90+ Statistics Project Ideas That’ll Make Your Data Spark in 2025

Statistics and data are everywhere, whether it's tracking your Spotify listening habits, predicting your next binge-worthy Netflix series, or even figuring out the best time to post on TikTok for max engagement. 

But let’s be real, finding the right statistic project ideas isn’t always easy. You need a topic that’s data-driven, interesting, and not a total nightmare to execute. A bad project idea means endless frustration, confusing datasets, and, worst of all, a yawning professor who’s ready to mark you down for being boring.

That’s where we come in. We’ve put together a list of statistics project ideas for college students that are fresh and guaranteed to impress. Whether you need an easy project to survive the semester or an advanced topic that’ll make your professor do a double take, let’s find the perfect project for you!

And if you’re not a fan of numbers, let an expert handle the calculations while you focus on writing. Try this essay writing service for you for a professional touch on your statistics project.

What is Statistics Project

A statistics project is the process of using data to answer a research question, applying statistical methods, and presenting findings in a structured report. These projects transform raw numbers into valuable insights, making complex information easier to understand and apply.

A strong statistics project involves:

• Collecting and analyzing data – Surveys, experiments, or datasets that help find patterns and trends.
• Using statistical methods – Probability, regression, or hypothesis testing to explain the numbers.

These projects matter because they teach real, useful skills. Businesses use stats to track trends, doctors use them to study diseases, and sports teams use them to improve performance. This guide covers stats project ideas for every level: beginner, intermediate, and advanced, including AP statistics project ideas for those up for a challenge.

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How to Find the Right Statistics Project Topics

Picking a topic for your statistics project can feel like a headache, but getting it right makes everything easier. A bad topic leads to messy data and a project you just want to be over with. A good one keeps you engaged and gives you results that actually make sense. Here’s the steps to choosing a statistics project topic that works.

Step 1: Start with What Interests You

The best topics are the ones you actually care about. If you’re into sports, analyze game stats or athlete performance. Love music? Look at how streaming trends have changed over time. Studying psychology? Run a survey on study habits and stress levels.

• Use your hobbies – Cooking, fitness, gaming, social media (anything with numbers works).
• Stick to your major – Business students can analyze stock trends, while environmental science majors can study climate patterns.

When you're genuinely interested in a topic, gathering data and running the analysis doesn’t feel like a chore.

Step 2: Make Sure There’s Data Available

A great topic means nothing if you can’t find the data to back it up. Some ideas sound amazing until you realize the information isn’t public or would take months to collect. Before committing, check if reliable data exists.

• Look at public datasets – Websites like Kaggle, data.gov, or UCI Machine Learning Repository offer free, real-world data.
• Conduct your own survey – If data doesn’t exist, create a Google Form and collect responses yourself.

Picking a topic with easily accessible data saves time and avoids dead ends later.

Step 3: Match the Topic to Your Skill Level

Not all ideas for statistics project work are built the same. Some require basic calculations, while others need complex analysis. Choose a topic that challenges you without overwhelming you.

• Beginner-friendly – Surveys, averages, and simple comparisons (e.g., most popular fast-food chains among students).
• Intermediate – Hypothesis testing, correlation analysis, or ANOVA (e.g., relationship between caffeine intake and test scores).
• Advanced – Machine learning, predictive modeling, or Bayesian statistics (e.g., forecasting stock market trends).

Some statistics projects require serious math skills. If complex equations aren’t your thing, you can always get help from our 'do my math hw for me’ service.

Step 4: Narrow It Down

A broad topic will make your life miserable. Instead of "Social Media Trends," go with "Instagram Engagement Rates by Time of Day." Instead of "Sports Analytics," focus on "Home Advantage in NBA Games."

Statistics Project Ideas: The List

The good news is there are tons of interesting topics out there. Whether you're into sports, social trends, business, or psychology, there's a project that fits. Here’s a list of ideas to get you started.

Statistics Project Ideas High School

1. Which music genre is the most popular among different age groups?
2. Do students spend more time on social media or streaming platforms?
3. How does video game playtime compare between weekdays and weekends?
4. Which social media platform has the most active engagement among teens?
5. How does smartphone screen time affect students’ bedtime habits?

6. What percentage of students eat breakfast daily, and does it change by grade level?
7. How much money do high schoolers spend on snacks per week?
8. What’s the most popular fast-food chain among students, and why?
9. Do students who pack lunch eat healthier than those who buy from the cafeteria?
10. How does caffeine consumption vary among students in different grades?

