Difference between revisions of "Team Shooting Stars: Proposal"
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==<div style="background: #000000; padding: 13px; font-weight: bold; text-align:center; line-height: 0.3em; text-indent: 20px;font-size:26px; font-family:Britannic Bold"><font color= #ffffff> Project Description</font></div>== | ==<div style="background: #000000; padding: 13px; font-weight: bold; text-align:center; line-height: 0.3em; text-indent: 20px;font-size:26px; font-family:Britannic Bold"><font color= #ffffff> Project Description</font></div>== | ||
The aim of this project is to get deeper knowledge into the current trend in NBA and what makes a team succeed, so the questions we are going to answer are:<br/> | The aim of this project is to get deeper knowledge into the current trend in NBA and what makes a team succeed, so the questions we are going to answer are:<br/> | ||
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==<div style="background: #000000; padding: 13px; font-weight: bold; text-align:center; line-height: 0.3em; text-indent: 20px;font-size:26px; font-family:Britannic Bold"><font color= #ffffff> TOOLS </font></div>== | ==<div style="background: #000000; padding: 13px; font-weight: bold; text-align:center; line-height: 0.3em; text-indent: 20px;font-size:26px; font-family:Britannic Bold"><font color= #ffffff> TOOLS </font></div>== | ||
| − | + | Our team decided to use the following tools for analysis: | |
*# Tableau: | *# Tableau: | ||
*#* Treemap | *#* Treemap | ||
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==<div style="background: #000000; padding: 13px; font-weight: bold; text-align:center; line-height: 0.3em; text-indent: 20px;font-size:26px; font-family:Britannic Bold"><font color= #ffffff> PRIOR WORK & REFERENCES </font></div>== | ==<div style="background: #000000; padding: 13px; font-weight: bold; text-align:center; line-height: 0.3em; text-indent: 20px;font-size:26px; font-family:Britannic Bold"><font color= #ffffff> PRIOR WORK & REFERENCES </font></div>== | ||
| − | #Success Factors in NBA: | + | *#* Success Factors in NBA: |
| − | + | *# http://www.basketball-reference.com/about/factors.html | |
| − | #The length and success of NBA careers: | + | *#* The length and success of NBA careers: |
| − | + | *# Coates, Dennis; Oguntimein, Babatunde. International Journal of Sport Finance 5.1 (Feb 2010): 4-26. | |
| − | #Racial Discrimination among NBA referees: | + | *#* Racial Discrimination among NBA referees: |
| − | + | *# http://ww2.amstat.org//Chapters/boston/nessis07/presentation_material/Justin_Wolfers.pdf | |
Revision as of 16:01, 9 October 2016
Project Description
The aim of this project is to get deeper knowledge into the current trend in NBA and what makes a team succeed, so the questions we are going to answer are:
1. Is the role of centre becoming less and less important NBA?
2. Are 3-point-shooting teams more likely to win through the past ten years?
3. What is the most important quality of a championship team?
4. Is there a indicator of a player’s best performance in career?
5. What make 2011 Dallas mavericks and 1996 Houston Rockets win the championship?
Schedule
| Academic Studying Week | Task | Done By | Status | |||
| Week 7 | ||||||
| 1 | Brainstorm project topic and scope | Everyone | Completed | |||
| Week 8 | ||||||
| 1 | Formulate ideas | Everyone | Completed | |||
| 2 | Consulting Prof | Everyone | Completed | |||
| 3 | Deciding on tools/techniques to use | Everyone | Completed | |||
| 4 | Upload detail project proposal | Everyone | Completed
| |||
| Week 9 | ||||||
| 1 | Data preparation, consolidation, preprocessing and cleaning | Everyone | Not Completed | |||
| Week 10 | ||||||
| 1 | Update Wiki page | Everyone | Not Completed | |||
| 2 | Study Treemap | Not Completed | ||||
| 3 | Study Multi-Series Line Chart | Not Completed
| ||||
| Week 11 & 12 | ||||||
| 1 | Web App Developer | Everyone | Not Completed | |||
| Week 13 | ||||||
| 1 | Do poster, presentation preparation | Everyone | Not Completed | |||
| Week 14 | ||||||
| 1 | Presentation | Everyone | Not Completed | |||
| Week 15 | ||||||
| 1 | Submission of project poster | Everyone | Not Completed | |||
| 2 | Submission of final project paper and artifacts | Everyone | Not Completed | |||
| Week 16 | ||||||
| 1 | Visual Analytics Poster Night | Everyone | Not Completed | |||
TOOLS
Our team decided to use the following tools for analysis:
- Tableau:
- Treemap
- Sunburst Charts
- Parallel Plots
- QGIS:
- Geospatial Analysis: To see if there’s any correlation between
- JMP:
- Clustering Analysis
- Logistic Regression: The outcome of the analysis will usually be based on a success or failure of the game. Hence to do a regression analysis on factors for success of a game, we need to use logistic regression as the dependent variable is categorical in nature
- Time Series Analysis: Basketball Reference consists of 5 years’ worth of dataset. Thus it’s worth doing a time series analysis on player performance, team performance, change in player’s role and several other factors
- Tableau:
PRIOR WORK & REFERENCES
- Success Factors in NBA:
- http://www.basketball-reference.com/about/factors.html
- The length and success of NBA careers:
- Coates, Dennis; Oguntimein, Babatunde. International Journal of Sport Finance 5.1 (Feb 2010): 4-26.
- Racial Discrimination among NBA referees:
- http://ww2.amstat.org//Chapters/boston/nessis07/presentation_material/Justin_Wolfers.pdf
