Moneyball: Selecting the Australian Test team on stats only

By James Silver / Roar Guru

Moneyball was a movie based on the Oakland Athletics’ Major League Baseball team’s success in building a team of undervalued talent through purely statistical and analytical measures.

In the movie, Oakland Athletics were suffering from the departure of star players Johnny Damon, Jason Giambi and Jason Isringhausen and had a limited budget.

Similarly, fresh off a first-ever series home defeat to India, the Australian Cricket team is suffering from the suspensions of Steve Smith and David Warner, and have experienced an overall decline in talent ahead of Sri Lanka’s upcoming visit.

How we long for the days of names like Langer, Hayden, Ponting, Waugh, Waugh, Martyn, Gilchrist, Warne, Lee, Gillespie and McGrath.

Recently, the decline of the Test side, and the interesting, if not bizarre, selections of Marnus Labuschagne, Mitchell Marsh and Aaron Finch, led me to ponder how the team would look if it was based entirely on statistics from Shield and Test cricket over the past four seasons.

Marnus Labuschagne of Australia looks dejected after being dismissed by Mohammed Shami. (Photo by Ryan Pierse/Getty Images)

Recent examples like Mike Hussey, Chris Rogers and Adam Voges have shown that successful Shield careers are more likely to indicate success at the Test level, rather than picking players based on white ball ability like Aaron Finch and Mitchell Marsh.

Currently, with the way the Australian team is performing, surely picking a stats based only team for the Sri Lanka series could not be any worse.

Team selection
Five batsmen
Three fast/medium bowlers
One slow bowler
One all-rounder
One wicket-keeper

Methodology and rationale for weightings
Wanting to incorporate for both form and class, I structured the weightings for both batting and bowling as follows:
2018-19 Performances are multiplied by 0.4
2017-18 Performances are multiplied by 0.3
2016-17 Performances are multiplied by 0.2
2015-16 Performances are multiplied by 0.1

This allowed me to get a Weighted Average for each player. For example, this is how NSW Batsman Kurtis Patterson’s numbers look:

2018-19: 428 runs / 9 dismissals
2017-18: 672 runs / 18 dismissals
2016-17: 668 runs / 15 dismissals
2015-16: 737 runs / 14 dismissals

Weighted Average: ((428 x 0.4) + (672 x 0.3) + (668 x 0.2) + (737 x 0.1)) / ((9 x 0.4) + (18 x 0.3) + (15 x 0.2) + (14 x 0.1)) = 43.29

All Test performances for both batting and bowling received a 25 per cent boost, meaning 50 runs in Shield cricket is the equivalent of 40 runs in Test cricket. I included this, as it is much easier bowling to Shield players on a green top at Bellerive Oval than it is on a Mumbai road against Virat Kohli and Cheteshwar Pujara.

Similarly, you’d much rather face 125km/h non-swinging Shield bowlers than Kagiso Rabada, Dale Steyn and Vernon Philander at Centurion.

In essence, the Weighted Average shows the expected average a batsman/bowler would experience if they played a full Shield season from today.

Minimum statistical requirements
Weighted Average matches played = 5
Weighted Average runs = 250
Weighted Average wickets = 5
Weighted Average innings kept = 10

Batsmen for Sri Lanka series

Minimum statistical requirements
Weighted Average matches played = 5
Weighted Average runs = 250
Notable players excluded: WJ Pucovski, AC Voges, EJM Cowan

Player Weighted Average
SPD Smith* 83.02
DA Warner* 56.55
UT Khawaja 55.78
MS Harris 47.11
GJ Maxwell 46.53
SE Marsh 46.04
PSP Handscomb 45.5
JA Burns 44.7
MS Wade 43.5
KR Patterson 43.29
CT Bancroft 43.16
CL White 43.15
DP Hughes 41.41
TM Head 41.33
MC Henriques 38.39
AJ Turner 37.68
JS Lehmann 37.65
AJ Finch 37.64
MT Renshaw 37.15
HWR Cartwright 36.79
AT Carey 36.58
GJ Bailey 36.47
TD Paine 35.87
TLW Cooper 35.17
M Labuschagne 34.93

*Denotes suspended player
Dark background denotes player would make XI

The Moneyball method sees Marcus Harris, Usman Khawaja, Shaun Marsh and Peter Handscomb retaining their spots, with Glenn Maxwell coming in for Travis Head. Marsh and Handscomb would lose their spots in the line-up if Smith and Warner were available.