11. Are students who play sports more likely to complete their homework on time?
12. What’s the most common reason students skip P.E. class?
13. Do students who walk or bike to school get more daily exercise than those who drive?
14. How does participation in sports affect students' sleep schedules?
15. What’s the most common type of exercise among teenagers?

16. Which study method — flashcards, rereading, or practice quizzes — helps students remember information best?
17. Do students with part-time jobs report higher or lower stress levels?
18. How do students’ sleep habits change during exam weeks?
19. What’s the average time students spend on homework per night?
20. Do students who use planners have better grades than those who don’t?

Statistics Project Ideas for College Students

1. How do seasonal discounts affect consumer spending habits?
2. Do small businesses that use social media marketing see higher sales?
3. Which industries have the highest employee turnover rates, and why?
4. What factors contribute to successful crowdfunding campaigns on Kickstarter?
5. How do inflation rates impact grocery shopping habits over time?

6. Do fitness tracker users exercise more consistently than non-users?
7. Is there a relationship between caffeine consumption and sleep quality?
8. What percentage of people stick to their New Year's fitness resolutions after six months?
9. Are plant-based diets more cost-effective than meat-based diets?
10. How does daily water intake vary across different age groups?

11. Which smartphone brand has the most loyal customers, based on repurchase trends?
12. Do people spend more time on streaming services than traditional TV?
13. How do Google search trends reflect public interest in major news events?
14. What percentage of online reviews are actually read before a purchase is made?
15. Does the number of Instagram followers impact engagement levels on posts?

16. Do crime rates increase during economic recessions?
17. How do public transportation usage patterns change based on gas prices?
18. Are there statistical differences in voting behaviors between urban and rural areas?
19. How does social media usage correlate with mental health trends?
20. What factors influence people's willingness to donate to charities?

If you're tackling a capstone project, it needs strong data and a well-structured argument. These good capstone project ideas give you research-worthy topics to build on.

AP Statistics Project Ideas

1. Do certain types of music increase productivity more than others?
2. Is there a statistical link between screen time and eye strain symptoms?
3. What’s the most common factor in determining housing prices?
4. Do food delivery services increase unhealthy eating habits?
5. Is there a connection between air pollution levels and respiratory illnesses?
6. How do gas prices affect public transportation usage in different regions?
7. Does the stock market follow predictable patterns based on past performance?
8. What’s the relationship between fast food advertising and consumer spending?
9. How much does weather impact restaurant foot traffic?
10. Are crime rates lower in cities with more streetlights and security cameras?
11. Does social media engagement increase during major world events?
12. Is there a correlation between coffee prices and sales trends?
13. Do grocery store layouts influence customer buying behavior?
14. Are certain dog breeds more likely to be adopted from shelters?
15. How do different marketing strategies impact product sales?
16. Do electric vehicles save money in the long run compared to gas-powered cars?
17. What factors make a YouTube video go viral?
18. Are movie ratings on IMDb influenced more by professional critics or audience scores?
19. Do people tip more at restaurants with friendly service or faster service?
20. How much do major sporting events affect local business revenue?

Tech, science, and statistics go hand in hand. These STEM topics are packed with data-heavy ideas perfect for a research project.

Easy Statistics Project Ideas

1. How many times do people hit snooze before getting out of bed?
2. What’s the most forgotten grocery item?
3. How long does it take people to finish a meal, and does it change based on what they’re eating?
4. What’s the busiest time at a local coffee shop?
5. How many people actually fold their laundry right after taking it out of the dryer?
6. Which potato chip flavor disappears the fastest from store shelves?
7. Do more people order delivery or pick up their takeout?
8. How much do people spend on snacks in a month?
9. Which type of bread is the first to sell out at grocery stores?
10. What’s the most common item people regret buying?
11. How many people actually finish a book once they start it?
12. Which movie genre is watched the most on streaming platforms?
13. How many songs does someone skip before finding one they stick with?
14. Which app drains phone batteries the fastest?
15. How many cars use their turn signal at a busy intersection?
16. What’s the most common clothing color people wear on an average weekday?
17. How long do people wait before sending a second text if they don’t get a reply?
18. How often do people guess their total at checkout before seeing the final price?
19. Which day of the week has the most last-minute grocery store runs?
20. How long do people wait in a drive-thru before deciding to leave?

