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Fixed Cost and Player Value

It’s not uncommon when evaluating players to calculate a the value for the player by taking the points and dividing them by the player’s price.

When comparing players by value it doesn’t matter whether you choose last years end of season totals, points per match, Fantasy Football Scout season or six-week projections, as long as the source is the same for every player you can use whichever one you prefer.

However, using this method leads to inaccurate values, as you are not taking into consideration the fixed costs associated to the player position.

Fixed Cost Theory

The theory behind fixed costs goes like this. Before we even start to fill out our rosters we are already committed to placing some portion of our £100m budget into certain positions.

The minimum goal keeper cost is £4m and we need two of them, so regardless of who we eventually choose we already know that at least £8m of our budget has been taken away from us.  We have no choice where to spend that £8m it has to be allocated to the keeper position and should therefore be considered as a fixed cost.

The choice we have is how much more are we going to spend in addition to the fixed cost.

When applying this theory across all the positions you end up with a fixed cost per defender of £4m, for midfielders and forwards its £4.5.  The total fixed cost when you take in account all 15 players is £64m.

So in reality the choices you are making are based on how you plan to spend the remaining £36m.

To determine player value we should be looking at how many points we can buy with our £36m.  To do that we have to adjust the player prices by their fixed costs.  The one caveat here is that a player who costs the minimum price (fixed cost) will have a net price of £0 once the fixed cost is removed. This will cause their value points/price to return an infinite value.  To prevent this I usually take the fixed cost and reduce it by £0.5m to stop excel getting upset (cannot divide by zero error).  So goalkeepers and defenders will have a fixed cost at £3.5m and midfielders and fowards at £4m.

Now we apply the fixed costs per position and determine a true value for each player.

For example:   Using the points per match (PPM) from last season and the prices for this season we can compare some key players of varying prices.

Forwards

Kane PPM=7.5  Net Cost £8.5m   Value=0.88
Lukaku PPM=6  Net Cost £7.5m   Value=0.80
Vardy PPM=4.6 Net Cost £4.5m   Value=1.00
Defoe PPM=4.5 Net Cost £4.0m   Value=1.13
Austin PPM=4.1 Net Cost £2.5   Value=1.64

Clearly the cheaper forwards are giving you more points per £.  Austin is almost twice as valuable as Kane.

Midfielders

Sanchez PPM=6.9 Net Cost £8.0m  Value=0.86
Hazard PPM=6.2  Net Cost £6.5m Value=0.95
Alli PPM=6.1 Net Cost £5.5m  Value=1.11
Sigurdsson PPM=4.8  Net Cost £4.5 Value=1.06
Zaha PPM=4.3 Net Cost £3.0m Value=1.43
Phillips PPM=4.3 Net Cost £2.0m Value=2.15

Defenders

Alonso PPM=5.7 Net Cost £3.5m Value=1.63
Cahill PPM=4.8 Net Cost £3.0m Value=1.60
Baines PPM=4.2 Net Cost £2.5m Value=1.68
Bertrand PPM=4.4 Net Cost £2.0m Value=2.2
Ake PPM=4.6 Net Cost £1.5 Value=3.01

Goal keepers

Lloris PPM=4.2 Net Cost £2.0m Value=2.1
Heaton PPM=4.3 Net Cost £1.5m Value=2.87
Hennessey PPM=3.2 Net Cost £1.0m Value=3.2

By calculating the value as above you can now compare the value of players within the same position and also for players in different positions.

You can also compare general values of positions.  Its clear from looking at the values that goalkeepers have the most value, followed by defenders, midfielders and finally forwards.

Taking these stats at face value, no pun intended, you might be inclined to fill you roster with all the low priced (high value) players, however, since these values are based on points per £ you still need to spend all of that £36m budget to maximise your points.

One further thing to consider is that you also have the Captaincy factor, which is going to double your player’s value.  So if you plan on captaining Kane every week, then his value would be 1.76.

51 Comments Post a Comment
  1. Klopptomist Scott Jelly
    • 6 Years
    6 years, 9 months ago

    Interesting read, thanks! 🙂

  2. The Polymath
    • Fantasy Football Scout Member
    • 8 Years
    6 years, 9 months ago

    Good article

  3. SilkyTwinkleToes
    • 11 Years
    6 years, 9 months ago

    The values quoted in this article are not the value for the player but the value for the amount that you spend over the the base cost for that position.

    True value for the player needs to include the base cost. When doing this you will achieve a more accurate valuation for the player and this will lessen the disproportionate value factor for each player, improving player comparability.

