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Sports management capstone projects
Undergraduate Sports Management capstone students worked with a community project partner, Sport Corp., to re-imagine the volunteer experience for Gen Z and college students to retain volunteers after they graduate and become working professionals. Students worked in small teams, and links are below to their completed projects.
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17 Sports Analytics Projects & Datasets (Beginner to Advanced)
Sports analytics is one of the fastest growing job segments in Big Data, having grown by 27% over the last decade, according to the Bureau of Labor Statistics.
Sports analysts use various techniques, including statistical and quantitative analysis and predictive forecasting, to make on-the-field and off-the-field decisions. The idea was popularized by Moneyball when the Oakland Athletics used analytics to propel the team to the playoffs.
Sports analytics jobs are highly competitive and require experience in the field. Completing a sports analytics project is one of the best ways to gain recognition and hands-on experience working with sports data and analysis. We’ve compiled some of the best sports analytics projects and datasets to help you practice, including:
- MLB Mlb Sports Analytics Projects
NBA Sports Analytics Projects
Fantasy sports analytics projects, general sports analytics projects, types of sports analytics projects.
Teams can use sports analytics data to perform a variety of analyses. However, the majority of sports data science projects fall into four categories:
1. Predicting outcomes - These projects use data to forecast player or team performance. These models are used to determine the spreads or the results of games. 2. Competitor valuation - These projects value the impact a player has or the strength of a team. 3. Identifying problem areas - These analytics projects determine areas where players or teams can improve. For example, you could analyze a team’s free throw percentage on wins to see the impact improving free throw percentage would have. 4. Analyzing the game - Finally, these projects assess trends in the game, studying strategies or style of play. For example, this NBA data analytics project examined whether the 2-for-1 play was worth it.
MLB Sports Analytics Projects
Almost all MLB baseball teams employ data scientists and statisticians to predict player performance and gain a competitive edge. Baseball analytics projects typically examine performance or gauge the valuation of a team or player. Here are some MLB analytics projects you can try:
1. Swish Analytics Take-Home: Pitch Predictions
This sports analytics take-home from Swish Analytics is more of a shorter data challenge. You’re provided with a table of the pitches from the 2011 MLB season and metadata. And your goal is to build a model to predict the probability of a fastball, slider, curveball, etc.
This take-home challenge requires about 3-5 hours to complete, and it’s used as part of the interview process at Swish Analytics. Ultimately, the challenge asks you to build and evaluate a model that could be used in a production environment, including data analysis, feature engineering, and code assembly.
2. Gauging When Players Peak
This guided baseball analytics project is excellent for beginners. Using MATLAB, the project walks you through importing baseball data, calculating batting statistics, creating visualizations, and analyzing player careers.
Thanks to the step-by-step tutorial, this project provides a solid introduction to MLB stats analysis, and you’ll be able to answer the questions: What defines a great MLB hitter? And at what point do great hitters peak in their careers? If you want to re-create the project, use data from Baseball-Reference .
3. HOF Analysis with Random Forests
Why do some MLB players make the Hall of Fame (HOF), while others miss the cut? Try this baseball analytics project to shed some light on the question.
Using data from the Lahman Baseball Database , this project uses regression analysis to determine the most significant markers of HOF players, which include All-Star Game appearances, games played, RBIs, and career home runs.
Another option: Apply the methods of this project to NBA or NFL players.
4. Predicting World Series Winners
This project comes from the Baseball Data Science blog, which attempts to answer a classic pre-season sports analytics question: Which team is most likely to win it all?
This project uses tree-based models to determine top teams, and after training, it proved reasonably successful. For example, of the Top 5 teams predicted to be World Series winners in 2020, four teams made deep playoff runs, with the No. 2 team (Dodgers, 25%) winning it all.
Another source: See FiveThirtyEight’s MLB ELO ratings and read about how their MLB predictions work.
5. Predicting Pitcher Saves
This project - which you can see in a step-by-step tutorial here - attempts to forecast which MLB pitcher will have the most saves at the beginning of the season.
Using BeautifulSoup to scrape Baseball-Reference data, the author, Ethan Feldman, starts with a simple regression model, which just used the previous season’s saves as the only feature.
Ultimately, the project does prove difficult as there is significant variability in the number of saves, making this an excellent project for further model testing and development.
There are numerous NBA sports analytics projects and questions you can explore. See the top NBA articles on Towards Data Science if you’re looking for inspiration. Or you can follow along with these basketball analytics projects and datasets and create your own:
6. Predicting NBA MVPs
Predicting player performance is a common subject of sports analytics projects, and this one attempts to use machine learning to determine the most likely player to win the MVP award.
