little help from all of you.
tacticsfreezone.ghost.io/an-end-to-my...

11.02.2026 17:57 ๐Ÿ‘ 843 ๐Ÿ” 136 ๐Ÿ’ฌ 103 ๐Ÿ“Œ 127
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Check Out futi โ€” American Soccer Analysis Hey folks, our long time friends Mike Imburgio and John Muller are putting out an app. Kieran, Ben, and Harrison spoke to them on the pod here [link] if you want to hear some more of the why, and some...

A brief preview interregnum: we talked to the guys over @futi.live about what theyโ€™re building and some of the cool models theyโ€™ve got going on over there

www.americansocceranalysis.com/home/2026/2/...

10.02.2026 14:48 ๐Ÿ‘ 21 ๐Ÿ” 7 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 0
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2026 MLS Previews: DC United, Atlanta United, CF Montreal โ€” American Soccer Analysis Our 2026 MLS Season Previews have started and the beginning can be found below, beginning with DC United, Atlanta United, and CF Montreal. If you want to support this coverage of the league, you ca...

Our 2026 MLS previews are here and they start at the bottom: @mattbarger.bsky.social tells us about DCU trying to be the Union, and @paulharvey.theoutfield.nyc argues regression for Atlanta and the expansion of a Cheese empire in Montreal

www.americansocceranalysis.com/home/2026/2/...

09.02.2026 16:32 ๐Ÿ‘ 32 ๐Ÿ” 10 ๐Ÿ’ฌ 3 ๐Ÿ“Œ 4
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ASA Roundtable: American Soccer Insights Summit โ€” American Soccer Analysis At the end of January, many members of our ASA Community headed down to Rice University in Houston to talk a whole lot of soccer analytics. ASA Slack was buzzing around so much we figured weโ€™d convene...

A lot of the ASA-erati attended the @americansoccerinsights.com summit at Rice University last week, and people wanted to talk about their experience.

So we convened the ASA roundtable for highlights.

www.americansocceranalysis.com/home/2026/2/7/asa-roundtable-american-soccer-insights-summit

07.02.2026 21:31 ๐Ÿ‘ 18 ๐Ÿ” 11 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 2
xOG Live in Houston 2026, with Catalina Bush & Chloe Dhillon!
xOG Live in Houston 2026, with Catalina Bush & Chloe Dhillon! YouTube video by Expected Own Goals

We had so much fun at the @americansoccerinsights.com Summit last year, we had to come back for another live pod! We were joined by @catabush.com and Houston Dash analyst Chloe Dhillon for a great talk about the state of data in the women's game, for the public and for teams. Enjoy!

06.02.2026 18:30 ๐Ÿ‘ 8 ๐Ÿ” 4 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 1
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Loss of FBref advanced stats is disaster for womenโ€™s soccer data - The IX Sports After Opta forced FBref to pull certain statistics, the disparity between menโ€™s and womenโ€™s soccer coverage has become more pronounced.

For The IX Soccer, @catabush.com wrote about the importance of access to analytics and why FBref losing Opta data is a huge blow for women's soccer coverage.

04.02.2026 17:22 ๐Ÿ‘ 45 ๐Ÿ” 30 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 4

Sam's the best. Read his stuff and subscribe to Five Stripe Final if you're an Atlanta United fan (or if you want to get smarter about soccer and/or derive more enjoyment from reading about it.)

02.02.2026 20:11 ๐Ÿ‘ 20 ๐Ÿ” 3 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 0

It's really hard to understate how grateful I am for an event like @americansoccerinsights.com. This past weekend was extraordinary and it wouldn't have been possible without the Summit. The content was exceptional and now I have to comb through 5+ pages of notes lol.

02.02.2026 16:22 ๐Ÿ‘ 27 ๐Ÿ” 4 ๐Ÿ’ฌ 2 ๐Ÿ“Œ 0
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Can't even begin to say thank you to all that came out to ASI. This is maybe the first if not the biggest showing of @americansocceranalysis.com present cast and alums we've ever had in a room.

01.02.2026 05:25 ๐Ÿ‘ 37 ๐Ÿ” 7 ๐Ÿ’ฌ 2 ๐Ÿ“Œ 1
Papers and Abstracts โ€“ ASI Summit

The ASI Summit kicks off tomorrow! To get a peek at this weekend's content, visit our website. In addition to abstracts, you'll find the papers and code repos from the participants of this year's research breakaway competition, sponsored by SkillCorner.

americansoccerinsights.com/program/abst...

30.01.2026 04:33 ๐Ÿ‘ 4 ๐Ÿ” 5 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 0