Putting Accuracy Neal Hatch James Kuykendall 7/27/2006
Why is Putting Important? Approximately 70% of a round of golf is played within 100 yards of the green Par is the best score possible if a green is three putted The easiest way to lower a handicap is to improve putting “Drive for show, putt for dough” is an often used phrase to depict how important putting is to the game of golf
Is There a Significance? General Factor Interaction (Basically 2FI) Golfer Neal James Randall Jigg Grade Uphill Downhill Distance 6ft 12ft
Hypothesis Downhill putts are more difficult because speed cannot be used to force the ball to hold the line The further away from the hole the more difficult the putt Looking for interactions rather than generating a model for accuracy, hole out and lip out
Equipment / Materials Practice Putting Range (Auburn Links) 25’ Measuring Tape Medical Tape (Mark Distance) 3 Golf Clubs Jigg – Odyssey 2 Ball Neal – Odyssey 2 Ball Randall – Scotty Cameron James – Wilson
Experimental Method Putting Order Randomized Hole out was considered accuracy of zero Distance was measured from outside of hole to center of ball Design Expert software was used to show interaction
Procedure Following the randomized order, each putter attempts to the best of his ability to make the putt from varying distances and grade Accuracy (in), Lip out, and Hole out were recorded for each run
Assumptions All golfers will attempt to the best of their ability to make the putt rather than lag the ball close to the hole No effect of different clubs
Golfer - Neal Novice Never played a full game (18) Should stick to putt-putt
Golfer - James Absolutely terrible putter Is terrible at golf and should probably stop playing entirely
Golfer - Jigg Lifelong golfer Placed second in state senior year in high school By far best putter in group
Golfer - Randall Played golf for approximately seven years Excellent putter
Definition of Terms Outlier T – identify extraneous data Cook’s Distance – identify highly influential points ANOVA – Analysis of variables (variance) Box Cox – plot to help determine transformation
Determination of Significant Factors for the Group of Golfers
Strictly Interaction We will be focusing on strictly interactions between factors and the accuracy, hole out, and lip out No models were generated
ANOVA- Determination of Interaction of factors for Accuracy Response:Accuracy ANOVA for Selected Factorial Model Analysis of variance table [Partial sum of squares] Sum of MeanF SourceSquaresDFSquareValueProb > F Model Golfer very close Grade < significant Distance significant Golfer/Grade Golfer/Distance Distance/Grade ABC Pure Error Cor Total
Downhill putts at 6 and 12 feet for each golfer
Uphill 6 and 12 foot putts for each golfer
6 foot downhill and uphill putts for each golfer
12 foot downhill and uphill putts for each golfer
ANOVA-Determination of Interaction of factors for Hole out Response:Hole Out ANOVA for Selected Factorial Model Analysis of variance table [Partial sum of squares] Sum of MeanF SourceSquaresDFSquareValueProb > F Model Golfer significant Grade Distance Golfer/Grade significant Golfer/Distance Distance/Grade significant ABC Pure Error Cor Total
Comparison of number of hole outs
ANOVA- Determination of Interaction of factors for Lip out Response:Lip Out ANOVA for Selected Factorial Model Analysis of variance table [Partial sum of squares] Sum of MeanF SourceSquaresDFSquareValueProb > F Model Golfer Grade Distance Golfer/Grade Golfer/Distance Distance/Grade ABC Pure Error Cor Total
Lip outs cont. Golfer was determined to be a factor, although this is believed to stem from the fact that 2 golfers had 13 out of 15 lip outs Lip outs are thought to have no correlation from any of the factors we tested As Randall and Jigg were the better putters, there is a higher probability of their putts ending up near the hole
Analyzing Each Golfer James Neal Randall Jigg
Golfer - James
ANOVA - James Response: James' Accuracy ANOVA for Selected Factorial Model Analysis of variance table [Partial sum of squares] Sum of MeanF SourceSquaresDFSquareValueProb > F Model < significant Distance (A) Grade (B) < Distance and Grade (AB) Pure Error Cor Total Values of "Prob-F" less than 0.05 indicate model terms are significant
Time-Based Effects - James
Outlier T - James
Cook’s Distance - James
ANOVA - James Response: James' Hole Out ANOVA for Selected Factorial Model Analysis of variance table [Partial sum of squares] Sum of MeanF SourceSquaresDFSquareValueProb > F Model significant Distance (A) Grade (B) Distance and Grade (AB) Pure Error Cor Total Values of "Prob-F" less than 0.05 indicate model terms are significant
Significance Strong interaction of Grade and Distance on Accuracy for James Strong interaction of Grade and Distance on Hole Out for James No interaction of Grade and Distance on Lip Out for James
Golfer - Randall
ANOVA - Randall Response: Randall's Accuracy ANOVA for Selected Factorial Model Analysis of variance table [Partial sum of squares] Sum of MeanF SourceSquaresDFSquareValueProb > F Model significant Grade (B) Residual Lack of Fit not significant Pure Error Cor Total Values of "Prob-F" less than 0.05 indicate model terms are significant
Time-Based Effects - Randall
Outlier T - Randall
Cook’s Distance - Randall
ANOVA - Randall Response: Randall's Lip Out ANOVA for Selected Factorial Model Analysis of variance table [Partial sum of squares] Sum of MeanF SourceSquaresDFSquareValueProb > F Model significant Distance (A) Grade (B) Residual Lack of Fit not significant Pure Error Cor Total Values of "Prob-F" less than 0.05 indicate model terms are significant
Significance - Randall Strong interaction of Grade on Accuracy No interaction of Distance on Accuracy Slight interaction of Grade and Distance on Lip Out No significant interaction of Grade and Distance on Hole Out
Golfer - Jigg
Analysis - Jigg Percentage of Hole Outs 19/40 ~%50 accurate No statistical interaction of grade and distance on accuracy with high Hole Out percentage
Golfer - Neal
ANOVA – Accuracy Response: Neal's Accuracy ANOVA for Selected Factorial Model Log Transform Analysis of variance table [Partial sum of squares] Sum of MeanF SourceSquaresDFSquareValueProb > F Model not significant Distance (A) Grade (B) Grade and Distance (AB) Pure Error Cor Total Values of "Prob-F" less than 0.05 indicate model terms are significant
ANOVA - Hole Out Response: Neal's Hole Out ANOVA for Selected Factorial Model Analysis of variance table [Partial sum of squares] Sum of MeanF SourceSquaresDFSquareValueProb > F Model significant Distance (A) Grade (B) Distance and Grade (AB) Pure Error Cor Total Values of "Prob-F" less than 0.05 indicate model terms are significant
Significance Slight interaction of Distance / Grade (AB) on Accuracy Made high percentage of 12ft Downhill putts Strong interaction of Grade (B) and Distance / Grade (AB) but not Distance (A) on Hole Out No Lip Outs
Other Factors Effecting Putts Grass length Moisture Club type Grain – time of day
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