Latest Published Essay
Part 4: The Surface Findings From 50,000 He Gets Us Posts
The simplest honest surface read is straightforward: on X, He Gets Us behaves less like a calm always-on brand channel and more like a recurring event-triggered argument surface.
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Part 3: Building The He Gets Us Dataset Without Burning More Money
He Gets Us was the obvious choice on fit. I already knew the campaign from the survey side, and a careful X pull should show me something the survey file could not.
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Part 2: What Changed From The Twitter API To The X API
What changed from the old Twitter API to the current X API is practical: it affects how you scope the work, what you pay for, and what kind of workflow you can trust once the data starts coming back.
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Part 1: Why The X API Still Matters To My Data Science Story
I started aiming at data science in 2010. My degree was in information systems, which in practice meant a hybrid of business and computer science that still left a lot of the real work up to you. If you wanted to do serious text work, nobody was going to hand you a perfect lab. You had to find text, collect it, clean it, and then decide whether your methods actually held up once language got messy.