How do we tag batters on CricHeroes?

The story began when I read Balanced Lineups by Karthik S. He wrote this article before the 2019 ICC Cricket World Cup where he tried to find out which world cup teams have the most balanced lineups based on past performances of their players. He used K-means clustering algorithm to find the clusters of batters having similar playing style and tagged them. This is what he got.

Balanced Lineups by Karthik S
It's an extremely interesting way to tag various kinds of batters and understand the strengths of lineups with the help machine learning. I strongly suggest you read the article first before moving forward.
So we decided to apply the similar logic for grassroots cricketers, who score their matches on CricHeroes.
We followed the same process. We took all of your historical performances on CricHeroes into the consideration to understand how you approach the game in general. We got meaningful results when we set the number of clusters at 5 and thus we got Steady Batter, Classicist, Accumulator, Hard Hitter and Destroyer.
What are the 5 kinds of batters?
Steady Batter: Batters who are cautious and build their innings slowly.
Classicist: Batters who scores at a better strike rate and believes in taking singles and doubles.
Accumulator: Batters who can score with a decent strike rate and mostly play the game according to the situation.
Hard Hitter: Batters who are powerful strikers of the ball, dealing in either boundaries or playing dot balls.
Destroyer: Power hitters who can hit big boundaries consistently without playing more dot balls and can change the course of the game in a short time.
And what do these clusters look like?
Before we understand clusters, let's talk about formats a bit.
Limited Over Matches, Test Matches, Pair Cricket and even The Hundred, you can score all kinds of matches on CricHeroes. But majority of them are limited over matches and thus we have considered only that type of matches for this analysis and have grouped them as follow.
6-12 OVERS → T10
13-20 OVERS → T20
21-99 OVERS → Others
Here are the indicative clusters for above groups.

What kind of a batter are you?
So, let's say your career strike rate is 125 then there are higher chances that you will be an Accumulator and not a Classicist. On the other hand, if your career strike rate is 181 then you will be a Hard Hitter and not a Destroyer!
Eligible Users
Let's say you have played 25 matches on CricHeroes like following.
6-12 Overs [T10] → 12 Matches
13-20 Overs [T20] → 9 Matches
21-99 Overs [Others] → 4 Matches
So you will get tagged for T10 only.
Non-Eligible Users
Let's say you have played 27 matches on CricHeroes like following.
6-12 Overs [T10] → 9 Matches
13-20 Overs [T20] → 9 Matches
21-99 Overs [Others] → 9 Matches
Sorry, but you won't be tagged for any format as of now.
Eligible Users [Multiple Formats]
Let's say you have played 100 matches on CricHeroes like following.
6-12 Overs [T10] → 20 Matches
13-20 Overs [T20] → 60 Matches
21-99 Overs [Others] → 20 Matches
In this case, you are eligible in all three formats. But, as you have played most T20 matches you will be tagged for this format only.
How do you qualify for this (the clustering process and tags)?

You must be a verified user on CricHeroes.
You must have played at least 10 genuine matches in a particular format.
You will get tagged in the format in which you have played the most number of matches (more on this below).
We have considered only limited overs matches for these tags.

How do I know which batter is which?
Well, we have tagged the qualified batters on their mini profile, full profile and team lineups (My Teams > Team).

Batter Tags are visible on Full Player Profile, Mini Profile, and Team Lineups
But what's in it for me?
Ok, so this can help you in multiple ways. First, it will help captains decide which batter is best suited for any match situation.
Second, it will help you field a more balanced team. If you have too many steady batters or classicists in the team, you know your batting line up is not suitable for scoring runs at a higher strike rate.
Let's take an example.
Your team is chasing 185 runs in 20 overs. It's a steep target. One tactic could be to send an Accumulator and a Hard Hitter on top as you will need batters who can pace their innings steadily but hit bad balls for boundaries too. Now if one of the batters gets out early, you can now send a Classicist to hold on to at least one end and not lose another wicket early.
Similarly, you can build your tactics as the game progresses and try to win them all! It does not guarantee success in every game but it surely improves the chances.
So what do you think? How can we improve this further? How do we make grassroots cricket better?

2F, Digicorp House, Nr. Kashiram Hall, Ambawadi, Ahmedabad, Gujarat 380015
Dhaval.jain@cricheroes.in

CricHeroes started as a simple scorekeeping app for grassroots cricketers to keep their scores. A 10x better way to do it compared to existing alternatives.
Gradually it became a network, recognizing cricketers for their talent and making them better with performance analytics, With millions of cricketers using CricHeroes to live score their local cricket matches and tournaments, it is already the #1 Cricket Scoring App in the world.

This release was published on openPR.