Wednesday, January 7, 2026
  • Login
  • Register
Total Football Analysis
Once.Sport - Free 14 Day Trial + 10% Off With Code TFA
  • TFA Magazine
  • TFA Podcast
  • Analysis
    • Data Analysis
    • Formations
      • 2-2-4 Formation
      • 2-3-5 Formation
      • 3-1-4-2 Formation
      • 3-2-2-3 Formation
      • 3-2-4-1 Formation
      • 3-1-6 Formation
      • 3-3-4 Formation
      • 3-4-1-2 Formation
      • 3-4-2-1 Formation
      • 3-4-3 Formation
      • 3-5-1-1 Formation
      • 3-5-2 Formation
      • 4-1-4-1 Formation
      • 4-2-2-2 Formation
      • 4-2-3-1 Formation
      • 4-2-4 Formation
      • 4-3-1-2 Formation
      • 4-3-3 Formation
      • 4-4-2 Formation
      • 4-5-1 Formation
      • 5-3-2 Formation
      • 5-4-1 Formation
      • 6-3-1 Formation
    • Head Coach Analysis
    • Match Analysis
    • Player Analysis
    • Recruitment Analysis
    • Set Piece Analysis
    • Tactical Theory
    • Tactical Preview
    • Team Analysis
    • Training Analysis
    • Tactical Analysis
    • Scouting Report
  • Competition
    • ALL Competitions
    • English Premier League
    • Champions League
    • La Liga
    • Bundesliga
    • Serie A
    • Ligue 1
    • Eredivisie
    • EFL Championship
    • FIFA World Cup 2022
    • WEURO 2022
    • Women’s Super League
    • NWSL
    • Belgian First Division A
    • A-League
    • Liga Profesional de Argentina
    • Austrian Bundesliga
    • Campeonato Brasileiro Série A
    • DFB Pokal
    • 1. HNL
    • Danish Superliga
    • EFL League One
    • EFL League Two
    • FA Cup
    • EFL Cup
    • Indian Super League
    • K-League
    • J1 League
    • Liga MX
    • Copa América 2021
    • Copa del Rey
    • MLS
    • Eliteserien
    • Euro 2020
    • Primeira Liga
    • Scottish Premiership
    • Allsvenskan
    • Europa League
    • UEFA Nations League
    • Liga AUF Uruguaya
  • Coaches
    • All Coaches
    • Alfred Schreuder
    • Ange Postecoglou
    • Antonio Conte
    • Arne Slot
    • Bo Svensson
    • Brendan Rodgers
    • Bruno Lage
    • Carlo Ancelotti
    • Christophe Galtier
    • Claude Puel
    • Claudio Ranieri
    • David Moyes
    • Dean Smith
    • Diego Simeone
    • Domenico Tedesco
    • Frank Lampard
    • Eddie Howe
    • Edin Terzić
    • Emma Hayes
    • Erik ten Hag
    • Ernesto Valverde
    • Gennaro Gattuso
    • Gerardo Seoane
    • Gian Piero Gasperini
    • Giovanni van Bronckhorst
    • Graham Potter
    • Igor Tudor
    • Imanol Alguacil
    • Jesse Marsch
    • Jonas Eidevall
    • Jorge Sampaoli
    • José Bordalás
    • José Mourinho
    • Julen Lopetegui
    • Julian Nagelsmann
    • Julien Stéphan
    • Jürgen Klopp
    • Luciano Spalletti
    • Lucien Favre
    • Manuel Pellegrini
    • Marcelo Bielsa
    • Marco Rose
    • Marco Silva
    • Massimiliano Allegri
    • Mauricio Pochettino
    • Maurizio Sarri
    • Mikel Arteta
    • Niko Kovač
    • Nuno Espírito Santo
    • Oliver Glasner
    • Patrick Vieira
    • Paulo Fonseca
    • Pep Guardiola
    • Peter Bosz
    • Rafa Benítez
    • Ralf Rangnick
    • Ralph Hasenhüttl
    • Roger Schmidt
    • Roy Hodgson
    • Sean Dyche
    • Sérgio Conceição
    • Simone Inzaghi
    • Sonia Bompastor
    • Stefano Pioli
    • Steffen Baumgart
    • Steven Gerrard
    • Thiago Motta
    • Thomas Frank
    • Thomas Tuchel
    • Unai Emery
    • Vincenzo Italiano
    • Xavi
  • Teams
    • ALL Teams
    • AC Milan
    • Ajax Amsterdam
    • Arsenal
    • AS Monaco FC
    • Atalanta
    • Atlético Madrid
    • FC Barcelona
    • FC Bayern Munich
    • Borussia Dortmund
    • Celtic FC
    • Chelsea FC
    • Everton F.C.
    • Inter Milan
    • Juventus F.C.
    • Leeds United F.C.
    • Liverpool FC
    • Manchester City
    • Manchester United FC
    • Paris Saint-Germain
    • Rangers FC
    • RB Leipzig
    • Real Madrid CF
    • Tottenham Hotspur
    • West Ham United
  • Players
    • ALL Players
    • Alisson Becker
    • Bukayo Saka
    • Erling Haaland
    • Harry Kane
    • Jack Grealish
    • John Stones
    • Julián Alvarez
    • Kalvin Phillips
    • Kevin De Bruyne
    • Kyle Walker
    • Kylian Mbappé
    • Lamine Yamal
    • Lionel Messi
    • Luis Díaz
    • Mohamed Salah
    • Phil Foden
    • Virgil Van Dijk
  • Contact
  • Subscribe To TFA
No Result
View All Result
No Result
View All Result
Total Football Analysis
No Result
View All Result
Home Data Analysis