    If Elliot scores 2.3PPM and he is a baseline value goalkeeper, using the suggested value calculation would give him infinite value (2.3/0), therefore you need to include base cost when calculating value.

    1. greghammer95
      • 14 Years
      6 years, 9 months ago

      That's the point of the article. Usually defenders come out on top due to being lower priced even at the top end (Alonso). However you can pick defenders up for 4.0m so therefore less value as you're actually paying .5 more over the odds compared to a midfielder at 7.0m.

      I think it's really interesting and if you used this principle against players who you'll realistically pick then it'll give a great idea of how to use value in your team. For example I wouldn't pick a 4m goalkeeper. Helllll

      1. SilkyTwinkleToes
        • 11 Years
        6 years, 9 months ago

        Don't get me wrong, value is important, but if you are not going about assessing value properly then you are not going to be able to use the information properly.

    2. TheHungryMøn ⭐
      • 8 Years
      6 years, 8 months ago

      F*** yeah infinite value! 😀

  4. greghammer95
    • 14 Years
    6 years, 9 months ago

    Great article! Posted on the wrong day though probably, love the concept.

  5. wowBOBwow
    • 7 Years
    6 years, 9 months ago

    Firetog, on behalf of the respectful members of this site I'd like to apologise for the RMTs posted above. Truly excellent piece.

    1. The Mighty One
      • Fantasy Football Scout Member
      • 14 Years
      6 years, 9 months ago

      This!

      Doing such a great write-up and then seeing First and RMT was a bit embarrassing. Good job Firetog (and a tip of the cap to MGPT for his respect!).

      1. J0E
        • Fantasy Football Scout Member
        • Has Moderation Rights
        • 14 Years
        6 years, 9 months ago

        I've deleted those.

        You are right very disrespectful.

        This is a great article - hope it gives people some vital last minute knowledge before confirming their team.

        1. Captain Roberto
          • 6 Years
          6 years, 9 months ago

          After reading so many of the great articles posted on this site its a shame there is so little discussion of their topics in their comment threads. If there was a dedicated RMT thread that might remove the torrents of RMTs?

  6. Clifford☯
    • 7 Years
    6 years, 9 months ago

    Excellent Article.

  7. Diva
    • 9 Years
    6 years, 9 months ago

    Great article, thanks.

  8. the cromulent one
    • 11 Years
    6 years, 9 months ago

    Good article.
    You can't choose your whole squad based on value, however. Absolute points must be the first consideration, especially for your captain candidates.
    But I agree completely that the rest of the squad should be filled with value players, and this method is a very good one to use.

  9. jameselaprendi
    • 12 Years
    6 years, 9 months ago

    Good article but my instinct is it is flawed

    You shouldn't have to arbitrarily change the base figures to force it to work!

    You need to develop a concept of base points to go with your base costs - and then evaluate additional points over additional spend...

    1. Jabbas
      • Fantasy Football Scout Member
      • 9 Years
      6 years, 9 months ago

      You're right.
      What you're suggesting at the end there is simply points per total cost, which is the right way to look at this.

      1. Dino
        • Fantasy Football Scout Member
        • 14 Years
        6 years, 8 months ago

        This is so wrong. If you take total cost into it your base cost is a much smaller portion of the overall costs than the extra you are deciding to spend for points.

        It is hard for some people to get their heads round the concept but the article is 100% right.

        1. Jabbas
          • Fantasy Football Scout Member
          • 9 Years
          6 years, 8 months ago

          No, the maths is totally unsound. The "base cost" is an arbitrary amount, in this case 0.5m less than the cheapest player. Why not choose 0.1m less, or even 4.0m less than the cheapest player? This should be a massive clue that the approach is flawed. Try it with 0.1m or 4.0m less than the cheapest player, you'll get totally different results. That means that this metric is almost as arbitrary as the choice of amount to subtract, which makes it of little use.
          Even the article admits as much when it says that this method won't use up your 100m budget and that to do so you need to find a different method...

          1. Dino
            • Fantasy Football Scout Member
            • 14 Years
            6 years, 8 months ago

            You just don't get it, as I say it takes some people a while to get their heads around it.

            You don't spend your full 100m as the 15 best "valie" players don't cost 100m. So you fill out your team with the best value ones then decrease the value metric in positions to maximise points.

            It does work a lot better than the regular value metric as this has an arbitrary 4.0m or 4.5m (depending on position) assigned to it.

