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Senior Thesis

A thesis is a more ambitious undertaking than a project. Most thesis writers within Applied Mathematics spend two semesters on their thesis work, beginning in the fall of senior year.  Students typically enroll in Applied Mathematics 91r or 99r (or Economics 985, if appropriate) during each semester of their senior year.  AM 99r is graded on a satisfactory/unsatisfactory basis.  Some concentrators will have completed their programs of study before beginning a thesis; in situations where this is necessary, students may take AM 91r for letter-graded credit, for inclusion in Breadth section (v) of the plan of study.  In the spring semester, the thesis itself may serve as the substantial paper on which the letter grade is based.  Econ 985 is also letter-graded, and may be included in the Breadth section of the plan of study in place of AM 91r.

Another, somewhat uncommon option, is that a project that meets the honors modeling requirement (either through Applied Mathematics 115 or 91r) can be extended to a thesis with about one semester of work.  Obviously the more time that is spent on the thesis, the more substantial the outcome, but students are encouraged to write a thesis in whatever time they have. It is an invaluable academic experience.

The thesis should make substantive use of mathematical, statistical or computational modeling, though the level of sophistication will vary as appropriate to the particular problem context. It is expected that conscientious attention will be paid to the explanatory power of mathematical modeling of the phenomena under study, going beyond data analysis to work to elucidate questions of mechanism and causation rather than mere correlation. Models should be designed to yield both understanding and testable predictions. A thesis with a suitable modeling component will automatically satisfy the English honors modeling requirement; however a thesis won't satisfy modeling Breadth section (v) unless the student also takes AM 91r or Econ 985.

Economics 985 thesis seminars are reserved for students who are writing on an economics topic. These seminars are full courses for letter-graded credit which involve additional activities beyond preparation of a thesis. They are open to Applied Mathematics concentrators with suitable background and interests.

Students wishing to enroll in AM 99r or 91r should follow the application instructions on my.harvard.

Thesis Timeline

The timeline below is for students graduating in May. The thesis deadline for May 2026 graduates is Friday, March 27, 2026 at 2:00PM. For off-cycle students, a similar timeline applies, offset by one semester. The thesis due date for February 2026 graduates is Friday, November 21, 2025 at 2:00PM. Late theses are not accepted.

Mid to late August:

Students often find a thesis supervisor by this time, and work with their supervisor to identify a thesis problem. Students may enroll in Econ 985 (strongly recommended when relevant), AM 91r, or AM 99r to block out space in their schedule for the thesis.

Early December:

All fourth year concentrators are contacted by the Office of Academic Programs. Those planning to submit a senior thesis are requested to supply certain information. This is the first formal interaction with the concentration about the thesis.

Mid-January:

A tentative thesis title approved by the thesis supervisor is required by the concentration.

Early February:

The student should provide the name and contact information for a recommended second reader, together with assurance that this individual has agreed to serve. Thesis readers are expected to be teaching faculty members of the Faculty of Arts and Sciences or SEAS. Exceptions to this requirement must be first approved by the Directors, Associate Director, or Assistant Director of Undergraduate Studies. For AM/Economics students writing a thesis on a mathematical economics topic for the March thesis deadline, the second reader will be chosen by the Economics Department. For AM/Economics students writing for the November deadline, the student should recommend the second reader.

On the thesis due date:

Thesis due at 2pm. Late theses are not accepted. See the Submitting Your SEAS A.B Thesis section below for instructions and details. 

Late May:

The Office of Academic Programs will send readers' comments to the student in late May, after the degree meeting to decide honors recommendations.

Thesis Readers

The thesis is evaluated by two readers, whose roles are further delineated below.  The first reader is the thesis adviser.  The second reader is recommended by the student and adviser, who should secure the agreement of the individual concerned to serve in this capacity.  The reader must be approved by the Directors, Associate Director, or Assistant Director of Undergraduate Studies.  The second reader is normally a teaching member of the Faculty of Arts and Sciences, but other faculty members or comparable professionals will usually be approved, after being apprised of the responsibilities they are assuming.   For theses in mathematical economics, the choice of the second reader is made in cooperation with the Economics department.  The student and thesis adviser will be notified of the designated second reader by mid-March.