You can follow a tutorial , which will show you how to import data and apply various machine learning models, including linear regression, random forests, and XGBoost.
The models presented in this tutorial correctly predicted the 2021-22 MVP winner Nikola Jokic and the other Top 3 spots (however, the No. 3 prediction was No. 2 in the actual MVP race).
7. NBA Draft Success Analysis
Drafting NBA players is an inexact science; however, some NBA franchises are more successful than others. For example, the Sacramento Kings have a poor draft record, one reason the franchise has missed the playoffs for 16 consecutive seasons.
This tutorial walks you through determining draft rankings based on player performance, draft position, and other factors.
8. Predicting Double-Doubles
Predicting a double-double based on the number of games played by a player, the number of games played in a season, and other variables is challenging. But this project attempts to predict if one player, Nikola Vučević, will score a double-double in any game.
You can follow this tutorial to build a regression model in R to make such a prediction. Ultimately, the model correctly predicts double-doubles 61% of the time. Enrich the dataset and see if you can improve the model’s accuracy.
9. Simulating NBA Games in Python
This tutorial from Ken Jee evaluates win probability in games based on team points scored and team points against.
You’ll find a variety of sports analytics datasets on Jee’s site you can use. One option: This straightforward model uses only the team’s historical average. That’s why it’s an excellent project for beginners.
If you wanted to take this project further, you could incorporate historical player data to enrich the model.
Fantasy Sports can use data science to give your team a competitive advantage. In particular, most fantasy sports analytics projects look at the line-up and draft optimization, as well as predicting player performance. Here are some projects to try to improve your fantasy sports teams:
10. DraftKings Data Analytics Take-Home
Although this isn’t a project per se, DraftKings analytics take-home will help you practice skills and prepare for a sports analytics interview. We broke this data down into three parts.
1. Data Sense Test - Describe what you see in the chart above.
2. SQL Challenge - Writing queries to pull fantasy sports metrics.
3. Python Challenge - A quick test of your applied programming skills.
Many analyst roles at fantasy sports companies require take-homes like this. However, this is also a short SQL and sports analytics practice assignment.
11. Optimizing Your Fantasy Line-Up
Here’s an approach to daily fantasy football strategy. Build a model to value players based on a “cost per point” metric. This model valuates players by their predicted points divided by their latest salary cost.
However, the next step is determining the optimal line-up, and the author walks through two options: Random Walk or Integer Linear Programming to select the best line-up combination for your team.
Here’s another look at using Linear Programming for fantasy football optimization.
12. Winning English Premier League Fantasy
Bias and player favoritism affect team performance in English Premier League fantasy. Players tend to pick their favorites, and not necessarily footballers with the best ROI.
This tutorial shows you how to build an algorithm in Python to pick the best team , consisting of players with the best ROI.
13. Forecasting Performance Based on Defense
Does the strength of a defense affect a player’s performance in NFL fantasy football?
This fantasy football project found a slight correlation, e.g., when a player plays against a better defense, their production tends to decrease.
Another option: You can take this further and gauge performance against individual defensive players. For example, you could determine wide receiver performance against a top cornerback or quarterback performance against a leading pass rusher.
There’s an endless variety of sports analytics projects you can try. Here are some ideas for performing geographic clustering, predictions with random forests, and creating play-by-play visualizations with NFL data.
14. Realigning Divisions with Machine Learning
Professional sports teams are put into divisions that aren’t always geographically efficient. For example, the Dallas Cowboys play in the NFC East and New York, Pennsylvania, and Washington, DC teams. Using a clustering algorithm, you can build a model to realign teams based on geographic distance.
This tutorial shows you how to use a K-means algorithm to minimize travel distance between teams. Ultimately, you can apply this technique to various geographic clustering problems.
15. Plotting NFL Play-by-Play Data in Python
Check out this tutorial using the Python package nfl_data_py to ingest NFL play-by-play data to build visualizations.
The tutorial walks you through plotting passing yards by quarterbacks throughout the 2021-22 NFL season. However, you can adapt this project to perform a variety of analyses.
You’ll find some ideas for questions you can analyze in NFL data analytics projects , like how defensive statistics affect points allowed or how quarterback play has changed historically.
16. Predicting World Cup Game Winners
With the 2022 World Cup right around the corner, this sports machine learning project is super relevant. In 2018, researchers tested three models for predicting World Cup winners : Poisson regression, random forest, and ranking methods.
