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Identifying Gaps
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Where do all the pieces fit? It starts with the core approaches and methods. We focus on those as practitioners, and the business often sees those as the critical milestones. The big picture shows how to separate and segment.
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Ontologies, machine learning, causal inference, and complexity all live in this same neighborhood. Ontologies are the key that opens the door to reliable applications. It is challenging not to dive straight into that, but none of this makes sense when I do.

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Am I going to talk about Roe vs. Wade? No. There is nothing to say that has not been said for over 30 years. The words are ingrained in American popular…
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Or get closer than we are ready to.
Domain expertise and business acumen are different. Business acumen covers how businesses and marketplaces work. It covers the dynamics of companies and…
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Thank you for subscribing. I understand reading this newsletter is not always easy. My job is to challenge established ideas. It is not easy to have our…
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Hiring for data professionals is slowing across roles. The hiring freezes are cutting deep. As businesses report lower revenues and slowing growth over…
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I realized early on that most people who use causal methods do not entirely understand them. Do-calculus is deep math. Judea Pearl does a lot to…
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I was listening to an interview this morning, and the question was asked, “Which companies will be the big winners from crypto and Web3?” This question…
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When businesses start with data, talent is scattered throughout the company. Analysts and even Data Scientists are in different business units. Data and…
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High ROI Data Science

Built for technical and non-technical readers interested in all things data. Deep dives into causal machine learning, research methods, technical strategy, and advanced career advice.
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