Projects
Explore quantitative finance, macro, data, and machine learning projects with a strong focus on modelling, market reasoning, and implementation, mainly in Python and C sharp.
Open the projects page →Personal Portfolio
Bridging quantitative finance, macro thinking, and machine learning.
I am Elias Benguedda, an engineering student with a mathematical background, building projects about financial markets, data science, derivatives, and systematic analysis. This website is both a showcase of my work and a practical resource for students preparing for interviews in finance, it has been filled by my experiences and learning. One will find all the ressources on the learning page.
Quant & Macro
Projects in market modelling, pricing intuition, macro research, and data-driven finance.
Engineering Mindset
Strong foundations in mathematics, coding, modelling, and rigorous problem solving.
Interview Focus
Resources designed for students targeting front-office, quant, and banking roles.
Projects
Research, models, financial tools, and technical developments.
Interview Prep
A dedicated section for finance interviews and structured preparation.
CV & Profile
Background, training, experiences, and positioning.
Market Dashboard
A future-facing space for market indicators and visual analytics.
What you will find here
A portfolio designed as both a showcase and a practical resource.
This homepage introduces the main pillars of the website: technical projects, interview preparation, academic and professional background, and a market-oriented interface inspired by institutional finance environments.
Interview Guide
A structured guide for students preparing for interviews in investment banking, markets, quant research, sales & trading, and related roles.
Access the guide →CV & Background
Learn more about my academic path, technical profile, interests in finance, and how engineering training shapes my market perspective.
Read my profile →Core positioning
For recruiters, interviewers, and students aiming high.
The site is built to be clear and as useful as possible. It is intended for people who want to quickly understand my profile, assess my technical interests, and navigate through content that reflects real curiosity for markets and quantitative methods.
Finance-first identity
The whole interface is designed around finance, from the visual language to the
structure of the content.
High-signal content
The goal is not volume, but clarity: meaningful projects, sharp positioning,
and useful interview material.
Scalable architecture
The site is structured page by page, making it easy to expand later with
animations, dashboards, case studies, and market visualizations.
Future additions
Designed to evolve with interactive finance visuals.
The current version is a starting point, but the architecture allows for adding dynamic content inspired by trading desks and market analysis platforms.
Interactive charts
Dynamic market-like panels, custom graphs, and animated pricing visuals.
Mathematical intuition blocks
Clean visual explanations of stochastic processes, options logic, and sensitivity metrics.
Personal dashboard layer
A future page for indicators, signals, macro highlights, and project monitoring.