            1. Jabbas
              • Fantasy Football Scout Member
              • 9 Years
              6 years, 8 months ago

              There's no need to be patronising Dino!
              Do you agree that 0.5 less than the cheapest player is an arbitrary amount? If so, would you be happy choosing 0.1m or 1.0m instead?

  10. Andy_Social
    • 11 Years
    6 years, 9 months ago

    Marvellous stuff!
    We're into the final hours here - could you give us a list of surprising or unexpected punts following this formula? I can see Hennessey who's never mentioned around here.

  11. Gassemannen
    • 8 Years
    6 years, 9 months ago

    Choose 1 Pls:

    DDG + Danilo

    Or

    Foster + Valencia

    1. Andy_Social
      • 11 Years
      6 years, 9 months ago

      first one

  12. Jabbas
    • Fantasy Football Scout Member
    • 9 Years
    6 years, 9 months ago

    I think this approach is fundamentally flawed. It assumes that the baseline £4m spent on every defender, for example, is worth no points. This will obviously result in the conclusion that cheap players have the most value. You need to distribute the points accrued over the entire cost of the player or else points per £ makes no sense.
    The clue is in the fact that, without arbitrary manipulations, you get a divide by zero error.

    1. RedLightning
      • Fantasy Football Scout Member
      • Has Moderation Rights
      • 13 Years
      6 years, 9 months ago

      I agree. VORP (value over replacement player) is the way to go.

      Compare each player (or set of players) with another player or players in the same positions. If their combined cost is the same then choose the set which scores the most points. If it is different then add other players into the equation until the cost is the same before doing the comparison.

      Comparing players with baseline costs is not particularly useful, because you were never intending to buy lots of players at baseline cost anyway. Better to compare a set of players you are considering with an alternative set of players that you might also be considering.

      Having too many 'value' players is not good, because you will have failed to spend enough of your budget. Spending more of your budget decreases the average value but increases the number of points. So add some more expensive players to make full use of your budget, then apply VORP to test whether a different set of players might have scored even more.

  13. Papilo
    • 8 Years
    6 years, 9 months ago

    There is a lot of truth in the idea of this piece. As you mention, however, there is al limit to how many people you can (per position) select/field/captain. If those constraints were adequately modeled, using your cost over base method would make for the perfect optimization. I've seen this in other fantasy games (mainly in NBA with prices ranging from 0.5 to 5). The points per value are often greatest for the right cheaper ones. The true value of the expensive big hitters is the minimal 'team space' they claim to deliver their points per value, and of course the fact that you can't distribute the captaincy over a bunch of cheaps.

  14. Econ Man
      6 years, 9 months ago

      So my education is in economics and due to this and other posts, I have been thinking about how we should value players lately. It was always clear the relevant concept is opportunity cost: "the loss of potential gain from other alternatives when one alternative is chosen."

      So let's say you are interested in a 5.0 defender. You expect him to get 3.0 PPG, and for 4.5 you can get a defender with an expectation of 2.5 PPG. The oppotunity cost of the 3 PPG from the 5.0 defender, is 2.5 PPG and 0.5 million in the bank. So what do you get for that 0.5 million? It seems rather obvious and intuitive you get 0.5 PPG extra, or a 1 PPM return on the extra money spent.

      1. firetog
        • 7 Years
        6 years, 8 months ago

        I agree that is exactly what you should do. Once you have determined the value of each player you then need to compare the differences between the values of two player in one group and then compare that delta with the differences of two players in another group. This article was merely pointing out an alternative way to determine the initial value, but how to use those values was not covered.

    • Captain Roberto
      • 6 Years
      6 years, 9 months ago

      I find it very difficult to get my head around the ppm concept. I find all the stats great in principle but I see the game in much more of a gut instinct and player form view. Since the game mechanism incorporates a stock market that is fuelled by these two principles, of instinct and form, I think there needs to be more to it than just running numbers. But my highest finish is 390,550, so what do I know. :/

    • Jeremy Corbyn
      • Fantasy Football Scout Member
      • 7 Years
      6 years, 8 months ago

      The mathematics underlying this method is totally unsound.

      The reasoning is based on the assumption that a player's value can be calculated independently of the total budget left, which, forgive me, is nonsense. I explain why:

      Let's take the notion value seriously and fill the positions by values, as coming from the calculations. Try and do it yourself.
      We are going to end up with a lot of money in the bank and a really bad team.

      Although I acknowledge that value plays a role in budget allocation, the way to use it is much more subtle.

