ESPNcricinfo Launches Superstats
Partners with IIT Madras to co-develop
an Artificial Intelligence engine that leverages richdata collected from overa
decade old
ESPNcricinfo’s ball-by-ball updates
Superstats constitutes of
three metrics: Luck Index, Forecaster, and Smart Stats
Rahul Dravid and Sanjay
Manjrekar lead the conversation to discuss the future of statistics in cricket
India: In the era of multiple formats and leagues,
game of cricket needs to move beyond conventional measurement system such as
economy rate, average and strike rate. Keeping this in mind, ESPNcricinfo in
partnership with Indian Institute of Technology MadraslaunchesSuperstats, next
level metrics to analyze the game of cricket. Superstats is a combination of stats
metrics - Luck Index, Forecaster and Smart Stats that uses Data Science for the
first time to give a context to every event in a game and also venture into new
territories such as luck and forecasting. Former cricketing legends Rahul
Dravid and Sanjay Manjrekar graced the occasion and shared their views on the
need for next level statistics in the constantly evolving game of cricket.
IIT Madras Researchers and an
IIT-M incubated company Gyan Data Pvt. Ltd. working with cricket experts from
ESPNcricinfo derived Superstatsfrom ESPNcricinfo’s rich ball-by-ball database
which has more than ten years of detailed data,and scientific methods, processes
and complex algorithms based on machine learning. The algorithms process
accurate, fast data, quantify the impact of luck and analyze the real value of
a player’s performance in the game of cricket in real time. This work was led
by Profs. Raghunathan Rengaswamy and Mahesh Panchagnula of IIT Madras along
with the ESPNcricinfo team.
Sambit Bal,
Editor-in-chief, ESPNcricinfo and ESPN South Asia, said, “The development of these new metrics filled
a long-felt gap in evaluating cricket performances. ESPNcricinfo has always
been a pioneer in cricket data analysis and we have combined big data, cricket
intelligence, and also data science to produce a set of numbers that will help
fans understand and appreciate the game better.”
Speaking about the data analytics
behind this initiative, Prof.
Raghunathan Rengaswamy, IIT Madras, said, “While there might be many interpretations for luck, these algorithms
rationalize and consistently quantify luck events so that a whole tournament
with matches that occurred in disparate circumstances could be compared in an
‘apples-to-apples’ fashion.” He further added, “The AI work at IIT Madras is
targeted towards several verticals such as fintech, manufacturing, smart city,
biological systems engineering, and healthcare. Through this project, we have
now forayed into sports analytics as well.”
Rahul Dravid, former Indian captain and head coach for the Under-19,
on the role of luck in cricket, said, “Luck
played a huge role in my career in 2009. I was on the verge of being dropped
and was given an extra opportunity in Mohali against England. I was batting at
number 3 and Stuart Broad bounces me. It was a top edge and as soon as I hit
it, I was “oh god, I’m out again”. It just falls (short) of Matt Prior and the
fine-leg fielder running in. I get a hundred in that game and go on to have a
couple of good years, including three hundreds in England”. Commenting on
Smart Stats, adding the most important thing going forward, he said, “The critical thing for me are the people who
are going to make the best use of these numbers- how you read those numbers,
what you get out of these numbers is the key.”
These data science algorithms use
forecasting methods that train on past data to uncover trends and patterns
during different periods of play and adapt based on actual match data resulting
in highly accurate predictive models.
Smart Stats, launched at first as a standalone tool in 2018, is a
suite of metrics that help fans judge performances in limited-overs cricket,
especially the T20s, in a far more nuanced manner than conventional metrics do.
It takes into account the context to every performance, batting and bowling.
Context includes pitch conditions, quality of opposition, and match situation –
in terms of the pressure on the player. In its new avatar, Smart Stats has
added metrics such as Smart Wickets, Player Quality Index and Pressure Indices,
to cover all facets of the game.
These metrics have led to sharper
story-telling, with some of the strands being:
Most impactful
batsman/bowler in a match, in terms of runs scored/saved above par (a cameo of
30 in 10 balls maybe more impactful than 70 off 50 balls)
An alternative scorecard
based entirely on smart stats numbers
Best batsman/bowler in each
phase (powerplay/death overs), based entirely on smart stats
Difference between the
conventional numbers and smart stats numbers (the true-value players)
The Luck Index - So far, the impact of luck on match results have
only been spoken about in qualitative terms; a bowler can beat the batsman
numerous times but still have zero wickets or an edge from the bat can still
concede a boundary. There is no way to assess how lucky a team/player has been.
ESPNcricinfo fills this gap with Luck Index, a metrics that measure the quantum
of luck by factoring the occurrence of several events including toss, umpiring
errors (both DRS and non-DRS decisions), dismissal of a no-ball, dropped
catches and more.
The core of the algorithm is in
scoring various luck events that occur in a match. Data science algorithms play
out different scenarios to evaluate the impact of the luck events.
Generalization of the impact of the luck events through an equivalent
"runs potential” brings all these events to a common baseline. This makes
it possible to answer questions related to luckiest team, luckiest player,
alternate points table, head-to-head luck impact and so on in the context of an
entire tournament.
Forecaster functions as a prediction tool which provides win
probability for the chasing team, likely score for the team that bats first,
runs and wicket probability in the following over, for each bowler and so
forth.
ESPNcricinfo has always been at
the forefront of stats and analyses, but with the amount of data now available
at its disposal, ESPNcricinfo takes cricket analytics to the next level, to
tell fascinating numbers-driven stories that bring the fans to the heart of the
action.
ESPN in
India: India is a key part of ESPN’s growth – in the
Asia-Pacific region and globally – and its presence in the country is powered
by the potent combination of ESPN’s leadership in digital sports and its
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across digital devices and television, is at the core of ESPN’s strategy in
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world-class team that powers ESPN.in and ESPNcricinfo, including technologists,
developers, editors, journalists and more who constitute the largest technology
and digital editorial teams outside the United States.
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About IITM
(www.iitm.ac.in): Indian Institute of Technology Madras (IITM) was established in
1959 by the Government of India as an institute of national importance. The
activities of the Institute in various fields of Technology and Science are
carried out in 16 academic departments and several advanced interdisciplinary
Research Academic Centres. The Institute offers undergraduate and post -
graduate programmes leading to the B.Tech., M.Sc., M.B.A., M.Tech., M.S., and
Ph.D., degrees in a variety of specialisations. IITM is a residential institute
with more than 580 faculty and 9,500 students. Students from 18 countries are
enrolled here. IITM fosters an active entrepreneurial culture with strong
curricular support and through the IITM Incubation Cell (www.incubation.iitm.ac.in).
IITM has been ranked No.1 among Engineering Institutions in the India Rankings for
three consecutive years – 2016, 2017 and 2018. The Institute was also ranked as
the No.2 in the category of Overall Institutions in
2017 and 2018 Rankings, released by the National Institutional Ranking
Framework, Ministry of Human Resources Development, Govt. of India- https://www.nirfindia.org
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