I'm a Product Manager currently building machine learning-powered products at Sun Life Financial, focused on helping financial advisors prioritize leads, retain clients, and grow managed assets. Based in Toronto ๐จ๐ฆ
Previously, in fintech, banking, and consulting, I launched an online financial research platform securing initial paid subscriptions, redesigned corporate banking experiences reducing user task-time by 33%, and launched banking platforms boosting customer acquisition by 22%.
On the side, I'm developing yourcanadianresume.com, an AI Resume Builder for new immigrants entering the Canadian market.
Advisors spent valuable time chasing low-quality leads.
Built and launched a machine learning-based solution that prioritizes client leads based on conversion probability.
Early client withdrawals negatively impacted assets under management.
Delivered a predictive analytics product that identifies clients at risk, enabling proactive advisor engagement.
Before Sun Life, I worked in banking, fintech, and consulting, where I:
I create AI-powered tools to solve meaningful problems:
Problem: First-time entrepreneurs struggle to thoroughly evaluate their business ideas before committing resources.
Solution: A platform that challenges entrepreneurs to think critically about their ideas, providing frameworks for validation and AI-powered tools for business model canvas and business plan creation. Cofoundly.ai guides founders from initial concept through validation to launch readiness.
Status: Development and testing - launch in summer 2025.
Problem: New immigrants to Canada struggle with creating resumes that align with Canadian employer expectations.
Solution: AI-powered tool at yourcanadianresume.com that transforms international work experience into Canadian-friendly resumes with appropriate terminology and formatting.
Status: MVP done, testing with cohort of 30 newcomers to measure outcomes. Official launch April 2025.
MSc, Strategic Innovation Management โ University of Sussex (UK)
Master's in Computer Science โ ENSA Morocco
My technical foundation in computer science combined with strategic business education gives me a unique advantage in product managementโI can both understand complex technical details and translate them into business value that resonates with stakeholders.
Awarded by the UK government, recognizing leadership potential and innovation capabilities among global talent.
This highly competitive scholarship selects future leaders who demonstrate the vision and drive to create positive change in their home countries through knowledge exchange and international collaboration.
In addition to my professional role, I actively contribute to the product management community and share knowledge through various channels.
As the Mentorship Coordinator at the Toronto Product Management Association (TPMA), I created an AI-driven mentor-mentee matching system, helping early-career PMs quickly find effective guidance and grow professionally.
The system analyzes professional backgrounds, skills, and development goals to create optimal mentor-mentee pairings that lead to more meaningful professional relationships and career growth opportunities.
Sometimes I capture my thoughts on product management and AI in my blog โ when the coffee is strong and the inspiration strikes โ
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Curious to chat about product management, AI innovation, or simply exchange ideas? I'm always up for interesting conversations.
Let's Have a Virtual Coffee