    • tm245
      • 12 Years
      6 years, 8 months ago

      Thanks for this article, I think it is important to explore value in a more nuanced way than simply points per million. And I also believe that timing was a bit challenging on this post as the start of the season was upon us.

      I do have to agree with many of the posters here about VORP as maybe a more accurate indicator than the sunk costs of completing a squad that you looked at here.

      Another issue is that for many of us, real replacement value doesn't come from a baseline of the minimum salary for that position, but rather from a much smaller group of players: those options whom we are actually likely to pick. I wonder if the baseline for attackers might need to start at something like 5.0/5.5m for midfielders, and 5.5/6.0m for forwards.

    • FoggyDew
      • 6 Years
      6 years, 8 months ago

      Kane or lukaku for captain today?

    • Caledon
      • Fantasy Football Scout Member
      • 6 Years
      6 years, 8 months ago

      First time poster - so I apologise if the logic for the above (which seems to be repeated in a couple of other posts and places) is based on something previously discussed.

      Surely this is like comparing cars - the key metric being akin to the total distance a car can travel on a tank of fuel. The above calculates the miles per gallon but ignores the size of the tank! If you get 1 ppm that's not necessarily worse than 1.5 ppm if the first player is 10m you will get 10 points - if the second player is 5m then you will only get 7.5 points.

      Or perhaps I'm missing something?

    • Caledon
      • Fantasy Football Scout Member
      • 6 Years
      6 years, 8 months ago

      Also this is the first website I've been on where the posts basically don't matter and people just essentially shout RMT! Why isn't there just a RMT channel or area?

    • nonaynever
      • 8 Years
      6 years, 8 months ago

      Very informative, TYVM. By reducing prices by 0.5, to negate the zero error causes a huge bias. I recalculated, reducing by 0.01. The Austin to Kane ratio becomes 1.37 to 0.83 - still leaning heavily towards Austin, but not by as much. Another example - Hennessy to Heaton (was 3.2 to 2.87 deducting -0.5) becomes 2.15 to 2.16 deduction 0.01 - almost the same, and actually just favouring Heaton.

      1. nonaynever
        • 8 Years
        6 years, 8 months ago

        (Yes, I'm a nerd)

    • Chidi LaLa
      • 8 Years
      6 years, 8 months ago

      Excellent arguments and counter-arguments.

    • Speculativefrom30
      • 9 Years
      6 years, 8 months ago

      What you are attempting to do is develop a rudimentary approach to solve a pretty complex combinatorial optimisation problem (e.g. travelling salesman). Often this is sensible because, with the number of combinations we're considering, a brute force algorithm would exceed the computing power of Excel or equivalent.

      But in this case we have millions of data points, i.e. players. All you need to do is look at the best players' teams over the course of a season. See for example the 14/15 season top 1k research on FPL Discovery.

      It's a few years old, but there's some valid conclusions to be made based on those top 1k teams in 14/15:
      - Goalkeepers aren't a particularly important driver of overall performance AND pick cheap ones (e.g. Krul in 14/15)
      - Defenders aren't particularly important either, but do require a more balanced approach, mixing premiums (e.g. Baines, Terry) and cheaper ones (e.g. van Aanholt)
      - Midfielders a huge driver of overall success, but driven by premiums and mid-priced, i.e. limited evidence of outperformance in 4.5-6.0 range
      - Forwards typically two premiums (e.g. Aguero, Costa) and one budget (e.g. Kane, Austin)
      - Pick the main man for a given team, i.e. stop seeking value by downgrading to more peripheral players
      - Transfers should be reserved for premium midfielders and premium strikers

    • Albrightondknight
      • Fantasy Football Scout Member
      • 8 Years
      6 years, 8 months ago

      Excellent stuff Firetog. Thanks for posting - weird to see how much of the 100 mil budget will actually have to play with. I might base next years team around some of the points raised here!

    • Mhands96
      • 6 Years
      6 years, 8 months ago

      Hey guys which is the better option?

      Iwobi and Jesus

      or

      rashford and mkhit

      (I already have lukaku)

      1. Eden ACCOUNT CLOSED
        • 8 Years
        6 years, 8 months ago

        Iwobi & Rashy rotation risks. Rethink?

        1. Mhands96
          • 6 Years
          6 years, 8 months ago

          thinking atsu instead?
          and maybe firmino?

    • Dokdok666
      • 9 Years
      6 years, 8 months ago

      I read and bookmarked this article when you published it and I keep returning to it. Thank you the excellent read