Using statistical analysis to support decision making by managers and coaches in elite team sports
Submitting Institution
University of LeedsUnit of Assessment
Business and Management StudiesSummary Impact Type
SocietalResearch Subject Area(s)
Commerce, Management, Tourism and Services: Business and Management
Summary of the impact
This case exemplifies leading-edge practice in the coaching and management of elite sports teams
in the UK, USA and Australia. Professor Bill Gerrard is one of the first to apply statistical analysis to
the management of `invasion'/tactical team sports. This original contribution has been to practices
in both the boardroom and the locker room. The approach affects day-to-day decision-making in a
range of areas, including recruitment of players, training priorities, team selection and game
tactics. Application of the approach now extends to three continents and is applicable to all
invasion team sports including football/soccer, rugby union and rugby league.
Underpinning research
The underpinning research began in 1995 on Gerrard's appointment to the University of Leeds as
Reader in Economics. Initially, Gerrard, in collaboration with Dobson, focused attention on the
economics of the player transfer market in football — specifically how values were determined for
players moving between clubs. Gerrard developed a statistical model to explain the variation in
transfer fees for 1,350 player transfers between English professional football clubs during the
period 1990 - 1996, [1], [2]. Using his unique combination of statistical, coaching and academic
business skills, Gerrard has developed this initial approach in three key phases.
Phase 1 - Comparative valuations (1997 - 2003)
This phase extended the previous research on transfer fees to develop a composite measure of
the quality of individual players, the Player Quality Index (PQI), based on their career statistics,
including league appearances, number of goals scored, size and status of current club, and
international experience. From these data, Gerrard identified a set of quality indicators that were
combined into the PQI using weightings estimated from a statistical model of transfer fees
(essentially a set of implicit `hedonic' prices) [3]. One of the first academic uses of the PQI was
with Dobson and Dawson in order to control for team quality when calculating the efficiency of
managers [4]. Gerrard developed the PQI approach into a player valuation system for determining
player wages and transfer fees [5].
Phase 2 - Fundamental valuations (2003 - 2007)
This phase applied discounted cash flow analysis to player valuation, relating players' impact on
cash flow to their contributions on the pitch. Inspired by Gerald Scully's 1974 paper, `Pay and
performance in Major League Baseball' in The American Economic Review, Gerrard adapted the
methodology for use in invasion team sports (those requiring tactical coordination and in which
individual player contributions are not fully separable) as opposed to `atomistic' team sports (those
relying more on separable individual performance, e.g. baseball and cricket). Around the same
time, companies specialising in the analysis of sports performance data were emerging, and
Michael Lewis's book, Moneyball: The Art of Winning an Unfair Game, was published (WW Norton
& Company, 2003) showing how analytics was being used in baseball by the Oakland Athletics to
gain competitive advantage. Gerrard developed a hierarchical structural model to measure
individual and team performance in invasion team sports [6]. Gerrard was one of the first
academics in the UK to develop a methodology for the economic evaluation of players and teams
in invasion team sports.
Phase 3 - Measuring (sporting) production contributions (2007 - present)
At the start of this phase, Gerrard was introduced to Oakland Athletics (the Major League Baseball
team featured in Moneyball), which was diversifying into soccer. (The initial meetings with Oakland
Athletics were financed in part by Enterprise & Knowledge Transfer seedcorn funding from the
Business School.) Over a three-year period, Gerrard collaborated with Oakland Athletics to
analyse their soccer team's performance as well as identifying performance trends across Major
League Soccer. This was the first time that research on the analytical approach had been carried
out in soccer in the USA. The approach has been developed and applied subsequently in rugby
union and rugby league.
References to the research
All references except [5] are peer-reviewed journal articles
[1] Dobson, S.M. and Gerrard, B., (1999), `The determination of player transfer fees in English
professional soccer', Journal of Sport Management, Volume 13, 259-279.
[2] Gerrard, B. and Dobson, S.M., (2000), `Testing for monopoly rents in the market for playing
talent: evidence from English professional football', Journal of Economic Studies, Volume 27,
142-164, DOI: 10.1108/01443580010326049.