Statistics Experiment Ideas

1. Do people walk faster when they’re alone or with a group?
2. Does the color of a cup change how people think a drink tastes?
3. How does background music change how fast people finish a task?
4. Do left-handed and right-handed people have different reaction times?
5. Does chewing gum help with focus while doing math problems?
6. Do people guess time accurately, or do they overestimate/underestimate?
7. How does the number of people in a room change how loud they talk?
8. Do people type faster on a laptop keyboard or a phone screen?
9. Does the temperature of a room change how long people stay in it?
10. Are people more likely to follow a crowd when crossing the street?
11. Does using a standing desk change how often people take breaks?
12. Do people take longer to reply to a text message at different times of the day?
13. Does wearing a smartwatch increase the number of steps people take?
14. How does caffeine change how many words people can memorize in one minute?
15. Does eating with a smaller plate make people eat less?
16. Do people remember faces better or names better?
17. Does hand dominance affect how fast someone can solve a puzzle?
18. Are people more likely to hold the door open for others if someone else does it first?
19. Does the speed of scrolling on social media change how long people stay on an app?
20. Do different fonts change how fast people can read a sentence?

Statistics Research Project Ideas

1. How have grocery prices changed in the last five years?
2. What are the most common causes of traffic accidents in different cities?
3. How do gas prices change based on location and season?
4. Which industries have seen the most job growth in the past decade?
5. How do crime rates compare in urban vs. rural areas?
6. What are the most common reasons people switch mobile phone providers?
7. How has online shopping changed consumer spending habits?
8. Which months have the highest electricity usage, and why?
9. How have movie box office sales changed since the rise of streaming services?
10. What are the most successful marketing strategies used by small businesses?
11. How has the popularity of electric cars changed in different countries?
12. Which factors contribute to higher life expectancy in different regions?
13. How does social media usage compare between different generations?
14. What are the trends in renewable energy adoption worldwide?
15. Which fast-food chains have grown the most in the last 10 years?
16. How do election turnout rates differ based on demographic factors?
17. What are the most common reasons people unsubscribe from streaming services?
18. How do airline ticket prices fluctuate throughout the year?
19. What are the most common reasons for hospital visits in different seasons?
20. How do weather patterns relate to seasonal retail sales trends?

Project Management Statistics

1. How often do projects finish on time, and what factors cause delays?
2. What percentage of projects go over budget, and where does the extra cost come from?
3. How does the size of a team change how long a project takes?
4. Do teams that use project management software complete tasks faster?
5. What’s the most common reason projects fail before completion?
6. How does multitasking affect the time it takes to complete a task?
7. Which industries have the highest success rates for projects staying on schedule?
8. Do remote teams have better or worse project completion rates?
9. How does the number of meetings in a week change productivity levels?
10. Which project management methods (Agile, Scrum, Waterfall) lead to the fastest delivery?
11. How do deadline extensions affect project quality?
12. Do longer projects have a higher chance of failure than short-term projects?
13. What’s the ideal team size for maximum productivity in different industries?
14. How do unexpected changes (new requirements, budget cuts) affect project timelines?
15. What’s the average percentage of tasks completed on time in a typical project?
16. How does employee workload affect the number of completed tasks per week?
17. Which industries report the highest burnout rates among project managers?
18. What’s the impact of last-minute changes on project budgets?
19. Do projects with detailed planning phases have fewer revisions later on?
20. How often do projects that start without clear goals succeed?

Statistics Survey Project Ideas

1. What’s the most common reason people skip breakfast?
2. How often do people read product reviews before making a purchase?
3. What’s the most popular way people get their news: TV, social media, or websites?
4. How many people still prefer cash over digital payments?
5. What percentage of people actually use loyalty rewards from stores?
6. How many hours per week do people spend watching TV?
7. What’s the most common reason people delete an app from their phone?
8. How often do people check their email outside of work hours?
9. What’s the average number of online subscriptions a person has?
10. How many people plan their grocery shopping list versus buying on impulse?
11. Do more people prefer texting or calling for quick conversations?
12. How many people actually use fitness trackers after buying them?
13. What’s the most common reason people cancel a gym membership?
14. How often do people finish the books they start reading?
15. What’s the percentage of people who recycle regularly at home?
16. How many people take breaks from social media, and for how long?
17. What percentage of people stick to their New Year’s resolutions?
18. Do more people prefer shopping online or in physical stores?
19. What’s the most common reason people unsubscribe from a mailing list?
20. How many people actually read the terms and conditions before accepting them?