The Harris selection shows the value of a weighted system, rather than simply looking at Harris’s first-class average of 35.57. This average has been deflated through his lack of relative success in his teenage years and early twenties. He is a far more accomplished player now, and makes the team on the back of bludgeoning 759 runs already in 2018-19 for state and country.

Marcus Harris of Australia. (Photo by Michael Dodge/Getty Images)

Interestingly, Moneyball argues for the inclusion of Maxwell, who it seems has developed an unfair reputation as an Asian specialist in the eyes of selectors, with all seven of his Test matches coming in either Bangladesh, India or the United Arab Emirates.

You would think that a century in India, over 700 runs at 50.5 in the 2017-18 Shield and the suspensions of Smith and Warner would give Maxwell an opportunity to play an inaugural home Test. But Justin Langer and co don’t think so.

Peter Handscomb might have to thank the rain for holding his spot in the Moneyball team for Sri Lanka, as a dismissal for 11 runs or fewer would have seen Joe Burns take his place.

Interesting to note was Matt Renshaw’s lowly position of 19th despite being a popular media and fan selection and making headlines for a triple century in Brisbane grade cricket. His form this Shield season has been far less impressive, scoring 199 runs at 19.9.

Fast/medium bowlers for Sri Lanka series

Minimum statistical requirements
Weighted Average matches played = 5
Weighted Average wickets = 5
Notable players excluded: JP Behrendorff, JA Richardson, JL Pattinson

Player Weighted Average
PJ Cummins 20.7
CP Tremain 21.35
JR Hazlewood 21.4
MA Starc 22.53
SM Boland 22.55
JM Bird 23.35
LW Feldman 23.95
TA Copeland 24.51
JM Mennie 25.04
DJ Worrall 25.15
CJ Sayers 26.01
MG Neser 27.38
JD Wildermuth 30.75
SP Mackin 30.97
DT Christian 31.72

Dark background denotes player would make XI

A bit of a surprise here as Chris Tremain ousts Mitchell Starc for a spot in the side.

The argument for Starc would not only be his better batting (weighted average of 23.99 compared to 14.51 for Tremain), but the fact he provides a left-arm fast bowling option. With 17 Test wickets at 36.82 in 2018-19, Starc has looked short of pace and failed to strike as much fear into the Indian batsmen as we’d have hoped.

Dropping him back to the Big Bash would give him rest and allow Tremain to make a well-deserved Test debut. He has been on a tear with 157 wickets at 20.96 across the past four Shield seasons, including a competition-high 51 in 2017-18, winning him player of the tournament. Whether his bowling would trouble world-class international batsman is uncertain, but he has earnt the right to find out.

(Photo: Paul Kane/Getty Images)

Slow bowler for Sri Lanka series

Minimum statistical requirements
Weighted Average matches played = 5
Weighted Average wickets = 5
Notable players excluded: Fawad Ahmed, AC Agar, A Zampa

Player Weighted Average
NM Lyon 24.8
JM Holland 28.13
SNJ O’Keefe 28.14
MJ Swepson 40.88
BJ Webster 42.18

Dark background denotes player would make XI

No surprises here as Nathan Lyon comfortably beats out Jon Holland and Steve O’Keefe.

The battle to be the second spinner came down to 0.01, showing the tough choice selectors will have when the next spin-friendly pitch comes around.

Fawad Ahmed (31.03), Ashton Agar (36.34) and Adam Zampa (45.09) are all below the required five weighted average matches played to be considered, but lose out to Holland and O’Keefe regardless.

It will be interesting to see if Lloyd Pope can make it onto this list in 2019-20.

(AP Photo/Themba Hadebe)

All-rounder for Sri Lanka series

Minimum statistical requirements
Weighted Average matches played = 5
Weighted Average runs = 250
Weighted Average wickets = 5
Notable players excluded: JS Lehmann, MC Henriques, GJ Maxwell

For all-rounders, I have multiplied the weighted batting average by two and then subtracted the weighted bowling average.

One school of thought is that the bowling average should just be subtracted from the batting average to find an all-rounder’s worth.

