MSc Thesis & Supervision

The Applied AI Lab (AAIL) at HEC Lausanne investigates the intersection of artificial intelligence, organizational decision-making, and societal impact. We supervise Master’s theses that combine rigorous theoretical foundations with empirical depth, covering both internal academic projects and collaborative investigations with industry partners.

⚠️ IMPORTANT APPLICATION RULES

All Master’s thesis applications must be submitted exclusively through the online form below. Direct applications sent by email are not reviewed. Candidates must not contact Prof. Yash Raj Shrestha directly regarding thesis availability or supervision requests. For administrative inquiries regarding the intake process, contact Henri Jamet (henri.jamet@unil.ch) or Leping Li (leping.li@unil.ch).

👉 Apply Now (Online Form) 💡 Open Research Topics 📋 Proposal Guidelines & Grading 🎓 Past Theses & Alumni

💡 Open Master Thesis Topics

While candidates are encouraged to formulate their own research proposals aligned with AAIL research pillars, the laboratory regularly offers pre-defined thesis positions tied to active research projects:

Active Research Opening

AI for Legal and Justice (Caritas Switzerland Collaboration)

This project investigates the deployment of retrieval-augmented generation and domain-adapted semantic search over asylum procedure documentation and legal case records. The thesis is conducted in direct partnership with Caritas Switzerland and academic partners across UNIL and the University of St. Gallen, focusing on factual consistency, fairness, and administrative workflow efficiency.

Academic Lead & Contact: Johannes-Rudolf David (johannes-rudolf.david@unil.ch). Interested applicants should indicate this topic in their online submission form.

📋 Master’s Thesis Guidelines & Supervision Process

1. General Framework & Capacities

AAIL accommodates two thesis modalities: an internal academic thesis conducted entirely within the laboratory, or a corporate thesis conducted in an external organization under joint academic supervision. The laboratory operates under a strict annual quota of six Master’s students across all supervisors. Applicants must submit their proposal two to three months before their intended starting date, after reviewing the official HEC Lausanne Master’s thesis guidelines.

2. Proposal Structure & Submission Requirements

Applicants must provide a concise research proposal of maximum two double-spaced pages (PDF format, 12pt standard font). The proposal must sequentially address nine core elements: (1) working title, (2) introduction and academic context, (3) research problem and motivation, (4) research questions and specific objectives, (5) theoretical framework, (6) proposed methodology and data access strategy, (7) expected theoretical and managerial contributions, (8) tentative execution timeline with milestones, and (9) key literature references.

3. Recommendations for Proposal Preparation

Successful proposals demonstrate solid theoretical grounding and articulate clear research questions rather than generic technical aspirations. Alignment with the primary research streams of AAIL (algorithmic management, human-AI collaboration, and organizational decision-making) is essential. Proposals must demonstrate that data access is either already secured or realistically obtainable within the master calendar.

4. Intake & Arbitration Workflow

Admission follows a four-stage protocol. Following online submission via this portal, the AAIL supervision committee conducts an internal review during its bi-weekly arbitration session. Candidates receive formal notification of acceptance or decline within two weeks. Admitted candidates participate in an initial kick-off meeting to finalize supervisor assignment and validate the research schedule.

5. Evaluation Matrix (24 ECTS)

The final Master’s thesis is evaluated across seven rigorous academic dimensions:

Evaluation Dimension Weight Assessment Scope
Research Question & Motivation10%Relevance, clarity, and articulation of the problem scope.
Theoretical Foundation & Literature15%Mastery of relevant literature and rigorous conceptual framing.
Methodological Rigor20%Appropriateness of research design, data validity, and execution.
Results & Empirical Analysis20%Depth, accuracy, and technical validity of findings.
Discussion & Implications15%Theoretical contributions, practical relevance, and self-reflection on limitations.
Academic Structure & Clarity10%Precision of academic prose, formatting rigor, and citation standards.
Autonomy & Initiative10%Critical thinking, intellectual independence, and project management.

6. Corporate Theses & Institutional Agreements

Theses conducted in collaboration with corporate partners require a formal tripartite agreement binding HEC UNIL, the partner organization, and AAIL. The host organization must designate a qualified industry mentor to supervise practical operations. Non-disclosure agreements (NDAs) are accommodated when required to protect proprietary business information, provided academic evaluation standards and examination transparency remain sovereign.

