Not from
finance.
I have a PhD in biology, where I built computational pipelines to process massive genomic datasets. I also have several peer-reviewed publications in international journals. I run a small business in Toronto. I have no CFA designation, no institutional background, and no Wall Street connections. Instead, I rely on a scientific mindset, a systematic approach to problem-solving, two decades of backtested model history, and a live track record that began in September 2024.
I built my systematic trading models the same way I would design an experiment. Start with a hypothesis about market behavior. Turn it into rules. Test those rules on data the model has never seen. If they do not hold up out of sample, discard them. If they do, keep the model and put real money behind it.
I now publish exactly how those models perform over time. This briefing goes out twice a month, on the 10th and the 25th, and it treats the easy stretches and the hard ones the same way. That includes early 2025, when a 29.2% peak drawdown forced me to decide whether I really trusted my own rules. I stayed with them. By year end, I was up 17.4%.