Ivory Tower Notes: The Methodology

Towards Data Science / 4/22/2026

💬 OpinionIdeas & Deep AnalysisTools & Practical Usage

Key Points

  • The article introduces the basics of scientific methodology as a way to avoid low-quality AI output characterized as “prompt in, slop out.”
  • It frames rigorous experimentation, clear hypotheses, and disciplined evaluation as key practices for producing more reliable results.
  • The piece emphasizes using structured processes to improve the quality and credibility of findings rather than relying on ad-hoc prompting.
  • It positions methodology as an antidote to superficial experimentation when working with AI-assisted workflows.

A short intro to scientific methodology to combat "prompt in, slop out"

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