7. Submission & Oral Defense Protocol

Final manuscripts must be delivered according to the official HEC deadline calendar. The oral defense lasts sixty minutes, structured into three equal phases: a thirty-minute candidate presentation, a fifteen-minute question-and-answer exchange with the jury, and a fifteen-minute closed deliberation. The examination committee comprises the primary thesis supervisor and an appointed internal HEC faculty expert.

📝 Master’s Thesis Online Application

Please complete all fields and attach required documentation (PDF only). All applications are archived securely in the private AAIL repository and reviewed during the next bi-weekly faculty arbitration.

Have you read the information pages on the process of a master's thesis and its supervision at the AAIL ?(Required)
What kind of thesis do you want to conduct ?(Required)
DD slash MM slash YYYY
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Accepted file types: pdf, Max. file size: 10 MB.
Accepted file types: pdf, Max. file size: 15 MB.
Accepted file types: pdf, Max. file size: 10 MB.
2 pages max, adhering to the 9-point proposal structure.
Preferred / Desired Supervisor at AAIL

🎓 Past Master Thesis Supervision & Alumni

The Applied AI Lab maintains a strong track record of high-impact Master’s research across industry sectors and academic venues.

▶ Past Master Thesis Supervision @ UNIL (2024 – 2026 Cohorts)
Year of GraduationMSc StudentProf. Main Tutors CompanyTopic
2024Ahmad FarhatYashYuanjun Feng and Gregory ChevalleyStouff CapitalAdapting to Evolving Data Needs: Integrating No-Code Visualization in a
Private Investment Firm – Stouff Capital Case Study
2024Mireille AdjaouteYashYuanjun FengABBLData Complexity in Open Finance Integration Challenges and Solution Alternatives
2024Srivathshan ParamalingamYashAmirsiavosh Bashardoust and Arnaud RambicurKPMGOptimizing Artificial Intelligence Integration in Auditting: Enhancing Quality and Addressing Challenges
2024Giacomo RattazziYashAmirsiavosh Bashardoust and Henri JametAcademicAnalyzing the Political Bias of Large Language Models on Climate Change Discourse 
2024Yonah Bole (Eraneos Switzerland award for best thesis in Information Systems and Digital Innovation)YashAmirsiavosh BashardoustUbisoftWorkflow Efficiency in Game Development: Exploring How Integrating Generative Artificial Intelligence, Specifically Stable Diffusion, Into Game Development Pipelines Can Enhance Efficiency, Creativity, and Innovation. 
2024Ismael TewfikYashYuanjun FengRichemontOptimizing Onboarding with “Enboarder”: 
A Solution to Early Employee Turnover 
2024Krzysztof SzerenosYashYuanjun FengSantander Private BankOptimizing Bank Operations: A Case Study on the Appian Case Management Tool Implementation in Santander Private Bank
2024
Christophe Rosset
YashHenri Jamet
Vaudoise Assurances
How DevOps Tools Can Enhance Software
Engineering Activities for HR Software
Deliveries ?
2024Johannes-Rudolf David (Faculty award for best overall average in Information Systems and Digital Innovation)
YashHenri JametVisible SALIFT: Leveraging LLMs to Assist Meeting Facilitators
2025Léo RongierYashYuanjun Feng and Lucas RongierPolyhabitatAI and SEO: Revolutionizing Search Engine Techniques in Content Marketing
2025Gaetan Stein (Faculty award for best thesis in Information Systems and Digital Innovation)YashAmirsiavosh BashardoustKPMGOptimising IT audit documentation with generative AI: An action design research study on efficiency, standardisation, and quality at KPMG
2025Selma RiedoYashAmirsiavosh BashardoustAcademicWhen Your Boss is an AI: Identity Label Bias in LLMTask Allocation Decisions
2026Arthur Aimé MüllerYashHenri Jamet & Tomasz StempakRichemont, Group LogisticsEnhancing Business Interpretability of Time Series Forecasting Models through Large Language Models and Prompt Engineering
2026Pierre-Augustin GrillatYashHenri Jamet & Stéphane FalletRapidRiseThe evolution of SME executives’ perception of artificial intelligence and its effects on the development of requirements
2026Guilherme Dinis Caramelo HomemYashYuanjun FengAcademicHow people intuitively select and update trust in different information sources when they’re making decisions
2026Mathis PeyronneYashHenri JametAcademicAI as an interrogator in a Reverse Turing
2026Assiya TerkiYashJohannes DavidCaritasSemantic search and RAG over asylum procedure meeting minutes
2026Hamza KarmoucheYashHenri JametAcademicDigital Twin-Based Modeling of Industrial Systems: A Smart-Grid-Inspired Approach to Analyzing Supply Chains and Operational Interdependencies in Factory Processes
2026You LiYashYuanjun FengResilio Solutions
2026Guillaume GrandYashHenri JametVonlanthen Consulting SAOn-premise AI assistants: meeting transcription & LPP legal Q&A
2026Tatiana von ErlachYashHenri JametCanton Vaud – DGEPGenAI tools for pedagogy in post-obligatory education
2026Malak KharshoumYashAmirsiavosh BashardoustAI Strategic Unit (UNIL)AI for academic research and education
2026Ismael OuaritYashYuanjun FengAssuraThe Economics of Agent Memory: Optimizing Autonomous Retention in an Enterprise Workplace Assistant
2026Sacha JocicYashLeping LiRolex SA / UNILWikipedia dumps & knowledge creation with GenAI
2027Gizay CeylanYashAmirsiavosh BashardoustHuntsmanAI-driven decision-assist tools for supporting smarter decision-making across a supply chain organization
▶ Past Master Thesis Supervision @ ETH Zurich (2015 – 2022)