Using a random forest model, they simulated the World Cup 100,000 times, using FIFA rating, average team age, and player ability as essential variables. The model performed moderately well, predicting 11 of the Round of 16 teams correctly.
The model predicted Germany would win it all; however, Germany lost in the Group Stage. Also, check out this article on simulating the 2022 World Cup for more ideas.
17. How Golf Drives Affect Scoring
What’s the better approach: Long drives that are crooked or shorter, more accurate drives? Ken Jee looked at this question to see which method strongly affected points. See his video for more explanation about this project .
More Data Analytics Projects to Try
Suppose you’re looking for more projects to build your data science portfolio and present your data science project ; look at our list of data analytics projects , which feature more general tasks. You might also try a data science project from our list of 30 ideas and datasets or a Python data science project .
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The Best 150 Capstone Project Topic Ideas
10 May 2022
❔What is a Capstone Project?
Capstone Project Ideas:
- 💾Computer Science
- 🎒High School Education
- 💻Information Technology
✅Capstone Writing: 10 Steps
The long path of research works ahead, and you can’t find any capstone project ideas that would be interesting and innovative? The task can seem even more challenging for you to feel all the responsibility of this first step. The top 150 capstone ideas presented below aim to make a choice not so effort-consuming.
With the list of the capstone project topics we've picked for you, you'll be covered in major subjects. Continue reading, and you'll get ideas for capstone projects in information technology, nursing, psychology, marketing, management, and more.
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What is a Capstone Project?
Educational institutions use the capstone project to evaluate your understanding of the course on various parameters. For the students, the work on the project gives an excellent opportunity to demonstrate their presentation, problem-solving and soft skills. Capstone projects are normally used in the curriculum of colleges and schools. Also called a senior exhibition or a culminating project, these assignments are given to finish the academic course.
This assignment has several different objectives, among which are the following:
- to encourage independent planning,
- to learn to meet up deadlines,
- to practice a detailed analysis,
- to work in teams.
It's not that easy to pick the right capstone paper topic. The problem intensifies as each student or separate teams have to work on a single assignment which has to be unique. The best capstone project ideas may possibly run out. However, whatever topic you opt for, you’d better start your preparation and research on the subject as early as possible.
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Amazing Capstone Project Ideas for Nursing Course
Studying nursing is challenging, as it requires a prominent theoretical foundation and is fully practical at the same time. You should have to do thorough research and provide evidence for your ideas, but what to start with? The preparation for your capstone project in nursing won’t be so overwhelming if you make use of these capstone title ideas:
- Innovation and Improvement in Nursing
- Vaccination Chart Creation
- The Role of Nurses in Today's Society
- Shortage in Nursing and Its Effects on Healthcare
- Evidential Practices and Their Promotion in Nursing
- Global Changes in the Approach to Vaccination
- Top Emergency Practices
- Preventive Interventions for ADHD
- Quality of Nursing and Hospital Personnel Shifts: The Interrelation
- Ways to Prevent Sexually Transmitted Diseases
- Brand New Approaches in Diagnostics in the Nursing Field
- Diabetes Mellitus in Young Adults: Prevention and Treatment
- Healthcare in Ambulances: Methods of Improvement
- Postpartum Depression Therapy
- The Ways to Carry a Healthy Baby
Attractive Computer Science Capstone Project Ideas
Computer science is so rapidly developing that you might easily get lost in the new trends in the sphere. Gaming and internet security, machine learning and computer forensics, artificial intelligence, and database development – you first have to settle down on something. Check the topics for the capstone project examples below to pick one. Decide how deeply you will research the topic and define how wide or narrow the sphere of your investigation will be.
- Cybersecurity: Threats and Elimination Ways
- Data Mining in Commerce: Its Role and Perspectives
- Programming Languages Evolution
- Social Media Usage: How Safe It Is?
- Classification of Images
- Implementation of Artificial Intelligence in Insurance Cost Prediction
- Key Security Concerns of Internet Banking
- SaaS Technologies of the Modern Time
- Evolvement of Mobile Gaming and Mobile Gambling
- The Role of Cloud Computing and IoT in Modern Times
- Chatbots and Their Role in Modern Customer Support
- Computer Learning Hits and Misses
- Digitalization of Education
- Artificial Intelligence in Education: Perspectives
- Software Quality Control: Top Modern Practices
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Several High School Education Capstone Project Ideas for Inspiration
High school education is a transit point in professional education and the most valuable period for personal soft skills development. No wonder that the list of capstone project ideas in high school education involves rather various topics. They may range from local startup analysis and engineer’s career path to bullying problems. It’s up to you to use the chosen statement as the ready capstone project title or just an idea for future development.