The other school of thought is that you should pick six specialist batsmen. By weighting the batting average as doubly important than the bowling average, I have aimed to strike a compromise between the differing viewpoints.

Player Bat (x2) Bowl Difference
MG Neser 32.76 27.38 38.14
M Labuschagne 34.93 42.68 27.19
JD Wildermuth 28.65 30.75 26.55
MA Starc 23.99 22.53 25.45
MR Marsh 33.23 42.29 24.16

Dark background denotes player would make XI

A surprise selection for those not following Shield cricket too closely, Michael Neser has been a revelation. Opening the bowling for Queensland while batting number 8, Neser has proven himself to be a genuine all-rounder.

In fact, Starc and himself were the only two with a weighted batting average greater than their weighted bowling average from those who met the minimum requirements.

Pat Cummins (26.31 batting and 20.70 bowling), Steve Smith and Jake Lehmann were among those with positive weighted averages but failed to meet requirements (lack of runs mainly due to missing much of the 15-16 and 16-17 seasons for Cummins and lack of wickets for Smith and Lehmann).

With 312 runs at 52.00 and 13 wickets at 32.46 in the 2018-19 Shield, Neser’s form would seem impossible to ignore, yet somehow media attention seems focused on Labuschagne, Mitchell Marsh and Marcus Stoinis (sixth on this list, with 28.49 weighted batting and 34.97 weighted bowling).

The selection of Neser would provide Australia with an unusual opportunity to have a genuine fifth bowling option, who opens the bowling for his state, can swing the ball and took 39 wickets at 21.85 last season. His 52 wickets since 2017-18 are more than Labuschagne, Mitch Marsh, Head, Maxwell and Henriques’ 51 combined scalps.

There is a question mark around the sustainability of his batting, but his ability as a bowler, combined with Pat Cummins’ similar all-round ability in the 7 and 8 positions, make a debut selection for him against Sri Lanka a no-brainer.

Travis Head was the best of the batsmen that met the statistical all-rounder requirements but suffered due to a weighted bowling average of 63.90. Glenn Maxwell could not meet the requirements and has, in fact, taken just eight wickets since the start of 2015-16.

Australia’s Travis Head . (AP Photo/James Elsby)

Wicketkeeper for Sri Lanka series

For wicketkeepers, I have multiplied the weighted batting average by the weighted dismissals divided by innings kept.

There is a consensus idea that Tim Paine is a better keeper than Matthew Wade.

For this reason, I did not want to simply pick the keepers by their batting average. Unfortunately, I am unable to find Shield statistics for missed catches and stumpings.

Instead, to account for wicketkeeping, I have no choice but to rely on the statistic of dismissals/innings.

Minimum statistical requirements
Weighted Average matches played = 5
Weighted Average runs = 250
Weighted Average innings kept = 10
Notable Players Excluded: CT Bancroft, PSP Handscomb, SE Gotch

Player Dismissals/Innings Batting B*D/I
MS Wade 1.89 43.5 82.04
TD Paine 2.26 35.87 81.17
AT Carey 2.07 36.58 75.77
JP Inglis 2.07 33.41 69.03
JJ Peirson 1.95 32.9 64.33

Dark background denotes player would make XI

Wade moved ahead of Paine following the latter’s five runs at the SCG against India.

Unfortunately, due to the difficulties in grading wicketkeepers from a statistical viewpoint, this is the selection that causes the most headaches.

Dismissals/Innings is a decent indicator, but is heavily skewed by the pitch, length of the innings as well as specific bowling and batting tendencies in terms of finding edges and drawing stumpings.

Wade makes the team on the back of a super Shield season so far with 571 runs at 63.44.

Meanwhile, Paine’s batting has dropped, averaging 24.5 in six Tests against Pakistan and India in 2018-19.