Data Analysis: Who says that you can only recruit young for a resale value?

Lee Scott by Lee Scott
February 10, 2022
in Data Analysis, Recruitment Analysis
Reading Time: 7 mins read
0
Data Analysis: Who says that you can only recruit young for a resale value?

In my weekly article last week I took a look at something that, within football, is close to my heart. I looked at which teams, from a dataset containing teams from throughout Europe, were performing well with a team that had a lower average age than the majority of their immediate competitors. I like young players, always have, and when scouting I have had to adjust my own biases to not automatically favour young players. Instead, I like to view each player in terms of their ability, performances over at least two seasons and then their suitability to the role that he would have at the club that I work for. Age is a secondary, and important, concern along with other factors including but not limited to value (but how do we calculate value?) contract expiry and the current depth of our squad.

Last week I focussed on some interesting case studies and showed that some teams favour youth for a reason. In the case of the Austrian side Red Bull Salzburg, this fits their identity and marketing as a company while in Slovakia MSK Zilina have turned to youth as a result of their financial situation in the wake of the onset of COVID-19.

This week I thought it would be interesting to flip the narrative on its head and to use the same data set to show which teams are performing well with an older average age. I have to confess that I was surprised to see some of the names that the data showed up as some teams that I tended to associate with the recruitment of young players are trending on the older side of our data set. Interestingly, there seemed to be a parallel between clubs that were successful (or even outright) dominant domestically and playing slightly older players. More on this and why I think this might be later though.

Before I get into the article in full though we need to talk about the data set. All data is from Wyscout and as you will see one of our key metrics is the average age, an easy concept that we dont actually have to go into here in any depth. The second metric that I have used is designed to assess team performance. This is found by simply taking the difference between a teams xG (expected goals) and xGA (expected goals against) the formula is that simple xG-xGA=performance. I find that this gives us the best idea of performance as a whole.

Which clubs are leaders in this group?

first

Lets start the same way that we did last week with a look at the data set as a whole. The difference this week, however, is that I have not reversed the vertical axis. This means that the teams that I will be using this week as case studies are trending towards the top end of the scale and are positioned in the top-right quadrant.

Now, you can start to see what I mean. The likes of Bayern Munich, Rangers, Internazionale and Crvena Zvezda are all relatively dominant domestically. In the case of Crvena Zvezda, I would have always associated them with having a younger squad and favouring youth players. I think that after reflecting on some of the teams we are seeing here it is clear that success, especially domestically, can lead to stability within the squad and less overall churn. This means that teams are more content to keep players over the medium to long term and in effect, teams are ageing effectively. There does still, of course, come a point where the squad will have to be refreshed and when recruitment of younger players becomes important. I guess that domestic success though will mean that these clubs will have the finances to deal with that when it comes.

Lets pause fo

Keep Reading TFA With A Free 7 Day Trial

Login if you have a TFA subscription

Try TFA Risk Free For 7 Days

  • Full Access To TFA Articles
  • New Content 7 Days
  • Expert Insights
  • TFA Podcast Access
  • 7 Day Free Trial
  • Money Back Guarantee
  • Subscribe For Free
    Lee Scott

    Lee Scott

    Lee Scott is an analyst for Total Football Analysis and a professional scout For Southampton FC. You can follow Lee on X @FMAnalysis.