The roles of the thesis adviser and of the outside reader are somewhat different.  Ideally, the adviser is a collaborator and the outside reader is an informed critics.  It is customary for the adviser's report to comment not only on the document itself but also on the background and context of the entire effort, elucidating the overall accomplishments of the student.  The supervisor may choose to comment on a draft of the thesis before the final document is submitted, time permitting.  The outside reader is being asked to evaluate the thesis actually produced, as a prospective scientific contribution — both as to content and presentation.  The reader may choose to discuss their evaluation with the student, after the fact, should that prove to be mutually convenient.

Format

The thesis should contain an informative abstract separate from the body of the thesis.  At the degree meeting, the Committee on Undergraduate Studies in Applied Mathematics will review the thesis, the reports from the two readers and the student’s academic record. The readers (and student) are told to assume that the Committee consists of technical professionals who are not necessarily conversant with the subject matter of the thesis so their reports should reflect this audience.

The length of the thesis should be as long as it needs to be to make the arguments made, but no longer!

Submitting Your SEAS A.B. Thesis:

  • All SEAS theses are due at 2pm on their due date. 
  • Electronic copies in PDF format should be emailed by the student to the advisor, reader(s), and the submission email for your concentration on or before the deadline. 
  • An electronic copy should also be submitted via the SEAS online submission system (ProQuest ETD) before the deadline. 
    • During this online submission process, the student will also have the option to make the electronic copy publicly available via DASH, Harvard’s open-access repository for scholarly work. 
    • Please note that ProQuest does not publish undergraduate theses online, though students have the option of ordering a hard copy. Students still need to complete the ProQuest Publishing Options page on the website, even though most of those questions do not apply to undergraduate work. You do not need to delay the publishing to ProQuest because they will not publish it, or you may choose to delay “Until the following date:” and leave the date blank.
  • Readers will receive a rating sheet to be returned to the Office of Academic Programs.

What Happens to Your Submission?

There are three separate thesis publication services that are part of the submission process. Senior A.B. theses submitted to SEAS are made accessible via the Harvard University Archives.  During the submission process in the ProQuest portal, the student will also have the option to make the electronic copy publicly available via DASH. 

  1. ProQuest: ProQuest is the service through which you are required to submit your thesis. ProQuest will not publish your thesis, but you may order a printed hard copy from them.
    1. Basic document information (e.g., author name, thesis title, degree date, abstract) will be collected via the ProQuest submission system. 
  2. Harvard Archives (accessible via HOLLIS): Whether or not a student opts to make the thesis available through DASH, an electronic copy will be submitted to the Harvard University Archives. 
    1. Harvard Archives may make the thesis accessible to researchers per University policy. For a period of five years after the acceptance of a thesis, the Archives will require an author’s written permission before permitting researchers to create or request a copy of any thesis in whole or in part. 
    2. Students who wish to place additional restrictions on the record copy in the Archives must contact the Archives directly, independent of the online submission system. 
  3. DASH (Digital Access to Scholarship at Harvard): Harvard's open-access repository for scholarly work. You may opt in to having your thesis published here.
    1. Students can also make code or data for senior thesis work available. They can do this by posting the data to the Harvard Dataverse or including the code as a supplementary file in the DASH repository when submitting their thesis in the SEAS online submission system.

Additionally, SEAS will keep an electronic copy as a non-circulating backup for the use of the concentration’s degree committee. 

Please note that theses ordinarily will not be approved for any form of publication until close to or after the degree date.

 

 

Thesis Examples

The most recent thesis examples across all of SEAS can be found on the Harvard DASH (Digital Access to Scholarship at Harvard) repository. Search the FAS Theses and Dissertations collection for "applied mathematics" to find dozens of examples.

Note: Additional samples of old theses can be found in McKay Library. Theses awarded Hoopes' Prizes can be found in Lamont Library.

