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Media Higher Level = Richer? - Results - Wealth:level Correlation

Discussion in 'Wynncraft' started by SilverMirror, Mar 7, 2017.

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  1. SilverMirror

    SilverMirror Retired IM HERO

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    Hi, last week I set off to tackle one of the game's running rumours, wealth distribution and its relation with player level, I'll try to break it down in to small parts for y'all to understand

    BUT FIRST LOOK AT THE AMAZING RESPONSES WE GET!


    Rationale
    Higher total level give player access to more content in grinding, questing and looting, as well as more time spent in game gives player a higher chance to obtain more valuable items*. While total level does not equal to the effort put in game, its just a simplified measurement and representation.

    *why not use total time spent on server?
    - total time spent on server is known to be bugged, although its speculated to be on a equal scale (more time listed = more time played although not exact), its not verified whether this is true or not, also I'm bad and forgot this is a good idea so just bare with me plz ;-;

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    Method

    A survey was conducted with 185 responses received with 165 valid results*, while I estimate wynncraft's active population to be around 2500 (1200 in weekend peak time so I double that) results collected only represent 6.7% of the population, its ok...ish. Results are then put in IBM SPSS for analysis, aka a fancy statistic software for plotting graphs and giving me a hard time doing homework.

    *invalid results due to trolls (yes quite a lot of trolls)

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    Results
    Median wealth is 172.5LE ~ 2.7 stacks, mean wealth is 444LE ~7 stacks. Wealth distribution is RIP but its not because of a lot of people are rich while a lot of people are poor, but instead most of the population have similar wealth with the exception of some rich fellows.

    There is a medium to large effect for wealth and level correlation, meaning level up in total levels does increase your wealth, but this effect is most significant under level 500.
    There will be a short summary at the end of each part.

    for those of you that do not fear the depths of statistics, oh boy, here we go.

    Part A. Wealth Distribution and Outliers
    - First step in conducting any statistical analysis is to remove any significant outlier. Outliers are samples that severely affect the mean value due to extreme score (too higher or too low), in this case they are known as ERP, Extremely Rich People.
    - From Figure 1 we can see all the dots and stars are outliers, and stars are significant outliers meaning they are very extreme scores, so they will be removed when calculating sample means and conclusion
    [​IMG]
    This is a box plot, the thick line almost at the bottom is the median wealth, and all the dots above the box plot is the outliers (ERP). Out of 165 samples, 11 of them are significant outliers.

    Secondary box plot is shown, there are another sets of outliers but since fundamental outliers are removed these are preserved.
    [​IMG]

    After removing outlier, a descriptive statistic analysis is conducted (outliers removed)
    [​IMG]
    Worth noting findings are Mean = 444 (SD = 610) with the Skewness of 9.32 (SE = .20) and Kurtosis of 6.75 (SE = .391), Median score is 173, I.Q. = 474.

    Summary to Part A
    There is a large wealth difference among the community, but not because of some are poor and some are rich, but instead most of the community concentrated on 172.5 LE ~3 stacks, 75% of population have less than 500LE ~7.8 Stacks.

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    Part B. Wealth and Level Correlation
    Wealth and level correlation is relatively easy to analyse
    [​IMG]
    From the scatterplot we can see that there is a line-of-best-fit of the increase in wealth along with the level, but most the effect is most significant under total level 500. This may be caused by lack of higher total level players participating in the survey, or this also reflect that most of the population are under 500 total level.

    A correlation analysis is then conducted
    [​IMG]
    r(164)=.372, p < .001
    Pearson's r shows that there is a medium to large effect (.372) in the wealth and level correlation. The p value is <.05 meaning the correlation is significant.

    Summary to Part B
    Theres a medium to large effect in wealth and level correlation, and its the most significant under total level 500.