Moneyball squad for Sri Lanka

First XI: MS Harris, UT Khawaja, SE Marsh, PSP Handscomb, GJ Maxwell, MS Wade, MG Neser, PJ Cummins, CP Tremain, NM Lyon, JP Hazlewood

Reserves: JA Burns, MA Starc

Moneyball projected Ashes squad

First XI: MS Harris, DA Warner, UT Khawaja, SPD Smith, GJ Maxwell, MS Wade, MG Neser, PJ Cummins, CP Tremain, NM Lyon, JP Hazlewood

Reserves: SE Marsh, MA Starc, JM Holland, M Labuschagne, TD Paine

The Crowd Says:

2019-01-13T10:42:15+00:00

Bill Feldman

Guest


Why did you not take into account the ground to be played at and then weighted the bowling against the ground. There are some specialists whom relish particular hunting grounds. Luke Feldman at the Gabba for instance - The test against Sri Lanka. Worth a shot I say even with my perso al bias.

2019-01-12T01:06:22+00:00

Jordan Klingsporn

Roar Guru


James Can I use your formula for an article about a few players the Scorchers need to sign. I'll mention this article and it will contain a link to it.

2019-01-11T21:41:38+00:00

alascule

Roar Rookie


I like this idea of weighting the averages because it's important to consider recent patterns of performance, but is only runs average the best way to assess this? Are we looking for their process or outcome, and which one predicts success? Cricket is an outcome based game, but the process is what you can control. CricViz have come up with other ways to look at it through false shot %, attacking shot %, contact averages and dismissals/defensive shot. - I'm not sure a difference of 0.8 is enough to select Handscomb over Burns, or other batters who are within a few points. - Renshaw was popular for his perceived ability to bat time, and his effective dismiss/defence rate suggesting that he lasts 30% longer at the crease than expected (probability modelling). But he's not the best scorer, so again, which would you prefer to bank on? ○ - Same argument again for the bowlers, love the weighted averages but I don't think it's enough to differentiate, there must be other parameters available. And there's always the argument of team balance, so where do we draw the line of variety or effectiveness? If being LH was an advantage, he'd have a higher average I guess. Giving Tremain a go is justified I reckon. - I like that Lyon genuinely stands out, but there are three bowlers really vying for selection as the spin option. - I'm so happy to see Neser in the mix too, it's about time. He's such a quiet achiever and I think the measure for all-rounder is done really well. I don't think it's worth considering Cummins in both though, he's already in as a fast bowler but it does help organise the end of the batting order. ○ How nice does a genuine fifth bowler sound though! - It's so hard to calculate the keeper scores because each Shield team creates a different set of opportunities, and no effectiveness stats makes it hard define them. Unfortunately that means it falls back to batting, but are you willing to sacrifice chances in the field for runs?

2019-01-11T03:24:29+00:00

Fenno_b

Guest


Great read and fascinating to see how close to the public attitude the stats are. I think it may be a little off for the Ashes squad. I'm not sure that the data relies on county cricket performances. i think that this would lead to Renshaw and Siddle being more highly rated.

2019-01-11T02:50:24+00:00

Ned

Guest


The only thing that might bump Renshaw up would be to include his recent County cricket season in England..

2019-01-10T23:40:54+00:00

Allan Schoenherr

Guest


This is a brilliant article. One question though, who will open the batting with Harris? As far as I could see batting position was not taken into account? For that reason I think Burns would end up playing, even if the selectors went down this route. Still, not a bad side though.

2019-01-10T23:24:56+00:00

ChrisH

Roar Rookie


A great start to your Moneyball career, James. The next step is to start refining it to be about secondary statistics that make a difference to the result. e.g. balls faced, length of innings, scoring rate, length of partnerships, turning the strike over etc etc. These are some things that - as Pujara showed us - are important at Test level. So, the question is what are the important statistics for batsmen besides averages. And likewise bowlers, the keeper, and even the fielders. As your analysis shows, averages are still flawed because they allowed Shaun Marsh to slip into the team. So how do you filter him out? What numbers in Shield cricket indicate that he would struggle in Test cricket? Or do you simply exclude from your list those who've had enough chances and failed at Test level? Or just exclude him because of age? Marsh, of course, was also picked for something you can't measure with statistics - "experience". The selectors wanted some older heads around the team. How important is that to a team? Would Australia have performed so much worse if we had a young guy like Renshaw instead of Marsh? I do like that you've looked across seasons because a played with a more sustained record should be a more reliable selection, even if he has a dip one year. It seems lately the selectors are picking guys who are having a good run this year but without a record to back up longevity, and thus as soon as they have a few bad innings, they get dumped. It used to take a couple of good seasons to get picked, now it's just a couple of good matches. I look forward to seeing you evolve your Moneyball system.