Theses submitted in 2025

Rhea Acharya Multi-Persona Oracles for Fair Classification
Amal Adam Volatility and Resilience in Islamic vs. Conventional Equity Markets: A Time-Frequency Analysis of Sharia-Compliant Firms
Sam Bjarnason More Choices, Less Extremism: The Effect of Ranked-Choice Voting on Political Extremism in Maine
Elizabeth Brahin Rethinking Public Education: The Impact of Encouraging Entrepreneurial Attributes in Middle School — A Case Study on Mathletes in Chicago Public Schools
David Brown Navigating Zero-Pressure Balloons
Sofia Cagliero Peeking Through the Iron Curtain: How Finnish Television Influenced Politics and Culture in Soviet Estonia
Kevin Chen Effect of Chinese Foreign Direct Investment on Development in Sub-Saharan Africa
Michelle Doan Aid That Pays Dividends: The Long-Term Impact of Gavi’s Vaccination Programs on Education and Health
Eyad Elsafoury Exchange Rate Pass-Through from Parallel Foreign Exchange Markets
Mads Groeholdt Behavioral Responses to Capital Taxation: Evidence From the Norwegian Wealth Tax
Addea Gupta Decoding Germline Genetic Influence on Cancer Somatic Mutation Acquisition
Sofia Hilger Structural Connectivity Changes and Prognosis in Comatose Patients Post-Cardiac Arrest
Mai Hoang Valuation of Solar Asset-Backed Bonds After Issuance: Did the Inflation Reduction Act Lower Spreads Over Benchmark Treasury?
Chris Huang Shades of Sunshine: Adaptation of Contract Completeness in Florida Public Procurement
David Huang LLM-based Proxies for Preference Elicitation in Combinatorial Auctions
Sanjna Kedia Context Clues: Probing Proactive LLM Decision-Making in Ambiguous, Socially Contextualized Multi-Turn Interactions
Alice Khayami Sold to the Highest Bidder: Can We Rethink Fairness in Targeted Advertising, or Are We Placing a Losing Bet
Andy Kim Famous Views of Economics: An AI-Based Analysis of Japanese Woodblock Print Subject Matter and Economic Circumstances
Krishi Kishore Drugs and Deals: Understanding Biopharmaceutical Venture Capital Performance and Behavior
Hironori Kondo Electron–Phonon Coupling in Metal–Organic Frameworks
Jess Liang How antibiotic resistance evolves in patients with acute bloodstream infections
Andrew Lim Logistics in the Line of Fire: A Stochastic Programming Model for Contested Environments
Stephanie Lin Real Bubbles, Synthetic Traders: AI-Agent-Based Simulations of the Speculative Market
Nicholas Lopez Dynamic, Welfare-Maximizing Pooled Testing
Eva Mammen From Crowded Classrooms to Empty Halls: How Enrollment Fluctuations Shape Students’ Academic Success
Emily McCallum Beyond the Stars: Optimizing Residual Images and Source Counts in Deep-Field Spitzer IRAC Mosaics
Yash More A Proposed Framework for Optimally Managing Fisheries
Hayat Muse Hassan Harnessing UniAnalytics: Exploring the Role of Engagement and Collaboration in Student Success in Jupyter Notebook Environments
Arjun Nageswaran Optimal Taxation and Human Capital Policies Across Space
Brooke Newbury Simulations of Judicial Pretrial Decisions to Explore Risk Assessment Validation
Colombe Obono Eyono The Price of a Neighbor's Hate: Assessing the Educational Impacts of the 2019 Xenophobic Uprising in South Africa
Mallory Rogers Unpacking Length of Stay in Youth Homeless Shelters: A Demographic and Outcome-Based Analysis of Best Practices
Karen Song The Peso Perspective: Understanding Risk and Return in Global Currency Markets
Van Tran Fuel Burn Tradeoffs in Safety-Optimized Trajectories for Uncrewed Aircraft Systems
Spencer Tyson Pathways to Progress: The Role of Academic and Technical High Schools in Black Economic Advancement, 1900-1940
Melanie Volz Puzzling Art Market Relationships: Quantifying Provenance to Model Historic Prices of Seventeenth- to Eighteenth-century French Art
Kushan Weerakoon Micro-Estimation of Poverty Using Transformers and Other AI/ML Approaches

