A high school student can do publishable economics or finance research by asking a narrow question about how people, markets or policies behave, then answering it with free public data and a standard method such as a regression or an event study. The students who get papers accepted at finance and economics conferences do not write opinion essays. They test one claim with numbers and report what the data shows.
This guide covers the questions that work, the methods a student can carry out, where to find data, where student economics papers get published, which competitions fit, and the economics and finance papers YRI Fellows have written.
Why economics research stands out on an application
Most students interested in economics show it the same way: an AP class, an investment club, maybe an essay competition. Far fewer have produced new evidence. An economics research paper shows that you can do what economists do: form a question, find data, choose a method that isolates the effect you care about, and defend the result.
Economics is also one of the most accessible research fields. You do not need a lab, equipment or participants for most projects. You need a laptop, a spreadsheet or Python, and a question.
Areas of economics and finance research for students
| Area | Example focus | Typical data |
|---|---|---|
| Financial markets | How stock prices react to news, policy or shocks | Daily price and index data |
| Macroeconomics | Inflation, unemployment, interest rates, growth | Central bank and government statistics |
| Development economics | Poverty, health, education across countries | World Bank and international indicators |
| Behavioral economics | How people make choices with money | Surveys or simple experiments |
| Public policy | Effects of a tax, subsidy, minimum wage or rule | Government data before and after a change |
| Financial technology | Credit scoring, fraud detection, fairness in lending | Public loan and transaction datasets |
| Marketing and business analytics | Who responds to an offer or campaign | Public experiment and customer datasets |
Example research questions
A strong student question names an event or policy, a measurable outcome, and a comparison. For example:
Markets and finance:
- Did aviation stocks react differently from the broader index after two different geopolitical events?
- Do stock prices of companies in one sector move before or after an interest rate announcement?
- How much does a fairness constraint cost in accuracy for a credit-risk model?
Macro and policy:
- Did a state minimum wage increase change teen employment compared with a neighboring state that did not raise it?
- How closely do fuel prices pass through to food prices in a given country?
Development and behavior:
- Is mobile money adoption linked to household savings across countries once income is controlled for?
- Does framing a savings choice as a loss rather than a gain change what students choose in a short survey?
Each of these can be answered with public data or a small, consented survey in a few months.
Methods a student can actually carry out
1. Event studies
An event study asks how a price or outcome moved around a specific date, compared with what would have been expected. Students use it to measure market reactions to earnings, policy announcements, elections or crises. It needs daily data and careful definition of the event window.
2. Difference-in-differences
Difference-in-differences compares the change in an outcome for a group affected by an event with the change for a similar group that was not affected. It is a workhorse method of empirical economics, and it is very achievable for a student with a good mentor and clean data.
3. Regression with public data
Many economics questions come down to a well-built regression with the right controls. The skill is not running the regression. It is choosing the variables, explaining why the comparison is fair, and being honest about what the result can and cannot show.
4. Machine learning for finance and causal questions
Machine learning can predict credit risk, detect fraud or estimate which individuals respond to a policy or offer. Newer methods, sometimes called uplift or heterogeneous treatment effect models, estimate the effect of an intervention person by person instead of on average. These are strong projects for students who code.
5. Surveys and small experiments
Behavioral economics questions can be tested with surveys or simple decision tasks. Any study with human participants needs informed consent and review before data collection, and fairs that follow ISEF rules require it.
Where to get free economic data
- FRED, from the Federal Reserve Bank of St. Louis, offers US and international economic time series such as inflation, unemployment and interest rates, free to download.
- World Bank Open Data covers development indicators for nearly every country.
- Government statistics agencies such as the US Bureau of Labor Statistics publish employment, wage and price data.
- Stock exchanges and index providers publish historical prices and index levels.
- Public research datasets for credit, lending and marketing experiments are shared on data platforms for teaching and research.
Start from the question, then look for data. If the data does not exist, change the question before you change the method.
Economics and finance papers by YRI Fellows
These Fellows did graduate-style economics and finance research with PhD mentors. More are listed on our published work page.
- Karan A. joined in March 2026 and built a Difference-in-Differences event study of how two geopolitical events, the 2016 Uri attack and 2025 Operation Sindoor, moved InterGlobe Aviation stock against the BSE Sensex. His paper, "Impact of Short-Duration Geopolitical Events on Indian Stock Market Returns: Evidence from the Aviation Sector," was accepted as a full paper at the World Finance & Banking Symposium 2026 in Riga, Latvia, six months after he enrolled. He found opposite, statistically significant market reactions to the two events. Read his story.