[3] Gerrard, B., (2001), `A new approach to measuring player and team quality in professional
team sports', European Sport Management Quarterly, Volume 1, 219-234, DOI:
10.1080/16184740108721898.
[4] Dawson, P. M., Dobson, S.M. and Gerrard, B., (2000), `Estimating coaching efficiency in
professional team sports: evidence from English Association football', Scottish Journal of
Political Economy, Volume 47, 399-421, DOI: 10.1111/1467-9485.00170.
[5] Gerrard, B., (2004), `The measurement and valuation of player quality in association football',
in J.J.Gouguet (ed), Professional Sport after the Bosman Case: an international economic
analysis, 143-164, Limoges, France, IASE/Pulim.
[6] Gerrard, B., (2007), `Is the Moneyball approach transferable to complex invasion team sports?',
International Journal of Sport Finance, Volume 2, 214-230.
Details of the impact
The type of impact on external organisations has changed over time in content and in the nature of
the academic-practitioner relationship as the research has developed. Initially the impact was
principally arm's length in nature with analysis commissioned on a recurrent or one-off basis to
provide evidence to inform specific decisions. Research on player valuation [5] has supported
squad valuations used by football clubs to inform decisions on wage contracts, squad planning,
transfers and insurance. It has also proved useful to financial institutions to determine the security
value of playing squads. Gerrard has provided evidence in tax and legal disputes (such as those
between Fulham Football Club (FC) and Jean Tigana in the High Court [EWHC 2585 (2004);
EWCA Civ 895 (2005)], and between the tax authorities and Southampton FC).
Detailed analysis of football performance data employing the hierarchical structural model of
invasion sports [6] was undertaken for the Vice President & General Manager, Oakland Athletics
[A], resulting in the production of a series of reports between 2008 and 2010. Oakland Athletics
stated that the research had "not only benefitted [Oakland Athletics] but the sports industry as a
whole" [A].
As the focus of the research has moved towards developing an evidence-based approach to
support day-to-day operational decision making, the impact has become more permanent,
embedded in changes in organisational practice. This has required a more integrated academic-
practitioner partnership involving the co-production of data and analysis on an on-going basis. The
process of embedding evidence-based practice within organisations goes way beyond the normal
external consultancy model and has required Gerrard to become immersed with specific
organisations in order to fully understand their specific needs as well as developing a high degree
of mutual trust and respect. This has culminated in the two principal current impacts at Saracens
RUFC and Sky Sports.
Impact at an elite British sports team
Saracens RUFC, one of the leading teams in English professional rugby union, were reinvigorated
in 2009 with the appointment of a new Director of Rugby [B], a South African international and
qualified medical doctor, and a strong advocate of evidence-based practice. Gerrard formed a
close working relationship with the Director of Rugby and an analytics approach was introduced to
Saracens in 2010; it offered a perfect fit between the organisation's recognition of the importance
of embedding an evidence-based approach into the management of the club and its lack of in-
house analytical skills. Through a close working partnership with the coaching staff, statistical
analysis has now been embedded in the day-to-day decision making of the coaching staff [C], [D].
Since 2010 Gerrard has effectively become an adjunct member of the coaching staff, building up a
high level of trust with one of the most progressive and successful coaching groups in world rugby.
Saracens have described Gerrard as becoming "an extension of the club's coaching team" [C]. He
has developed the reporting structure and templates and is gradually facilitating the development
of in-house capabilities to undertake the collection, analysis and interpretation of data.
There are four key elements of the analytics approach as co-produced by Gerrard and the
Saracens organisation:
i) Pre-game analysis: detailed analysis of the opposition, using data from previous games,
to identify its strengths and weaknesses. Opportunities and threats are identified,
allowing Saracens to develop an appropriate game plan tailored to that specific team [E].
ii) Post-game analysis: a game report is produced including key performance indicators
(KPIs) for the team which have been identified by working collaboratively with the
coaches. A traffic-light performance management system has been developed to
categorise team performance as excellent, satisfactory or poor [F].
iii) Training priorities: KPI ratings are used to help set training priorities for the team and
individual players so that coaches can better tailor their coaching input to the particular
strengths and weaknesses of individual players.
iv) Strategic planning: the KPIs and other related analysis of player and team performance
are used to support more strategic decisions on future player recruitment and playing
strategy.
