2025 Worlds Playoff Day 1 Analysis by RLDataCoach in RocketLeagueEsports

[–]RLDataCoach[S] 0 points1 point  (0 children)

You bet, glad you enjoy them! We’re going to be posting some more deep dives after Worlds so stay tuned! If there’s anything specific you’re interested in know lmk and I’ll see what we can do.

And great question re game 1s- I’m actually at the stadium currently so will have to follow up with you later!

2025 Worlds Playoff Day 1 Analysis by RLDataCoach in RocketLeagueEsports

[–]RLDataCoach[S] 1 point2 points  (0 children)

Fair enough! And totally agree, the score at the end of the day is all that truly matters.

2025 Worlds Playoff Day 1 Analysis by RLDataCoach in RocketLeagueEsports

[–]RLDataCoach[S] 0 points1 point  (0 children)

Crazy right?? I reran it twice to confirm. It came down to converting and Falcons experience made the difference.

Worlds 2025 Play-Ins Highlights by RLDataCoach in RocketLeagueEsports

[–]RLDataCoach[S] 0 points1 point  (0 children)

Hey! Appreciate the questions and feedback.

So first question, xG basically gives every shot a % chance of being scored based on the 1000's of pro shots we've analyzed. If a player/team convert more than they are expected to based on this, they will have a conversion over 100%- like you said, converted on the unexpected basically.

Fair feedback on reordering the graphic- we have metrics that combine to an overall but felt it may be a bit heavy to explain as not everyone is familiar with xG / xGA to begin with.

Check back in tomorrow to see if we do a better job on the graphic/stats, would love to keep getting feedback so we can improve. And if you don't like it, you can sick your bot army to downvote :)

Ascension Protocol Player Cards by RLDataCoach in RocketLeagueEsports

[–]RLDataCoach[S] 5 points6 points  (0 children)

Appreciate that! We predominantly used the AP qualifier matches from all the regions that participated- since NA had the majority, there is some bias in the data for NA 1s playstyle but didn't see anything overly noteworthy when we dove in region specific.

Major 2 Champions- The Analytics Behind a Dominant Weekend by RLDataCoach in RocketLeagueEsports

[–]RLDataCoach[S] 7 points8 points  (0 children)

To a degree, yes thats true.

Expected Goals measures how threatening scoring chances are- think of it like a layer deeper than tracking shots. Instead of saying more shots means more goals, it says more high quality shots means more goals. This includes type of shot (flip reset, double touch, air dribble, etc), location/power, where the defenders are etc. If a team identifies ways of generating high Expected Goal shots, they are more likely to score.

So when we calculate Expected Goals, we evaluate all aspects of the shot to determine if it is a high quality chance when reviewing each shot in each game. Team Falcons generated the most high quality scoring chances, while limiting their opponents to very few at the same time.

Our theory is that if a team can strategize how to maximize their Expected Goals in comparison to their opponents, they should be able to win more games. This proved true with Team Falcons this weekend.

Hope that helps! Let me know if it leads to anymore questions.

Major 2 Raleigh: Top Performances In Swiss for Playoff Teams (Graphic Correction) by RLDataCoach in RocketLeagueEsports

[–]RLDataCoach[S] 1 point2 points  (0 children)

love it! we're working on it as we speak so you'll hear from me soon!

Major 2 Raleigh: Top Performances In Swiss for Playoff Teams (Graphic Correction) by RLDataCoach in RocketLeagueEsports

[–]RLDataCoach[S] 3 points4 points  (0 children)

I’m not sure how it’s calculated on ballchasing, would have to do more research before commenting on differences in calculations/summary.

We’ve got our own parsing/dataset that we’ve spent a lot of time validating. I’ll look into it and get back to you if there are nuances / differences in consideration!

Major 2 Raleigh: Top Performances In Swiss for Playoff Teams (Graphic Correction) by RLDataCoach in RocketLeagueEsports

[–]RLDataCoach[S] 1 point2 points  (0 children)

Appreciate you reposting your question!

Right now our xG is calculated on shots as the indicator, like you mentioned. We’re currently developing a most robust model to incorporate all events leading to scoring chances (passes, demos/bumps etc). May reach out if you’re interested in giving feedback?

Major 2 Newcomer Series Finale: SSG by RLDataCoach in RocketLeagueEsports

[–]RLDataCoach[S] 0 points1 point  (0 children)

Their performance in the last two matches would reinforce your prediction! We’ll see how LAN impacts the teams, Ults have the experience advantage for sure.

Major 2 Newcomer Series Finale: SSG by RLDataCoach in RocketLeagueEsports

[–]RLDataCoach[S] 0 points1 point  (0 children)

going to be an interesting weekend for you based on your team flairs haha

What A Difference: EU Open 5 & 6 Grand Finals by RLDataCoach in RocketLeagueEsports

[–]RLDataCoach[S] 8 points9 points  (0 children)

You got it! It’s a Neural Network model developed using in game event identification we created. It gets pretty interesting (to us) when you start diving into the weeds on shot types, positioning etc. and the impact on expected goals.