- Akul N., a 9th grader, built a privacy-preserving federated learning framework for fair and calibrated financial risk assessment, trained on 150,000 loan samples across 24 federated clients. It reached 91.8% accuracy while satisfying GDPR Article 32, ECOA anti-discrimination requirements and Basel III calibration standards at once. Full paper accepted at IEEE RCSM 2025. Read his story.
- Saanvi K. built an uplift modeling framework with X-Learner models that estimates how each individual responds to different interventions. Personalized targeting produced $6.50 more incremental spending per customer than a uniform approach. First-author paper accepted at an IEEE conference. Read her story.
Three Fellows, three different routes into economics: classic econometrics, finance plus computer science, and causal machine learning.
Where student economics papers get published
Economics and finance conferences. International finance, banking and economics conferences review full papers and invite authors to present, as with Karan's acceptance in Riga. These put a student alongside university researchers.
IEEE and computing venues. Papers that combine economics with machine learning, such as credit risk, fraud detection or uplift modeling, fit IEEE conferences well, and accepted papers appear in IEEE Xplore.
Working paper repositories. Economists often share early versions of papers as working papers or preprints before journal publication. They make work public but are not peer review.
Student journals. Several journals publish student research across fields. See our guide to journals that publish high school research and how to spot a predatory venue.
Economics competitions and where research fits
National Economics Challenge. Run by the Council for Economic Education, it is a team competition for high school students with questions on microeconomics, macroeconomics and the world economy. It tests knowledge rather than original research.
John Locke Essay Competition. It includes Economics and Public Policy among its ten categories. It rewards an argued essay, not new data, but strong essays often grow into research questions. See our John Locke guide.
Regeneron ISEF. Economics has no category of its own. The Sociology and Anthropology subcategory of Behavioral and Social Sciences covers work involving economics and systems of governance, and finance projects built on machine learning may fit computing categories. Check the category descriptions before you enter.
YRI Global Research Proposal Competition. Free, open to high school students worldwide, any subject including economics, with a 1,000 word proposal due January 10, 2027. First place wins a full YRI Fellowship scholarship. See the rules.
Common mistakes in student economics research
- Correlation sold as cause. If two lines move together, say so, then explain what else could explain it.
- Picking an event after seeing the chart. Define events and windows before you look at results.
- Too many questions. One clean result beats five weak ones.
- No comparison group. A price went up after a policy. Compared with what?
- Opinion in the conclusion. Report what the data supports. Policy recommendations need to follow from the evidence.
Frequently asked questions
Can a high school student publish an economics paper?
Yes. Karan A. had a full paper accepted at an international finance symposium, and Akul N. and Saanvi K. had economics and finance papers accepted at IEEE conferences. The key is a narrow question and a standard method.
What math do I need for economics research?
Algebra and basic statistics are enough to start. Regression, event studies and difference-in-differences can be learned during a project. Calculus helps for theory but is not required for most empirical work.
Do I need to code?
Many economics projects can start in a spreadsheet. Python or R make larger datasets and machine learning projects much easier, and both are free.
Is finance research different from economics research?
Finance is a branch of economics focused on markets, prices, risk and money. The methods overlap heavily. A finance project usually works with market data, while an economics project may use survey, labor or policy data.
What is a good first economics research question?
Pick one event or policy you care about, one outcome you can measure, and one comparison group. Our list of research question examples shows how to narrow a broad interest.
How the YRI Fellowship helps you publish economics research
The YRI Fellowship matches you 1:1 with a PhD mentor in economics or finance for 10 weeks of weekly sessions, about 5 to 8 hours of work a week. Your mentor helps you narrow the question, find the data and choose the right method. An editing team works through every draft, and a publishing team gets the paper into IEEE, Springer or Elsevier journals and conferences, with free help until it is published.
87% of Fellows publish. The Fellowship includes competition preparation and a mentor letter of recommendation, and no research experience is needed. YRI has worked with 1,000+ students from 50+ countries, and decisions come within 48 hours.
Tuition is $2,997, or 3 payments of $999, with scholarships considered case by case. See pricing and more student stories.
Sources
- YRI case study: Karan A.
- World Finance & Banking Symposium 2026 conference page
- YRI case study: Akul N.
- YRI case study: Saanvi K.
- YRI Published Work
- Council for Economic Education: National Economics Challenge
- John Locke Institute: Global Essay Prize
- Society for Science: ISEF categories and subcategories
- Society for Science: ISEF human participants rules
- FRED, Federal Reserve Bank of St. Louis
- World Bank Open Data
- US Bureau of Labor Statistics
- YRI Global Research Proposal Competition




