Meet Elías: A Learner with a Goal
Elías Andrés Gaete Fuenzalida, hailing from Chile, with years of expertise in finance and instructing on the college degree, he had constructed a strong profession. But one thing was lacking.
“I’ve all the time beloved funding subjects. 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 Business Engineering—a singular mix of enterprise and finance—Elías had developed a powerful basis in monetary principle, statistics, and Excel. Nevertheless, when it got here to getting into the trendy world of quantitative buying and selling, he discovered himself on unfamiliar floor.
Trying to find the Proper Path
Like many pushed learners, Elías turned to the web in the hunt for a structured and in-depth program that would 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 group.”
Regardless of the readability in curriculum, there was one massive problem forward: Python programming. Elías had no prior publicity to coding—however as an alternative 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 assist I acquired all through the course, I used to be in a position to transfer previous that preliminary worry.”
In actual fact, Elías believes that if he had taken the course a decade in the past, it might have been a lot more durable.
“Again then, we didn’t have instruments like this to assist 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 courses, however over time, I improved.”
Alongside studying Python and quant methods, Elías was additionally working full-time as an inside auditor in an organization coping with electrical tasks. Balancing a demanding job with a rigorous tutorial program took a toll.
“Within the final two months of the course, I used to be overwhelmed. I had a number of work duties. However I managed to make time to check and put together for the ultimate examination.”
And his efforts paid off.
The EPAT Expertise: Construction, Help, and Group
Elías credit the construction and assist of EPAT for making the journey manageable and deeply rewarding.
“The course was extremely well-organized. The assist from mentors like Lakshmi was superb—each doubt was addressed on time. I by no means felt misplaced.”
He additionally spoke extremely of the instructors, particularly Jay Parmar, School, EPAT, whose periods on portfolio administration made an enduring impression.
“Jay is an incredible instructor. He defined advanced subjects 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 research all the pieces in depth—however I targeted on what I understood finest 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 intensive studying he did on his personal, he determined to focus his closing challenge on portfolio diversification and risk-based rebalancing methods.
“I learn many books from March to October. That helped me notice that portfolio administration was the realm the place I felt probably the most snug and excited.”
Working below the mentorship of Ajay, Elías fine-tuned his technique.
“Ajay was superb. He solved an issue in my code that I’d been caught on for 2 weeks. It utterly modified the way in which I checked out sure parts of my challenge.”
Elías’ EPAT Undertaking: Diversification of the Portfolio
Elías’ capstone challenge was not only a technical report—it was a sensible technique designed to make diversification extra accessible and comprehensible. The muse of the technique was constructed on choosing 22 shares throughout 11 completely 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 (danger) of every asset. Riskier shares acquired smaller weights, and fewer unstable ones got extra publicity.

“The concept was easy: assist individuals perceive how you can scale back danger by way of diversification, and rebalance the portfolio frequently to keep up stability.”
One of many standout insights of the challenge was how his technique carried out in the course of 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 challenge, Elías launched a hedging technique by going brief on the benchmark, proportional to the portfolio’s beta, additional demonstrating his rising sophistication in portfolio building.
You’ll be able to entry the complete challenge. Entry Elías’ full challenge pocket book and evaluation right here.
A New Chapter Forward
Now that Elías has efficiently accomplished this system, he’s looking forward to the long run with much more confidence and readability.
“Earlier than EPAT, I didn’t know how you can create any form 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 trade.
“I’m obsessed with this subject. I need to construct a profession in quant. I do know there’s nonetheless loads to be taught, however now I’ve the muse and the assist to take the following step.”
He additionally praised the EPAT alumni group and continued entry to supplies and mentorship.
“The assets are all the time out there. I really feel like I’m not alone. The assist system and the surroundings you’ve constructed—that is what makes the distinction.”
Closing 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 wanting inspiring.
“This course opened my world. Every part I do know now about quant, I owe to EPAT.”
Subsequent Steps for you
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Elías’ journey is a strong instance of how willpower, customized mentorship, and sensible studying can assist anybody, no matter background, step confidently into the world of quantitative finance.
Whether or not you’re a finance skilled seeking to transition into quant, a pupil aiming to future-proof your profession, or just somebody obsessed with data-driven investing, you can begin your personal journey immediately.
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- EPAT Undertaking – Diversification of the Portfolio
Disclaimer: As a way 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 private experiences of a pupil or alumni from QuantInsti’s EPAT programme. Success tales are for illustrative functions solely and will not be 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 challenge is true and full to the very best of our Pupil’s information. All suggestions are made with out assure on the a part of the coed or QuantInsti®. The scholar and QuantInsti® disclaim any legal responsibility in reference to the usage of this data. All content material supplied on this challenge is for informational functions solely and we don’t assure that through the use of the steering you’ll derive a sure revenue.