Statistical Analysis Project Ideas

1. Do grocery prices vary more by location or brand?
2. Which weather conditions are most common on record-breaking sports days?
3. How does the price of gas change before and after major holidays?
4. Do newer movies get higher IMDb ratings than older movies?
5. What’s the relationship between housing prices and crime rates in different cities?
6. Which factors contribute the most to customer satisfaction in online shopping?
7. Are train and flight delays more common during certain months of the year?
8. Do gas stations near highways charge higher prices than those in residential areas?
9. How do salaries compare across different industries for the same job title?
10. Do cities with larger populations have more traffic accidents per capita?
11. What’s the statistical probability of a lottery winner coming from a certain region?
12. Does the price of used cars depend more on mileage or brand?
13. How do daily step counts vary between different age groups?
14. Which ingredients appear most often in the best-rated restaurant dishes?
15. Do subscription services (Netflix, Spotify, etc.) increase prices at predictable times?
16. How does social media activity change during major world events?
17. What’s the relationship between store layout and customer purchases?
18. Do professional athletes have longer careers in some sports compared to others?
19. How do temperature changes over the years compare to climate predictions?
20. Which car models hold their resale value best over time?

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Statistics Project Ideas for Beginners (With Example)

If you're new to stats project ideas, starting with something simple makes the process way easier. A good beginner project lets you collect real data, do some basic math, and find interesting patterns without getting lost in complicated formulas.

Project: How Many Steps Do People Actually Take Each Day?

Here’s how to do it:

1. Collect data – Ask people to check their step counts on their phone or fitness tracker. Get numbers from different age groups: teens, young adults, middle-aged, and seniors.
2. Find the averages – Calculate the mean, median, and mode to see who walks the most. Use range and standard deviation to check how much step counts vary.
3. Make it visual – Create a simple bar chart or histogram comparing different groups.
4. What does it mean? – Look at the trends. Do younger people really walk more? Are some groups all over the place while others are more consistent?
5. Example takeaway – "Data analysis showed that young adults averaged the highest step count, while seniors had the greatest variation. The results suggest that step activity decreases with age but varies widely depending on lifestyle."

Statistics Project Ideas for Intermediate Learners

If you’re comfortable with basic statistics and ready for something more advanced, a project using ANOVA (Analysis of Variance) is a great next step. ANOVA helps compare three or more groups to see if there’s a real difference between them.

Project: Do Different Workout Types Lead to Different Weight Loss Results?

Here’s how to do it:

1. Collect data – Find people doing different types of workouts (cardio, strength training, and yoga) and track their weight changes over a set period.
2. Run an ANOVA test – Compare the weight loss results across the three groups to see if one method works better than the others.
3. Check for significance – If the p-value is low, there’s a real difference. If not, the weight loss differences might just be random.
4. Analyze the results – Look at which group lost the most weight and whether the difference is big enough to matter. 
5. Example takeaway: "People doing cardio lost the most weight on average, but ANOVA showed that the difference wasn’t huge compared to strength training. Yoga, however, had much lower weight loss results."

Statistics Project Ideas for Advanced Learners

For those ready to level up their statistics project ideas for college students, machine learning brings a whole new way to analyze data. By using algorithms like regression, clustering, or classification, you can predict trends, find patterns, and make data-driven decisions.

Project: Predicting House Prices Using Machine Learning

Here’s how to do it:

1. Collect data – Use a real estate dataset with details like square footage, number of bedrooms, location, and sale price.
2. Choose a model – Use linear regression to predict house prices based on different features.
3. Train & test – Split the data into training and testing sets, so your model learns from past sales and predicts future prices.
4. Evaluate accuracy – Check how well the model’s predictions match actual prices and tweak it if necessary. 
5. Example takeaway: "The model predicted house prices with 85% accuracy, with location and square footage being the biggest factors. Older homes tended to sell for less, even with renovations."

Guidelines for Making an Effective Poster

A good statistics project poster should be clear and straight to the point. It’s about making sure people understand your findings quickly. Whether you're presenting for a class or a competition, your poster should highlight the key questions for statistics project work, the data, and the conclusions. Here’s how to structure it:

Wrapping It Up: Your Best Statistics Project Ideas

Finding statistics project ideas doesn’t have to be painful. Go for something simple or take on a challenge. Just make sure it’s a topic that actually keeps you interested. 

Numbers are everywhere: sports, shopping trends, social media, and even daily coffee habits. Pick something fun, grab solid data, and let the stats do the talking. No need to overthink it. Now go crunch some numbers and make your project something worth talking about!