19. Claudio Zihlmann (2022)
Topic: Market access strategy for a new value product in the oral market for biomaterials MAS Excellence Award 2022

18. Lydia Pagani (2022)
Topic: Stylistic production: How the stylistic choices of the occupational community of the Swiss independent watchmakers influence their company’s strategy

17. Savindu Herath (2021)
Topic: Leaveraging data-driven decision-making in co-creation business models to improve firm performance: Evidence from online fashion retailing Received ETH Medal Award 2022 (top 2%)

16. Tobias Motz (2021)
Topic: Artificial Intelligence and Organizations: Paradigms of action for a successful integration

15. Anastasios Papageorgiou (2021)
Topic: Deep Learning for disease diagnosis

14. Leopold Franz (2020)
Topic: Managing Disease Diagnoses with Structured and Unstructured Clinical Data

13. Sebastian Windeck Otto (2020)
Topic: Knowledge graphs for strategic business applications

12. Martin Buttenschön (2018)
Topic: Data for AI: How well structured data empowers business to benefit from machine learning

11. Apurva Maduskar (2017)
Topic: When Corporate Agile Meets Open Source: Contrasting Knowledge Integration and Documentation Practices Recieved MAS Excellence Award 2018

10. Chun-Hui Kuo (2017)
Topic: From startup to scaleup: Two-phase searching for human resource acquisition inearly-stage spin-offs

9. Matthias Stenske (2017)
Topic: Open Source Strategy for Swiss Telecommunication infrastructure industry: Impact on strategic resources

8. Mikko Leimio (2017)
Topic: The Impact of an Open Source Hardware Strategy for 5G Technology to the Telecom Industry and a major Swiss Telecommunications Provider

7. Matteo Frondoni (2016)
Topic: Competing with giants: Artificial Intelligence as a threat or an opportunity for the swiss TIME industry?
Recieved Student Prize 2016 from the SEW-EURODRIVE Foundation and ETH Medal 2017 (top 2%)

6. David Roegiers (2016)
Topic: Start-up acquisitions in the open source software space: What is the effect oncommunity dynamics ?

5. Christoph Hirnschall (2016)
Topic: Online learning of user preferences with applications for online marketplaces
Recieved Willie Studer Prize 2017 (best student in each ETH Zurich Master’s degree programme)

4. Matthias Auf der Mauer (2015)
Topic: Business Model Analysis of Intuitive Surgical Inc.and Strategic Implications for Companies in the Robotic Assisted Ablation Catheter Industry

3. Pascal Mages (2015)
Topic: IT Outsourcing for Small and Medium Enterprises

2. Remo Hug (2015)
Topic: Sharing economy in the market for kid’s goods in Switzerland

1. Fotini Traka (2015)
Topic: OSS Licenses and project sustainability