In the first year of this process being fully implemented (2010/11), Saracens won the Aviva
Premiership. Saracens continue to be one of the top clubs in both domestic and European
competition. Saracens said Gerrard's contribution is "seen by the entire club as a unique point of
difference that has made Saracens one of the leading clubs in European rugby" [B], "a game
changing impact on conduct" [C], and "an integral part of the sustained success" [D].
Impact at a major media organisation
Sky Sports has adopted Gerrard's methodology [6] developed through this research to enhance
its televised coverage of rugby league. During the 2012 season, Sky Sports introduced the `Stats
Wall' as a regular feature in its weekly rugby league magazine programme, Boots N'All.
Presented by a Director of The Sports Office UK Limited (which provides performance
management software to national governing bodies and professional sports clubs) [G], the
feature used a traffic-lights system of KPIs devised by Gerrard to review games for viewers. This
has been further developed in 2013 as a separate 20-minute weekly programme, `Stats Pack',
available via the `red button' facility. Gerrard has developed an in-game `Performance Gauge' to
track changes in momentum during live televised games. Gerrard has also introduced pre-game
statistical briefings for the presenters. These developments are changing the way in which the
television viewer experiences sporting events. Sky Sports has confirmed that "the impact of
Gerrard's work on the sporting landscape has been highly significant" [G].
Impact for other sports in other countries and continents
Through being promulgated in keynote addresses at international industry conferences [H] and
workshops, this research has broadened its impact both in its geographic spread (United States
and Australia) and in the sports to which it has been applied beyond football and the two rugby
codes and now including other invasion sports such Australian Rules Football (ARF). The High
Performance Coach at Hawthorn Football Club, a leading ARF team visited Gerrard in October
2011 along with the Head Coach and other members of the coaching staff. The meeting
"stimulated some really good discussion" and resulted in the team taking "a more objective
approach to strategic coaching decision making" [I]. In the two seasons since the adoption of a
thoroughgoing evidence-based approach, Hawthorn have been 2012 finalists and 2013 winners
of the ARF Grand Final. The Senior Director for Competitive Analysis, Research and Innovation,
at the US Olympic Committee met with Gerrard in July 2013. He described the meeting as
"incredibly valuable" and wants "to stay in touch and discuss opportunities to collaborate as part
of your sports analytics program" [J].
Impact on professional practice
In terms of the contribution of the approach to professional practice, there is evidence of a
permanent change taking place, as the method is embedded into the culture and practice of
sports organisations. For example, Saracens consider the practices developed with Gerrard as
having "profoundly altered the preparation landscape of Saracens and have considerable
implications for the wider elite sporting community" [C].
Sources to corroborate the impact
[A] Letter of Testimony: Vice President & General Manager, Oakland Athletics, California, USA
[B] Letter of Testimony: Professional Rugby Union Coach, Saracens RUFC
[C] Letter of Testimony: Elite Sport Professional, Saracens RUFC
[D] Letter of Testimony: Club Captain, Saracens RUFC
[E] Report: Saracens, Opposition Analysis: London Irish, April 2012
[F] Report: Saracens, Team KPIs Report: Vs London Irish, April 2012
[G] Letter of Testimony: Director of Sports Office UK Ltd and commentator for Sky Sports
[H] Conference Programme: IE Sports Analytics Innovation Summit, London, March 2013
[I] Confirmation of engagement with High Performance Coach, Hawthorn Football Club,
Melbourne, Australia, September 2011 - April 2012
[J] Confirmation of engagement with Senior Director, Competitive Analysis, Research &
Innovation, US Olympic Committee, Colorado Springs, Colorado, USA, July 2013