    Related Posts

    Everton Full-backs 20252026

    Everton Recruitment Analysis 2025/2026: Why David Moyes’ Next Step Starts With Full-Backs – Scout Report

    by Aaron O'Shea
    January 5, 2026
    0

    Since his return, David Moyes has done a brilliant job at Everton. He has stabilised the side, restored a clear...

    La Liga Decline 20252026 - Data Analysis

    La Liga 2025/2026: How Financial Fair Play Is Lowering The Tactical Ceiling – Data Analysis

    by Mustapha Hassan
    January 3, 2026
    0

    The 2025/2026 La Liga season marks a pivotal phase in Spanish football, shaped not only by strict economic control regulations...

    Barcelona Defence 20252026 - Data Analysis

    FC Barcelona 2025/2026: Rebuilding The Defence Without Andreas Christensen – Data Analysis

    by Mustapha Hassan
    December 29, 2025
    0

    Barcelona’s 2025/2026 campaign has been significantly disrupted by a serious setback in defence following Andreas Christensen’s knee injury. In late...

    AS Roma Striker Transfer Analysis 20252026

    AS Roma Recruitment Analysis 2025/2026: Beto, Joshua Zirkzee Or Jeff Ekhator For The No.9 Role? – Scout Report

    by Selim Ben Hmida
    December 28, 2025
    0

    AS Roma have been missing a reliable striker, other than Evan Ferguson, to provide a heavier presence in the box and help finish...

    Werder Bremen 20252026

    Werder Bremen Recruitment Analysis 2025/2026: Could Joël Piroe, Noel Futkeu Or Lassine Sinayoko Replace Victor Boniface? – Scout Report

    by Jonas Bartsch
    December 27, 2025
    0

    Werder Bremen were rather busy this summer, overturning their entire identity and style of play. Long-time head coach Ole Werner...

    Premier League Striker Signings 20252026

    Did Any Premier League Club Actually Win The ‘Summer Of Strikers’ Transfer Battle? – Recruitment Analysis

    by Dharnish Iqbal
    December 24, 2025
    0

    It may be tough to cast your mind back to the chaotic summer transfer window, but the moves that Premier...

    Next Post
    Domènec Torrent at Galatasaray 2021/22 - tactical analysis - tactics

    Süper Lig 2021/22: Is Domènec Torrent's Galatasaray heading to the right direction? - tactical analysis

    Coppa Italia 2021/22: Milan vs Lazio - tactical analysis tactics

    Coppa Italia 2021/22: How Milan's positional sense and "maturity" gave them the advantage against Lazio - tactical analysis

    yacine-adli-milan-bordeaux-202122-scout-report-tactical-analysis-tactics

    Yacine Adli Scouting Report At Bordeaux 2021/22: Incoming Milan Maestro’s Maturation At Bordeaux

    Your browser does not support the video tag.
    • Subscribe To Total Football Analysis
    • About Total Football Analysis
    • Contact Total Football Analysis
    • Write For Total Football Analysis
    • Advertise
    • Privacy Policy
    • Cancellation / Refund Policy
    • Resources
    • Terms Of Service

    © 2025 TotalFootballAnalysis.com / PlanMoreTrips LLC

    Welcome Back!

    Sign In with Google
    OR

    Login to your account below

    Forgotten Password? Sign Up

    Create New Account!

    Sign Up with Google
    OR

    Fill the forms below to register

    All fields are required. Log In

    Retrieve your password

    Please enter your username or email address to reset your password.

