Tuning The Red Ferrari?
Image:
Ferrari F40 by Günter Hentschel,
licensed under CC
BY-ND 2.0
The summer transfer
window is now closed so let's take a look at Liverpool's transfer activity for
the last 5 seasons using the data from lfchistory.net.
FSG purchased Liverpool in October 2010, so this period covers all the seasons
under the control of John Henry and Tom Werner.
This
summer's activity has seen purchases of £86M*, sales of £70.4M giving a total
net spend of £15.6M. Liverpool's average transfer net spend since the summer of
2011 is £24.7M per season. This average net spend figure is a useful, though
limited, measure of the change to the
baseline squad per season. Depending on your point of view, you can think of
the net spend as some fine-tuning to the red Ferrari or the next set of parts
for the kit car.
*This
includes an estimated fee of £6M for Danny Ings, with the actual fee still to
be agreed by a tribunal.
Clear as Mud
Let's
compare the average net spend of the top 6 teams for the last 5 seasons using
data from transferleague.co.uk.
Liverpool
are 4th with an average net spend per season of £32.5M. Why does this transferleague.co.uk figure differ from the £24.7M reported by lfchistory.net for the
same 5 year period? The main reason is simply that it is difficult to be
certain about transfer spend, for any of the clubs. Sometimes the clubs
deliberately obscure the fee making the actual fee as clear as mud. And
sometimes the fee has conditions that result in different fees being reported.
For
example, take Raheem Sterling's transfer
to Manchester City. The widely reported fee is £49M, as shown on lfchistory.net. Transferleague.co.uk report the fee as
£35.2M. That's a difference of £13.8M for a single transaction, and both are
right! Transferleague.co.uk explain that the actual fee is believed to be £44M
with 'add-ons' of around £5M payable if City win the Champions League; with 20%
of the £44M going to QPR leaving £35.2M for Liverpool.
Holes in the Net
That's not the only
reason that net spend needs to be treated with caution. The value can fluctuate
wildly from one season to the next and it is very sensitive to the time period
that is chosen. In the graph above, the start point is the summer of 2011 covering
FSG's first 5 years. Ten seasons ago the results would be different, you would
see further evidence of the huge investment by Chelsea and Man City as well as
Liverpool's low net spend during the Hicks and Gillette ownership.
While
net spend is a useful measure of the change to the baseline value of the
playing squad, it doesn't tell the whole story about player spend. For example,
if Raheem Sterling had signed a new contract with Liverpool then this
significant investment would not have shown up in the transfer data. This goes
for all contract extensions, including those for academy players, when the
market value of the player is reassessed by the club.
Correlation and Causation
So what
measure should you use to help determine if a club is ready to challenge for
the top 4 places and the league title? The graph below shows the wage bill for
each club plotted against league points for last season, 2014-2015.
There is a
correlation between the clubs with the highest wage bill and the position they
finish in the league. The clubs that have the top 4 wage
bills finished in the top 4 league positions. Note that the wage bill
doesn't align exactly with league position as Liverpool should have finished
above Tottenham and the Manchester clubs above Chelsea. Again the time period is key, other studies
have shown that if you analyse the data over a longer period then the
correlation between the average wage bill and the average league position is
stronger. For example, in The
Numbers Game the authors show that wages explain 81% of the variation in
league position, using a decade of data.
The wage
bill measure also needs caution. Just because the wage bill shows a correlation
to the league position this doesn't mean that the wage bill causes the league position. You can't pay a
mediocre squad high wages and hope to win the league. There are many other
factors at play, for example the balance, depth and maturity of the squad. If a
team is critically dependent on a single player then injury can have a
devastating affect; as Liverpool know from Daniel Sturridge's injury last
season. The wage bill must have a direct correlation with player quality if a
team is to compete effectively with its rivals.
Deep Pockets and Magic Bullets
So
Liverpool just needs to spend more on quality players, right? Unfortunately it
is not as simple as that. In a well run, sustainable club the wage bill is
limited by the club's revenue. In the most recent accounts all of the top 6
clubs have a wage bill between 50% and 60% of their revenue. Liverpool's wage
bill is 56% of its revenue.
Of
course many transfers will not work out, and a high transfer fee is no
guarantee of success. Tomkin's
Law says that only about 40% of transfers will be successful. See Paul
Tomkin's excellent article on 100
most expensive players, including a summary of his work on 'transfer price
index' that underpins the eponymous 'law'.
Only the
clubs with the deepest pockets can afford to play 'transfer roulette',
particularly when buying the so called 'proven' players who carry a world-class
price tag and usually arrive at an age that sees their resale value plummet if
it doesn't work out. For example, Manchester United lost over £15M on Di
Maria's one season guest appearance on the way to Paris. The richest clubs can
afford to make big mistakes and to stock-pile quality players in every position
to help compete across multiple competitions over a long, injury-ravaged
season.
Therefore
the richest clubs, those that can afford the highest player and management wage
bill, will typically finish highest in
the league. Let's take a look at the top 6 richest English clubs using
data from the Deloitte
Football Money League for 2015.
Liverpool
are 9th in the World revenue league and 5th in the English revenue league. The
revenue gap from Liverpool to the top is huge. Manchester United's annual
revenue is almost 70% more than that of Liverpool.
See Swiss
Ramble's excellent 2014-2015 review for a more detailed assessment of
Liverpool's finances. FSG are clearly
looking to address the shortfall in match day income with the expansion of
Anfield in order to narrow the gap on our top four rivals. Our hope must be
that this investment will eventually enable the club to spend more on the
squad. However, this is not a magic bullet that will deliver a short-term fix
to the wage bill (and quality) gap.
Beating The Odds
There
are 4 Premier League clubs with more financial muscle than Liverpool. And those
clubs finished in the top 4 league positions, with Champions League income
helping to sustain the gap to the chasing pack. So should we, the fans, give up
on our hope of winning the title any time soon? Well no, I don't agree with
that view. It just means that the odds are not in our favour.
Liverpool
must find a different, smarter way to compete. Perhaps we've seen signs of the
strategy with Brendan Rodger's emphasis on youth. The average age of the team
that finished against Arsenal was a very low 24.5 years. The transfer purchases
in the summer of 2015 have tried to address the major issue from last season,
the lack of goals (with pace and mobility) in the squad.
Liverpool's successful
2013-2014 season proves that Liverpool can beat the odds. There are many
reasons why the planets aligned to help Brendan Rodger's valiant team to nearly
win the league only two seasons ago. One of the reasons was the courageous, fast-moving,
attack-oriented football that unsettled the best of opposition. We haven't seen
this approach yet but I'm hoping that it is part of the plan for 2015-2016,
particularly when Daniel Sturridge returns. Another reason was the fantastic
support, so sing your heart out, inspire and intimidate. Put on your red-tinted
shades, strap into the red Ferrari and enjoy the ride.
Acknowledgements
Thanks to lfchistory.net, transferleague.co.uk, Deloitte Football Money League for providing the raw data. And thanks to the python community for providing the data analysis tools.
You can view the IPython notebook that contains the data analysis by simply clicking here. The notebook is also available for download from the lfctransfers repository on github.
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