Meet Elías: A Learner with a Objective
Elías Andrés Gaete Fuenzalida, hailing from Chile, with years of expertise in finance and educating on the college stage, he had constructed a stable profession. But one thing was lacking.
“I’ve all the time beloved funding matters. Even in my first job, I used to be managing small accounts and I knew this was the sphere I needed to develop in.”
With a level in Industrial Engineering—a novel mix of enterprise and finance—Elías had developed a powerful basis in monetary concept, statistics, and Excel. Nonetheless, when it got here to moving into the trendy world of quantitative buying and selling, he discovered himself on unfamiliar floor.
Looking for the Proper Path
Like many pushed learners, Elías turned to the web in quest of a structured and in-depth program that might assist him transition from conventional finance to quantitative investing. He consulted ChatGPT for suggestions and narrowed it down to 3 potential programs.
“Out of the three, EPAT stood out. It had all the pieces I used to be searching for: full curriculum, robust college, and a really world pupil neighborhood.”
Regardless of the readability in curriculum, there was one huge problem forward: Python programming. Elías had no prior publicity to coding—however as a substitute of backing out, he embraced the problem head-on.
“At first, programming in Python was completely unknown to me. However because of instruments like ChatGPT and the help I acquired all through the course, I used to be capable of transfer previous that preliminary worry.”
The truth is, Elías believes that if he had taken the course a decade in the past, it could have been a lot more durable.
“Again then, we didn’t have instruments like this to help us. At the moment, it’s simpler—however provided that you keep dedicated.”
Overcoming Challenges: Language, Workload, and Studying Curve
Elías didn’t simply battle with programming. English wasn’t his first language both.
“The language barrier was actual to start with. I struggled to comply with among the early lessons, however over time, I improved.”
Alongside studying Python and quant methods, Elías was additionally working full-time as an inner auditor in an organization coping with electrical initiatives. Balancing a demanding job with a rigorous educational program took a toll.
“Within the final two months of the course, I used to be overwhelmed. I had lots of work duties. However I managed to make time to review and put together for the ultimate examination.”
And his efforts paid off.
The EPAT Expertise: Construction, Help, and Neighborhood
Elías credit the construction and help of EPAT for making the journey manageable and deeply rewarding.
“The course was extremely well-organized. The help from mentors like Lakshmi was wonderful—each doubt was addressed on time. I by no means felt misplaced.”
He additionally spoke extremely of the instructors, particularly Jay Parmar, College, EPAT, whose periods on portfolio administration made a long-lasting impression.
“Jay is an incredible trainer. He defined complicated matters with such ease. Portfolio administration shortly grew to become my favourite topic due to him.”
Even whereas making ready for the ultimate certification examination, Elías remained decided regardless of private workload pressures.
“Within the closing months, I used to be overwhelmed with work. However I carved out time to focus. I didn’t examine all the pieces in depth—however I targeted on what I understood greatest and leaned on the video content material to fill in gaps.”
The Turning Level: A Ardour for Portfolios
One of many key highlights of Elías’ journey was discovering his deep curiosity in portfolio administration. Impressed by each the curriculum and in depth studying he did on his personal, he determined to focus his closing undertaking on portfolio diversification and risk-based rebalancing methods.
“I learn many books from March to October. That helped me understand that portfolio administration was the realm the place I felt essentially the most snug and excited.”
Working below the mentorship of Ajay, Elías fine-tuned his technique.
“Ajay was wonderful. He solved an issue in my code that I’d been caught on for 2 weeks. It fully modified the way in which I checked out sure components of my undertaking.”
Elías’ EPAT Venture: Diversification of the Portfolio
Elías’ capstone undertaking was not only a technical report—it was a sensible technique designed to make diversification extra accessible and comprehensible. The inspiration of the technique was constructed on choosing 22 shares throughout 11 totally different sectors of the S&P 500 index, making certain a broad and balanced financial illustration.
He then developed a risk-based rebalancing portfolio, the place the allocation modified quarterly relying on the usual deviation (threat) of every asset. Riskier shares acquired smaller weights, and fewer unstable ones got extra publicity.

“The concept was easy: assist folks perceive the way to scale back threat via diversification, and rebalance the portfolio repeatedly to take care of stability.”
One of many standout insights of the undertaking was how his technique carried out throughout the COVID-19 interval—a time of worldwide monetary volatility. Regardless of market turbulence, his portfolio confirmed robust resilience and higher drawdown traits in comparison with the benchmark.

“It couldn’t beat the benchmark on returns, however the volatility was decrease, and the Sharpe ratio was higher. For me, that was a win.”

Within the third a part of the undertaking, Elías launched a hedging technique by going quick on the benchmark, proportional to the portfolio’s beta, additional demonstrating his rising sophistication in portfolio building.
You’ll be able to entry the total undertaking. Entry Elías’ full undertaking pocket book and evaluation right here.
A New Chapter Forward
Now that Elías has efficiently accomplished this system, he’s waiting for the longer term with much more confidence and readability.
“Earlier than EPAT, I didn’t know the way to create any sort of funding technique. Now, I’ve constructed a whole one from scratch.”
Although he’s at the moment taking a brief break to enhance his English within the UK, he’s already exploring alternatives within the funding and quant finance business.
“I’m obsessed with this discipline. I need to construct a profession in quant. I do know there’s nonetheless rather a lot to be taught, however now I’ve the inspiration and the help to take the following step.”
He additionally praised the EPAT alumni neighborhood and continued entry to supplies and mentorship.
“The sources are all the time accessible. I really feel like I’m not alone. The help system and the atmosphere you’ve constructed—that is what makes the distinction.”
Ultimate Phrases
Elías’ story is a testomony to what can occur when curiosity meets perseverance. From Chile to the UK, from spreadsheets to Python scripts, from conventional finance to quant methods—his journey with EPAT is nothing in need of inspiring.
“This course opened my world. All the pieces I do know now about quant, I owe to EPAT.”
Subsequent Steps for you
Discover EPAT buying and selling initiatives on varied matters:
Elías’ journey is a strong instance of how willpower, customized mentorship, and sensible studying might help anybody, no matter background, step confidently into the world of quantitative finance.
Whether or not you’re a finance skilled trying to transition into quant, a pupil aiming to future-proof your profession, or just somebody obsessed with data-driven investing, you can begin your individual journey in the present day.
Be part of the Government Programme in Algorithmic Buying and selling (EPAT)Study from business consultants, construct real-world methods, and get lifelong entry to studying sources—similar to Elías did. Study extra about EPAT
Favor to start out at your individual tempo?Discover Quantra’s self-paced programs to construct robust foundational abilities in Python, statistics, machine studying, and extra. Excellent for these starting their journey into algorithmic buying and selling.Discover Quantra Programs and get began in the present day.
File within the obtain:
EPAT Venture – Diversification of the Portfolio
Login to Obtain
Disclaimer: To be able to help people who’re contemplating pursuing a profession in algorithmic and quantitative buying and selling, this success story has been collated primarily based on the non-public experiences of a pupil or alumni from QuantInsti’s EPAT programme. Success tales are for illustrative functions solely and are usually not meant for use for funding functions. The outcomes achieved put up completion of the EPAT programme will not be uniform for all people.
The data on this undertaking is true and full to one of the best of our Pupil’s data. All suggestions are made with out assure on the a part of the scholar or QuantInsti®. The coed and QuantInsti® disclaim any legal responsibility in reference to using this data. All content material supplied on this undertaking is for informational functions solely and we don’t assure that by utilizing the steerage you’ll derive a sure revenue.