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    THE END

    Ok after a ton of statistic mumbo jumbo I'm sure most of you guys don't know what I was on about, I'm expecting some memey comments below ¯\_(ツ)_/¯ but hey at least now you guys know more about wynncraft's wealth distribution and stuff (I used 3 hour just to write this thing ;-;)

    May or may not expand this analysis in the future if I have the time but I'm tired now lols
     
    Last edited: Mar 8, 2017
  2. Pokextreme

    Pokextreme Avos Air Archer HERO

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    Kewl
    (I found my Dot... and my number)
    Kek. I know how rich you are now
     
    Last edited: Mar 7, 2017
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  3. Mistrise Mystic

    Mistrise Mystic Surfing winds and chasing windfalls HERO

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    So, the basic summary is that there is a small correlation?

    Also, please dumb it down next time as most of us aren't statistics masters
     
    coolname2034 likes this.
  4. coolname2034

    coolname2034 Formerly known as NPCGrian HERO

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    WOW
    NICE DETAILED THING MAN
    SO IM RICH IN COMPARISON TO THE AVERAGE SURVEY TAKER?
    COOL
     
  5. orange0402

    orange0402 I got exposed by pyro VIP

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  6. captainganon

    captainganon God of k | Derpalope VIP+

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    Good god his is a lot of text to read



    who's star 35?
     
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  7. Mistrise Mystic

    Mistrise Mystic Surfing winds and chasing windfalls HERO

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    So there is a lot of correlation. Okay then
     
  8. Pyromanic

    Pyromanic Prism/Pyro#8570 on Discord CHAMPION

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    I wonder who 35, 31, and 68 are.
    I think I found my dot on the wealth/level correlation
     
  9. SilverMirror

    SilverMirror Retired IM HERO

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    Oh yeh btw sorry for not including you in the results coz you're too rich
    In fact I basically confirmed that you ARE, most likely, the richest person in the server :)
     
    Hero Cerebrum and captainganon like this.
  10. orange0402

    orange0402 I got exposed by pyro VIP

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    Hey look! I can't even find my spot on the chart because of how poor I am!
     
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  11. Dohdo

    Dohdo I'm back. Cancer in it's purest form.

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    THIS THREAD WAS HERE FOR 25 MINUTES AND HAS 7 LIKES










    TEACH ME YOUR WAYS
     
  12. XavierEXE

    XavierEXE ♪ Wynncraft's Composer and Ability Tree Lead ♫ ♪ Music Item Team CHAMPION

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    Hi.
     
  13. Pokextreme

    Pokextreme Avos Air Archer HERO

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    Hi.
     
  14. Thunder

    Thunder Chief Thunder HERO

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    I remember that I submitted 1010 Levels with the max amount of LE possible if I had a stack of LE in every slot in every class including the bank. Sad that it didn't make it in. (Or did it? o.o) xD
     
  15. Blizzardgale

    Blizzardgale Famous Adventurer VIP

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    Congrats,
    This is the first time statistics has been effectively used on Wynncraft.
    I thought I would never see the line of best fit on these forums, but it looks like anything can happen :3

    P.S. If anyone wants to know how Pearson's correlation works:
     
    Last edited: Mar 8, 2017
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  16. Glamazon_

    Glamazon_ *SCREAMS IN HOMOSEXUAL* VIP

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    im more confused then ever...
     
    SilverMirror likes this.
  17. Yuno F Gasai

    Yuno F Gasai Forum God, FW

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    can you dumb it down for me
     
  18. Timelapse

    Timelapse Just A Test, Please Ignore

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    TL;DR Wynn economy is shit
     
  19. Blizzardgale

    Blizzardgale Famous Adventurer VIP

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    There's a medium to large effect between wealth and level correlation, meaning that it's not 100% correlated, but a relationship is still present. This trend is also strongest when level number is under 500.

    That's basically the main point you need to understand from all this data.
    The rest is just math statistics that will probably confuse most people on Wynn haha
     
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  20. funnysillyman

    funnysillyman lil uzi fan VIP+ GM

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    the fuck does this mean?

    jkjk it's a good thread man, too bad I'm too dumb to understand what it means (I'm a C in maths)
     
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