Inference Economics – Founder, Lead Economist (2021–Now)
Founded and lead a boutique economic advisory firm focusing on policy, Indigenous economics, natural resource economics, conservation finance, and litigation support. In the "Interests" section of this site I explore why I find my work meaningful. In short, my intention as a partner at Inference is to be a resource to organizations that have traditionally been underserved by existing institutions or marginalized by Canadian society at large. In particular, the Canadian government and private industry often have outsized negotiating power when dealing with small communities or Indigenous people. This imbalance of power has been a hallmark of Canadian society since Canada's inception and is at the root cause of many of the structural flaws in our society.
Martin Family Initiative – Assistant Evaluation Scientist (2020–2021)
Supported program evaluation for Indigenous education initiatives, producing data-driven reports and insights for leadership. Much of this work was focused around data management and analysis related to education programming for teachers on First Nations. It was a really fun job! I quit to begin running Inference alongside my business partner.
University of Winnipeg – Sessional Lecturer, Economics (2019–2020)
Taught undergraduate micro and macroeconomics as I was mulling over getting a PhD (ultimately decided against). COVID forced classes online and took away the joy of teaching. Here's my RateMyProf. One student said I was horrible and another said I was rarely funny. Otherwise fairly positive reviews.
University of British Columbia – MA in Economics
My graduate research paper focused on the impact on community well being of opting out of several sections of the Indian Act for First Nations in Western Canada. The results were mixed. The analysis was based mostly in Stata using Statistics Canada data.
University of Winnipeg – BA (Hons) in Economics
Gold Medal in Honours Economics winner. Here's a profile on me included in the annual report of my graduating year.
Kijiji dominates in Toronto and Craigslist dominates in Vancouver (this is from one month, sure, but this is just illustrative), and that doesn't take into consideration other platforms like RentFaster or Marketplace or Realtor.
Here's the other reason why it matters: In this situation, there's an information asymmetry that really only benefits people that own a ton of properties and can collect their own data, or people that are professionals and spend their time posting on these platforms frequently. It harms the renter, and the "mom and pop" landlords that don't have a sense of what a fair price in their market is.Here's the same chart per 10,000 residents of each city's respective metro population.
In an ideal world, in my opinion, the government should have their own platform that automatically connects to CRA and allows renters and landlords to either report income easier or claim benefits easier. Competition between platforms does not generate a superior product but instead increases search costs and harms consumers.
Using Kijiji data we can see how the 7-day median prices of new listings in Toronto has evolved over time. This chart updates automatically. This pulls directly from the google sheet that the data is stored in, so outliers remain in the dataset and can occasionally skew the data. Additionally, I group 3+ bedrooms together, so there are occassionally groups of listings that skew that series. The intention of this data is to create a time-series of rental listings that would have predictive power over trends in the rental market.
– A benefit of the above scraper is that it generates a sufficient quantity of data to support forecasting. Here's a snapshot of what it can do:
Taking the median daily price (after cleaning the data and removing outliers) shows the downward trajectory—as of June 2025—of the asking price for 1-bedroom apartments in Toronto. Expanding this to 2-bedroom units:
shows a similar downward trend, although prices briefly peaked in the summer of 2024. Expanding again to apartments with 3 or more bedrooms:
shows that prices—while noisier due to grouping—follow a similar pattern to 2-bedroom units. However, prices have not fallen below 2024 levels. Looking at the monthly median price:
shows a similar spike in the summer of 2024, with another peak in December 2024. All of this is relevant when assessing the impact of supply on rental prices.
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