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    Business Analytics Presentation

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    Diksha Lath
    The document presents a linear regression model that determines the factors influencing the overall rating of FIFA goalkeepers. It analyzes data on goalkeepers from different countries and clubs registered with FIFA. The dependent variable is overall rating, and the independent variables are long passing, vision, diving, handling, kicking, positioning, and reflexes. The model finds that these skills collectively explain 99% of the variation in overall ratings. Specifically, increases in diving, handling, kicking, positioning, and reflexes each correspond to an increase in overall rating, while increases in vision and long passing also have a small positive effect.

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    Business Analytics Presentation

    Uploaded by

    Diksha Lath
    64 views11 pages
    The document presents a linear regression model that determines the factors influencing the overall rating of FIFA goalkeepers. It analyzes data on goalkeepers from different countries and clubs registered with FIFA. The dependent variable is overall rating, and the independent variables are long passing, vision, diving, handling, kicking, positioning, and reflexes. The model finds that these skills collectively explain 99% of the variation in overall ratings. Specifically, increases in diving, handling, kicking, positioning, and reflexes each correspond to an increase in overall rating, while increases in vision and long passing also have a small positive effect.

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    BA PPT.pptx

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    The document presents a linear regression model that determines the factors influencing the overall rating of FIFA goalkeepers. It analyzes data on goalkeepers from different countries and clubs registered with FIFA. The dependent variable is overall rating, and the independent variables are long passing, vision, diving, handling, kicking, positioning, and reflexes. The model finds that these skills collectively explain 99% of the variation in overall ratings. Specifically, increases in diving, handling, kicking, positioning, and reflexes each correspond to an increase in overall rating, while increases in vision and long passing also have a small positive effect.

    Copyright:

    © All Rights Reserved
    Download as PPTX, PDF, TXT or read online from Scribd
    Download as pptx, pdf, or txt
    64 views11 pages

    Business Analytics Presentation

    Uploaded by

    Diksha Lath
    The document presents a linear regression model that determines the factors influencing the overall rating of FIFA goalkeepers. It analyzes data on goalkeepers from different countries and clubs registered with FIFA. The dependent variable is overall rating, and the independent variables are long passing, vision, diving, handling, kicking, positioning, and reflexes. The model finds that these skills collectively explain 99% of the variation in overall ratings. Specifically, increases in diving, handling, kicking, positioning, and reflexes each correspond to an increase in overall rating, while increases in vision and long passing also have a small positive effect.

    Copyright:

    © All Rights Reserved
    Download as PPTX, PDF, TXT or read online from Scribd
    Download as pptx, pdf, or txt
    of 11

    BUSINESS ANALYTICS PRESENTATION

    PRESENTATION BY:
    Abhinav Chaudhary-19PGDM-BHU002
    Amal Jain-19PGDM-BHU007
    Ayush Anshuman Mishra-19PGDM-BHU015
    Nadeem Akhter- 19PGDM-BHU040
    Sudhanshu Ranjan Chandra-19PGDM-BHU073
    INTRODUCTION
    The data that we have collected here is that of the
    various goalkeepers from different countries and
    football clubs who are registered with FIFA (The
    Fédération Internationale de Football Association).
    Data source is Keggle.com

    RESEARCH PROBLEM
    To determine the factors influencing the Overall Rating
    of a FIFA goalkeeper and the pattern in which they
    affect.
    Variables
    Dependent Variable
    Dependent variable is a variable (often denoted by y ) whose value depends on that of another.

    We have taken “Overall” as the Dependent Variable.

    Independent Variable
    Independent variable is a variable (often denoted by x ) whose variation does not depend on that of another.

    The Independent Variables are LongPassing, Vision, GKDiving, GKHandling, GKKicking, GKPositioning and GKReflexes.

    Independent Variables
    # Variables 7
    Scale Variables LongPassing Vision GKDiving GKHandling GKKicking GKPositioning GKReflexes
    Categorical Variables  - -  -  -  -  -  - 
    Output Variable Overall
    Analytical Model
    Model
    The model that we have used for our data analysis is Linear Regression Model.

    ANOVA
    The P-Value is 0.00 (from the ANOVA table). Thus, we can say that our model is fit.

    Source DF SS MS F-Statistic P-Value


    Regression 7 68322.87969 9760.411385 18396.99363 0.00
    Error 1207 640.366398 0.530543826 N/A N/A
    Total 1214 68963.24609 56.80662775 N/A N/A
    Place Your Picture Here And Send To Back

    Training: Prediction Summary Validation: Prediction Summary


    Metric Value
    Metric Value
    SSE 442.1799
    SSE 640.3664
    MSE 0.527051 MSE 0.545901

    RMSE 0.725982 RMSE 0.738851

    MAD 0.573435 MAD 0.577541

    R2 0.990714 R2 0.990746

    R2 value for Training Data is 0.9907 R2 value for Validation Data is 0.990746

    This means that 99.07% variation in Dependent Variable This means that 99.07% variation in Dependent Variable
    (Goalkeeper Overall Rating) is explained by Independent (Goalkeeper Overall Rating) is explained by Independent
    Variable. Variable.
    Co-Efficients

    INCLUDED VARIABLES Intercept is always included irrespective of the P-

    CO-EFFICIENTS VALUES P-VALUE INCLUDED 01 Value.

    Intercept -0.308 0.12 YES


    LongPassing 0.002 0.37 YES
    All variables will be included in the model even if
    Vision
    GKDiving
    0.005
    0.242
    0.01
    0.00
    YES
    YES 02 P-Value is less than the significance i.e. 0.05
    because it is analytical study.
    GKHandling 0.237 0.00 YES
    GKKicking 0.048 0.00 YES
    Variables included are Vision, LongPassing,
    GKPositioning
    GKReflexes
    0.231
    0.247
    0.00
    0.00
    YES
    YES 03 GKDiving, GKHandling, GKKicking,
    GKPositioning and GKReflexes.
    LINEAR REGRESSION
    Infographic MODEL
    Style

    Player Overall Rating = -0.308 + 0.005(Vision) +


    0.002(LongPassing) + 0.242(GKDiving) +
    0.237(GKHandling) + 0.048(GKKicking) +
    0.231(GKPositioning) + 0.247(GKReflexes)
    INTERPRETATION
    Interpretation
    GKDiving
    If GKDiving increases by 1, then
    1 Vision
    If Vision increases by 1, then Goalkeeper

    2
    Goalkeeper Overall Rating increases by Overall Rating increases by 0.005
    0.242

    GKKicking
    If GKKicking increases by 1, then Goalkeeper 3 GKHandling
    If GKHandling increases by 1, then Goalkeeper

    4
    Overall Rating increases by 0.048 Overall Rating increases by 0.237

    GKReflexes
    If GKReflexes increases by 1, then Goalkeeper 5 GKPositioning
    If GKPositioning increases by 1, then

    6
    Overall Rating increases by 0.247 Goalkeeper Overall Rating increases by 0.231

    7
    LongPassing
    If LongPasitioning increases by 1, then
    Goalkeeper Overall Rating increases by 0.002
    Place Your Picture Here And Send To Back

    Fully Grown Tree


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    Best Prune Tree


    Infographic Style

    THANK
    YOU

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