Welcome to Area of Interest


Our Collaborative Approach

AOI specialize in providing cutting-edge Geographic Information Systems (GIS) and Machine Learning solutions tailored to the quantitative financial and commodity risk management.

GIS

Our GIS services help clients turn complex spatial data into high-quality visual representations. These visualizations enable clearer communication of key concepts to stakeholders, including regulators, industry professionals, and the general public. By leveraging spatial intelligence, clients gain a deeper understanding of market trends, risk exposures, and the geographic distribution of assets, helping them make better-informed decisions. Whether it’s optimizing asset allocation, identifying new investment opportunities, or mitigating regional risks, our GIS solutions provide the actionable insights needed to drive financial success.

AI Machine Learning

With deep expertise in quantitative finance, commodity trading, and risk management, we help clients integrate advanced analytics into their decision-making processes. From time series forecasting and Monte Carlo simulations to neural networks and traditional machine learning, we deliver tailored solutions to meet specific business needs. By harnessing the power of big data and AI, we help clients uncover hidden patterns, predict market movements, assess risks, and optimize investment strategies. With a focus on precision and innovation, our machine learning models enable organizations to stay ahead in fast-changing financial landscapes

Meet our Team


Ivy Yau

Geomatics Engineer, PEng


Ivy is a Professional Geomatics Engineer registered with APEGA, bringing over 10 years of specialized experience in data management within the power, oil and gas, and forestry sectors. Her expertise encompasses data management, analysis, and map development.

Throughout her career, Ivy has managed Geomatics and data for over 300 projects, including environmental assessments, remediation programs, and harvest planning in forestry. She has also supported field programs and assisted clients during environmental regulatory hearings.

As independent consultant, Ivy collaborates with clients to customize Geomatics solutions tailored to the unique needs of each project.

Brian Lau

Machine Learning Engineer


With over 15 years of experience in trading, quantitative finance and risk management, Brian brings deep expertise in machine learning, stochastic mathematics, and market experience. Brian has created and managed sophisticated models for value at risk (VAR), credit risk, and energy market forecasting, contributing to significant profit growth and operational efficiency.

With a focus on adapting cutting-edge AI and deep learning models to industry-specific challenges, Brian has worked across electricity, energy, finance, and trading sectors. Offering services such as Monte Carlo simulations, neural networks, and game theory optimization.