Theses submitted in 2024

Arpit Bhate From the Periphery to Power The Impact of the Election of Underrepresented Groups to the Indian Government
Dominik Bohnet Zurcher Pick Me: Reducing Wastefulness in the Random Serial Dictatorship Mechanism
William Cooper Analysis of the Harvard Computer Society Email Archives: An Exploration of Differential Privacy in Practice
Luca D'Amico-Wong Disrupting Bipartite Trading Networks: Matching for Revenue Maximization
Terry Emeigh An Electrifying Framework for the Future of Transport Optimizing Electric Vehicle Charging Infrastructure for Enhanced Adoption
Julia Gavel Echoes of an Empire: Mortality in the Former Soviet Union Since the Mid-1990s
Alexander Glynn Leveraging Latent Spaces for Fair Results in Vector Database Image Retrieval
Benjamin Hartvigsen A Physics-Oriented Approach to the Classification of Extreme Weather Events
Ashley Herrera Expanding Heterogeneous Factors Deemed Important: Revisiting the Impact of Microfinance on Businesses
Maeve Humphrey Predictive Models for Pediatric Cardiac Surgery Outcomes Comparing Regressions and Augmented Data Models 
Lawrence Jia Main Street Monetary Policy: The Implications of Business and Consumer Sentiment for the Federal Reserve
Sara Kapoor Old Comedy through New Lenses A Computational Study of Personal Satire in Aristophanes
Naomi Kenyatta The Rise of Corporate Social Advocacy: A Study of Fortune 500 Companies from 1980 to 2022
Madeline Kitch Regulating Polluting Monopolies from an Equity-Efficiency Perspective
Patrick McDonald Geometric Methods for Quantitative Analysis of Romance Languages
Alex Min Safety in Numbers? Evidence on the Relationship
Between Crime and Mobility from American Cities During the COVID-19 Pandemic
Elliott Mokski Preaching to the Choir: An AI-Based Analysis of Religious Demand in U.S. Church Sermons, 2000-2023
Xavier Morales Moving Together: Understanding Collective Ant Behavior through an Agent-Based Model of Pheromone Dynamics
Hari Narayanan Classifying Ragams in Carnatic Music with Machine Learning Models: A Shazam for South Indian Classical Music
Lily Nguyen The Debt-Inflation Dance The Relationship Between Unexpected Government Debt Increases and Inflation
Taryn O'Connor Pricing in the Polls: How Expected Election Outcomes Drive Asset Price Reactions in Advanced and Emerging Market Economies
Lillian Petersen Understanding Transcription Factor Activation and Repression Strength with Protein Language Models
Mark Polk Mathematical Analysis of Molecular Hypotheses for Clinical Variation in Sickle Cell Disease
Ben Ray Improving Microestimates of Poverty from Satellite Images
Sterling Rosado Redefining Urban Accessibility: Miami's Path to the 15-Minute City (FMC)
Emma Salafsky Exploring the Role of Kazald2 in Axolotl Limb Regeneration through Computational Approaches
Santiago Saldivar From Community to Commencement: Analyzing the Correlation between Social Capital Variables and Graduation Rates among United States High Schools
Bridget Sands A Whole New Ballgame: Evaluating the Effects of Major League Baseball’s 2023 New Rules Using Statistical Modeling
Janani Sekar The Real Burnout: The Effects of Climate Change and Particulate Air Matter Pollution on K-12 Education
Lauren Shen How Badly Do You Want Me In-Office? Putting a Dollar Value on Alternative Work Arrangements for Recent College Graduates
Ostap Stefak The Kremlin’s Conundrum: Telegram as Russia’s Information Battlefield
Alexander Sullivan Rowing Against the Wind: An Analysis of the Impact of Variable Wind Conditions on Current and Prospective Rowing Selection Methods
Nathan Sun On Arbitrage in Single- and Multi-token Uniswap Markets
Matti Tan Top to Bottom: Best-case Standard Errors for Calibrated Model Parameters
Andrew Van Camp  A Novel Mechanism of Killing Antibiotic-Resistant Enterococci
Grace Wang Yours, Mine, and Ours:
The Effects of Post-2011 School Finance Reforms on Student Outcomes and the Redistribution of K-12 Education Funding
Akhila Yalvigi Electing Justice: The Role of Ideology in the Dynamics of Judicial Elections
Meiyi Yan To Go or Not to Go: A Quantitative Gendered Analysis of Health, Subjective Socioeconomic Status, and Well-Being Outcomes Among Rural-to-Urban Migrants in China
Charlie Yang Learning Through Stories: Tracing the Origins and Intergenerational Impact of Educational Themes in Folklore