2019-01-10T12:02:35+00:00

ADtheglorious

Roar Rookie


You're right, moneyball (the book) goes into great detail of the how's & why's for the stats and trades. The other thing about the Oakland A's is this attitude has only gotten them so far, they win matches but are not winning the big games or World Series. It is a great read and this article is certainly food for thought.

2019-01-09T21:57:41+00:00

DP Schaefer

Roar Rookie


Nudge, I think you'll find it was during this match that his challenges became more apparent and he was losing concentration. Worried that he would make a mistake (drop catch) in this situation he asked to be subbed toward the end of the match. You are right about the extra test match pressure however I was led to believe that this was an isolated event.

2019-01-09T21:55:57+00:00

The Bush

Roar Guru


A "true" Moneyball approach would introduce things like how many runs particular fielders save etc. The entire set of stats around fielding in baseball is fascinating. Commentators love making comments that players like Maxwell or Symonds or Waugh are worth 20 runs in the field. Well if this is true, and another player is worth negative 5, then you'd really be onto something. Not sure if this can ever be established in cricket though.

2019-01-09T21:44:32+00:00

Tony Tea

Guest


Moneyball the film was based on Moneyball the book - loosely in my opinion, since the book was a fascinating insight into the As use of overlooked statistics to recruit players, while the film was a tedious account of Brad Pitt driving around.

2019-01-09T20:04:27+00:00

qwetzen

Roar Rookie


Connor: "I seriously doubt the selectors would look at a method like this...". So do I, but I'm all in favour of a serious stats component in the selection process. Removing 'hunches' or accusations of bias can't be a bad thing. Am surprised that no-one mentioned the NZ Experience. Remember in 2011 how Australians John Buchanan & Kim Littlejohn, then in the employ of CNZ, came up with a formula for NZ selections to based largely on objective data. This was almost universally laughed at by the cricket 'establishments' but CNZ went ahead anyway. I don't know if it's still current but it might be worth finding out as NZ currently sits 3rd in ICC Test rankings.

2019-01-09T19:12:50+00:00

marees

Roar Rookie


Interesting ! If we are looking specifically, at Ashes, then I would pick more all rounders as top order is likely to crumble often so it would be Renshaw Khwaja Warner Smith Harris Wade/Paine Mitch Marsh / Wildermuth Cummins Neser Starc Lyon / Tremain

2019-01-09T13:03:40+00:00

Alex MacGill

Roar Rookie


Just wondering where Peter Nevill was in regards to wicketkeeper consideration. Not necessarily saying he should be in the team but he is certainly better than Peirson and inglis

2019-01-09T11:13:44+00:00

Hayden

Guest


Can you replace Trevor Hohns?

2019-01-09T11:11:05+00:00

Alex Carter

Roar Rookie


The issue with your system is having the minimums for the all rounder the same as the bowler. This disqualifies Maxwell (I believe) and means you have a longer tail. Maxwell as the all rounder, then Burns into the top 6 is a better balanced side. You also need a stronger emphasis on wicket keeping, Wade shouldn't be considered in test cricket with the gloves.

2019-01-09T10:58:25+00:00

Rob

Guest


How do you include ODI and T20 runs into the equation? Another example is Maxwell and Stonis are required for national playing the shorter formats and don't have an opportunity to pile on runs in the Shield Comp. In these formats they are also required to harder bowlers and expected to score at better than a run a ball. In Maxwell and Handscomb's case they have also had to watch whilst carrying drinks on overseas tours. Another factor is pitch conditions. The SCG, MCG and Adelaide wickets would be easier to bat on than say Gabba and Hobart pitches?

2019-01-09T08:16:35+00:00

Tony H

Roar Pro


Symonds before Watson

2019-01-09T07:02:07+00:00

Northern N

Guest


Great article James , For a laugh and read would be interesting to see how the same theory would of worked with a Australian team from 10 or so years ago when you had other shield players consistently making runs but struggling to be into the team. May solidify more your theory or throw up an bunch of what ifs ? Great read though

2019-01-09T06:48:47+00:00

Diamond Jackie

Roar Rookie


DaveJ a little bit more detail in your next comment please.

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