- A Small Enterprise Business Plan
- Advantages and Disadvantages of Virtual Learning in Schools
- Space Tourism: The Start and Development
- Pros and Cons of Uniforms and Dress Codes
- What is Cyberbullying and How to Reduce It
- Becoming a Doctor: Find Your Way
- Career in Sports: Pros and Cons
- How to Eliminate the Risks of Peer Pressure
- Ensuring Better Behaviours in Classroom
- Cutting-Edge Technologies: NASA versus SpaceX
- The Reverse Side of Shyness
- Stress in High School and the Ways to Minimize It
- How to Bring Up a Leader
- Outdated Education Practices
- Learning Disabilities: What to Pay Attention to in Children’s Development
Capstone Project Topics in Information Technology – Search for Your Best
Information technology is a separate area developed on the basis of computer science, and it might be challenging to capture the differences between them. If you hesitate about what to start with – use the following topics for capstone project as the starting point for your capstone research topics.
- Types of Databases in Information Systems
- Voice Recognition Technology and Its Benefits
- The Perspectives of Cloud Computing
- Security Issues of VPN Usage
- Censorship in Internet Worldwide
- Problems of Safe and Secure Internet Environment
- The Cryptocurrency Market: What Are the Development Paths?
- Analytics in the Oil and Gas Industry: The Benefits of Big Data Utilization
- Procedures, Strengths and Weaknesses in Data Mining
- Networking Protocols: Safety Evaluation
- Implementation of Smart Systems in Parking
- Workplace Agile Methodology
- Manual Testing vs. Automated Testing
- Programming Algorithms and the Differences Between Them
- Strengths and Weaknesses of Cybersecurity
Psychology Capstone Project Ideas
Society shows increasing attention to mental health. The range of issues that influence human psychology is vast, and the choice may be difficult. You’ll find simple capstone project ideas to settle on in the following list.
- The Impact of Abortion on Mental Health
- Bipolar Disorder and Its Overall Effects on the Life Quality
- How Gender Influences Depression
- Inherited and Environmental Effects on Hyperactive Children
- The Impact of Culture on Psychology
- How Sleep Quality Influences the Work Performance
- Long- and Short-Term Memory: The Comparison
- Studying Schizophrenia
- Terrorist’s Psychology: Comprehension and Treatment
- The Reasons for Suicidal Behaviour
- Aggression in Movies and Games and Its Effects on Teenagers
- Military Psychology: Its Methods and Outcomes
- The Reasons for Criminal Behavior: A Psychology Perspective
- Psychological Assessment of Juvenile Sex Offenders
- Do Colours Affect The Brain?
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Capstone Project Ideas for Management Course
Studying management means dealing with the most varied spheres of life, problem-solving in different business areas, and evaluating risks. The challenge starts when you select the appropriate topic for your capstone project. Let the following list help you come up with your ideas.
- Innovative Approaches in Management in Different Industries
- Analyzing Hotels Customer Service
- Project Manager: Profile Evaluation
- Crisis Management in Small Business Enterprises
- Interrelation Between Corporate Strategies and Their Capital Structures
- How to Develop an Efficient Corporate Strategy
- The Reasons For Under-Representation of Managing Women
- Ways to Create a Powerful Public Relations Strategy
- The Increasing Role of Technology in Management
- Fresh Trends in E-Commerce Management
- Political Campaigns Project Management
- The Risk Management Importance
- Key Principles in the Management of Supply Chains
- Relations with Suppliers in Business Management
- Business Management: Globalization Impact
Capstone Project Ideas for Your Marketing Course
Marketing aims to make the business attractive to the customer and client-oriented. The variety of easy capstone project ideas below gives you the start for your research work.
- How to Maximize Customer Engagement
- Real Businesses Top Content Strategies
- Creation of Brand Awareness in Online Environments
- The Efficiency of Blogs in Traffic Generation
- Marketing Strategies in B2B and B2C
- Marketing and Globalization
- Traditional Marketing and Online Marketing: Distinguishing Features
- How Loyalty Programs Influence Customers
- The Principles of E-Commerce Marketing
- Brand Value Building Strategies
- Personnel Metrics in Marketing
- Social Media as Marketing Tools
- Advertising Campaigns: The Importance of Jingles
- How to Improve Marketing Channels
- Habitual Buying Behaviours of Customers
Best Capstone Engineering Project Ideas
It’s difficult to find a more varied discipline than engineering. If you study it – you already know your specialization and occupational interest, but the list of ideas below can be helpful.