    Log In
    No Result
    View All Result
    • TFA Magazine
    • TFA Podcast
    • Analysis
      • Data Analysis
      • Formations
        • 2-2-4 Formation
        • 2-3-5 Formation
        • 3-1-4-2 Formation
        • 3-2-2-3 Formation
        • 3-2-4-1 Formation
        • 3-1-6 Formation
        • 3-3-4 Formation
        • 3-4-1-2 Formation
        • 3-4-2-1 Formation
        • 3-4-3 Formation
        • 3-5-1-1 Formation
        • 3-5-2 Formation
        • 4-1-4-1 Formation
        • 4-2-2-2 Formation
        • 4-2-3-1 Formation
        • 4-2-4 Formation
        • 4-3-1-2 Formation
        • 4-3-3 Formation
        • 4-4-2 Formation
        • 4-5-1 Formation
        • 5-3-2 Formation
        • 5-4-1 Formation
        • 6-3-1 Formation
      • Head Coach Analysis
      • Match Analysis
      • Player Analysis
      • Recruitment Analysis
      • Set Piece Analysis
      • Tactical Theory
      • Tactical Preview
      • Team Analysis
      • Training Analysis
      • Tactical Analysis
      • Scouting Report
    • Competition
      • ALL Competitions
      • English Premier League
      • Champions League
      • La Liga
      • Bundesliga
      • Serie A
      • Ligue 1
      • Eredivisie
      • EFL Championship
      • FIFA World Cup 2022
      • WEURO 2022
      • Women’s Super League
      • NWSL
      • Belgian First Division A
      • A-League
      • Liga Profesional de Argentina
      • Austrian Bundesliga
      • Campeonato Brasileiro Série A
      • DFB Pokal
      • 1. HNL
      • Danish Superliga
      • EFL League One
      • EFL League Two
      • FA Cup
      • EFL Cup
      • Indian Super League
      • K-League
      • J1 League
      • Liga MX
      • Copa América 2021
      • Copa del Rey
      • MLS
      • Eliteserien
      • Euro 2020
      • Primeira Liga
      • Scottish Premiership
      • Allsvenskan
      • Europa League
      • UEFA Nations League
      • Liga AUF Uruguaya
    • Coaches
      • All Coaches
      • Alfred Schreuder
      • Ange Postecoglou
      • Antonio Conte
      • Arne Slot
      • Bo Svensson
      • Brendan Rodgers
      • Bruno Lage
      • Carlo Ancelotti
      • Christophe Galtier
      • Claude Puel
      • Claudio Ranieri
      • David Moyes
      • Dean Smith
      • Diego Simeone
      • Domenico Tedesco
      • Frank Lampard
      • Eddie Howe
      • Edin Terzić
      • Emma Hayes
      • Erik ten Hag
      • Ernesto Valverde
      • Gennaro Gattuso
      • Gerardo Seoane
      • Gian Piero Gasperini
      • Giovanni van Bronckhorst
      • Graham Potter
      • Igor Tudor
      • Imanol Alguacil
      • Jesse Marsch
      • Jonas Eidevall
      • Jorge Sampaoli
      • José Bordalás
      • José Mourinho
      • Julen Lopetegui
      • Julian Nagelsmann
      • Julien Stéphan
      • Jürgen Klopp
      • Luciano Spalletti
      • Lucien Favre
      • Manuel Pellegrini
      • Marcelo Bielsa
      • Marco Rose
      • Marco Silva
      • Massimiliano Allegri
      • Mauricio Pochettino
      • Maurizio Sarri
      • Mikel Arteta
      • Niko Kovač
      • Nuno Espírito Santo
      • Oliver Glasner
      • Patrick Vieira
      • Paulo Fonseca
      • Pep Guardiola
      • Peter Bosz
      • Rafa Benítez
      • Ralf Rangnick
      • Ralph Hasenhüttl
      • Roger Schmidt
      • Roy Hodgson
      • Sean Dyche
      • Sérgio Conceição
      • Simone Inzaghi
      • Sonia Bompastor
      • Stefano Pioli
      • Steffen Baumgart
      • Steven Gerrard
      • Thiago Motta
      • Thomas Frank
      • Thomas Tuchel
      • Unai Emery
      • Vincenzo Italiano
      • Xavi
    • Teams
      • ALL Teams
      • AC Milan
      • Ajax Amsterdam
      • Arsenal
      • AS Monaco FC
      • Atalanta
      • Atlético Madrid
      • FC Barcelona
      • FC Bayern Munich
      • Borussia Dortmund
      • Celtic FC
      • Chelsea FC
      • Everton F.C.
      • Inter Milan
      • Juventus F.C.
      • Leeds United F.C.
      • Liverpool FC
      • Manchester City
      • Manchester United FC
      • Paris Saint-Germain
      • Rangers FC
      • RB Leipzig
      • Real Madrid CF
      • Tottenham Hotspur
      • West Ham United
    • Players
      • ALL Players
      • Alisson Becker
      • Bukayo Saka
      • Erling Haaland
      • Harry Kane
      • Jack Grealish
      • John Stones
      • Julián Alvarez
      • Kalvin Phillips
      • Kevin De Bruyne
      • Kyle Walker
      • Kylian Mbappé
      • Lamine Yamal
      • Lionel Messi
      • Luis Díaz
      • Mohamed Salah
      • Phil Foden
      • Virgil Van Dijk
    • Contact
    • Subscribe To TFA
    • Login
    • Sign Up

    © 2025 TotalFootballAnalysis.com / PlanMoreTrips LLC

    Are you sure want to unlock this post?
    Unlock left : 0
    Are you sure want to cancel subscription?