CSC Generation is building closed-loop decision systems that use machine learning to operate consumer businesses more intelligently. We are starting with pricing and expanding into areas such as inventory, purchasing, promotions, marketing, and assortment.

You will help build systems that: estimate causal response + quantify uncertainty → choose actions → generate useful information → observe outcomes → update policies → evaluate challengers → deploy within guardrails Can we estimate the value of a challenger policy before fully deploying it?

- How do we optimize economic outcomes while respecting inventory, margin, vendor, customer, and operational constraints? policy learning and constrained optimization; - counterfactual and off-policy evaluation; - production ML infrastructure, monitoring, and automated deployment. The systems you build should produce measurable economic lift in controlled experiments, generalize across businesses, learn from their own interventions, and safely automate an increasing share of real commercial decisions.



the system should become better at operating the business because it has operated the business. We care more about exceptional technical ability and judgment than matching a checklist. machine learning and statistical modeling; - production ML systems; - Python, SQL, and large behavioral datasets. Most ML systems learn from a dataset. Here, the decisions made by the model influence the data the model sees next**. The long-term chance is to build that capability once and apply it across a portfolio of businesses and increasingly broad commercial decisions. We may use artificial intelligence (AI) tools to support parts of the hiring process, such as reviewing applications, analyzing resumes, or assessing responses and identifying potential inconsistencies or verification signals in application materials based on available information. If you would like more information about how your data is processed, please contact us.

📌 Senior Machine Learning Engineer, Causal & Decision Systems (Toronto)
🏢 CSC Generation
📍 Toronto