- How to Make a Self-Flying Robot
- How to Make Robotic Arm
- Biomass Fuelled Water Heater
- Geological Data: Transmission and Storage
- Uphill Wheelchairs: The Use and Development
- Types of Pollution Monitoring Systems
- Operation Principles of Solar Panels
- Developing a Playground for Children with Disabilities
- The Car with a Remote-Control
- Self-Driving Cars: Future or Fantasy?
- The Perspectives of Stair-Climbing Wheelchair
- Mechanisms of Motorized Chains
- How to Build a Car Engine
- Electric Vehicles are Environment-Friendly: Myth or Reality?
- The Use of Engineering Advancements in Agriculture
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Capstone Project Ideas for MBA
Here you might read some senior capstone project ideas to help you with your MBA assignment.
- Management Strategies for Developing Countries Businesses
- New App Market Analysis
- Corporate Downsizing and the Following Re-Organization
- How to Make a Business Plan for a Start-Up
- Relationships with Stakeholders
- Small Teams: Culture and Conflict
- Organization Managing Diversity
- What to Pay Attention to in Business Outsourcing
- Business Management and Globalization
- The Most Recent HR Management Principles
- Dealing with Conflicts in Large Companies
- Culturally Differentiated Approaches in Management
- Ethical Principles in Top-Tier Management
- Corporate Strategy Design
- Risk Management and Large Businesses
Capstone Project Ideas for an Accounting Course
Try these ideas for your Capstone Project in Accounting – and get the best result possible.
- How Popular Accounting Theories Developed
- Fixed Assets Accounting System
- Accounting Principles in Information Systems
- Interrelation Between Accounting and Ethical Decision-Making
- Ways to Minimize a Company’s Tax Liabilities
- Tax Evasion and Accounting: Key Principles
- Auditing Firm Accounting Procedures
- A New Accounting Theory Development
- Accounting Software
- Top Three World Recessions
- Accounting Methods in Proprietorship
- Accounting Standards Globally and Locally
- Personal Finance and the Recession Effect
- Company Accounting: Managerial Principles and Functions
- Payroll Management Systems
Capstone Writing: 10 Essential Steps
Be it a senior capstone project of a high school pupil or the one for college, you follow these ten steps. This will ensure you’ll create a powerful capstone paper in the outcome and get the best grade:
- One of the tips to choose a topic that your professors would be interested in is picking a subject in the course of your classes. Make notes during the term and you will definitely encounter an appropriate topic.
- Opt for a precise topic rather than a general one. This concerns especially business subjects.
- Have your capstone project topic approved by your professor.
- Conduct a thorough information search before developing a structure.
- Don’t hesitate to do surveys; they can provide extra points.
- Schedule your time correctly, ensuring a large enough time gap for unpredictable needs.
- Never avoid proofreading – this is the last but not least step before submission.
- Stick up to the topic and logical structure of your work.
- Get prepared to present your project to the audience, learn all the essential points, and stay confident.
- Accept feedback open-mindedly from your teacher as well as your peers.
Preparation of a powerful capstone project involves both selection of an exciting topic and its in-depth examination. If you are interested in the topic, you'll be able to demonstrate to your professor a deep insight into the subject. The lists of ideas above will inspire you and prepare you for the successful completion of your project. Don’t hesitate to try them now!
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Sports management capstone projects Undergraduate Sports Management capstone students worked with a community project partner, Sport Corp., to re-imagine the volunteer experience for Gen Z and college students to retain volunteers after they graduate and become working professionals.
a Workout: A BAAS Capstone Create a 5-section poster on exercise motivational techniques based on best practices as defined by President's Council on Sports, Fitness & Nutrition PCSFN. Texas State University Campus Recreation Center How to Effectively Promote the Benefits of the Texas State Student Recreation Center Produce a 5-marketing
Have you been looking for examples of Sports Capstone projects for a long time? Choose and download a suitable example or order help in Sports capstone writing with a discount!
The top 150 capstone ideas presented below aim to make a choice not so effort-consuming. With the list of the capstone project topics we've picked for you, you'll be covered in major subjects. Continue reading, and you'll get ideas for capstone projects in information technology, nursing, psychology, marketing, management, and more.