Case Study

RR vs SRH Eliminator - Can We Predict the Match Using Python?

I collected IPL statistics and used Python with pandas to predict the RR vs SRH eliminator match. Here is what the data says.

Published on 2026-05-25

RR vs SRH Eliminator — Can We Predict the Match Using Python?

Disclaimer

This case study is created purely for educational and analytical purposes.

Please do not use these results for betting or gambling decisions. Cricket is highly unpredictable, and even the best statistical models can fail.

The purpose of this article is simple:

Can we use Python and statistics to understand which team has a slight advantage?

Why I Decided to Do This

IPL has now reached the knockout stage, where every match becomes do-or-die.

This time, we have a very interesting eliminator clash:

Rajasthan Royals vs Sunrisers Hyderabad

On paper, this feels like a very balanced game.

RR has looked more stable during parts of the season.

SRH, on the other hand, has been one of the most explosive batting teams.

As someone who enjoys both software engineering and cricket analytics, I wanted to see:

What happens if we let the numbers decide?

So I collected match data and analyzed it using Python and pandas.

How This Analysis Was Done

This case study is based on:

Team performance this season
Batting performance
Bowling performance
Powerplay impact
Batting first vs chasing scenarios
Match-winning patterns

This is not a machine learning model.

It is a statistical analysis based on historical performance trends from this season.

Final Prediction

After analyzing the data, SRH has a slight edge over RR.

Overall Match Probability

Team	Winning Probability
SRH	53.24%
RR	46.76%

The gap is not huge.

This still looks like a very competitive game.

But according to the data, SRH starts as a slight favorite.

Powerplay Analysis

This is where things became extremely interesting.

The numbers strongly suggest:

The first six overs may decide this eliminator.

If RR Takes No Wickets in Powerplay

Team	Winning Probability
SRH	63.33%
RR	36.67%

This is dangerous for RR.

If SRH survives the powerplay without losing wickets, their batting becomes extremely difficult to stop.

If RR Takes 1+ Wicket in Powerplay

Team	Winning Probability
RR	51.52%
SRH	48.48%

Just one wicket significantly changes the balance.

The match almost becomes 50–50.

If RR Takes 2+ Wickets in Powerplay

Team	Winning Probability
RR	79.17%
SRH	20.83%

This was the biggest surprise.

If RR removes multiple wickets early, SRH’s winning chances collapse dramatically.

This tells us something important:

SRH may be highly dependent on a strong powerplay start.

If SRH Takes No Wickets in Powerplay

Team	Winning Probability
RR	62.50%
SRH	37.50%

RR looks much stronger if their top order settles.

If SRH Takes 1+ Wicket in Powerplay

Team	Winning Probability
SRH	58.33%
RR	41.67%

The momentum slowly starts shifting toward SRH.

If SRH Takes 2+ Wickets in Powerplay

Team	Winning Probability
SRH	67.86%
RR	32.14%

Just like RR hurting SRH early, SRH also becomes heavily favored if they destroy RR’s top order.

Toss Impact

If SRH Bats First

Team	Winning Probability
SRH	63.33%
RR	36.67%

If RR Bats First

Team	Winning Probability
RR	62.50%
SRH	37.50%

This was genuinely surprising.

The data suggests:

Both teams become stronger when batting first.

In a knockout game, scoreboard pressure may become a massive factor.

Biggest Insight

After running all scenarios, one thing became very clear:

Powerplay performance may decide the eliminator.

Whoever dominates the first six overs could heavily swing the match.

Especially if the batting-first team survives without losing wickets.

My Final Thoughts

I honestly expected this match to feel closer to 50–50.

But the numbers give SRH a small edge.

Still, this is IPL.

One over.

One wicket.

One dropped catch.

Everything changes.

That is exactly why cricket is so unpredictable 😄

Let’s see how the eliminator unfolds.