Guides & Analysis

Why PlainTeacher Publishes Guides

Public records are rarely self-explanatory. Codes, categorical fields, thresholds, and regulatory terminology can confuse even frequent researchers. These guides explain those specifics in plain English, link to the relevant source, and state the limits of the available data.

What You Will Find Here

Every guide focuses on a single, researchable question -- usually something a visitor might type into a search engine. We cite the original source wherever we state a specific regulatory threshold, dollar figure, date, or fact-about-the-world. We do not invent numbers, do not quote unreliable secondary sources, and do not paraphrase source material so aggressively that its meaning shifts. If you notice a factual drift or a sentence where our summary disagrees with the linked source, email the correction and we will update the guide.

Guides Are Not Professional Advice

Reading a guide is a good first step -- it orients you to the vocabulary, the process, and the known edge cases. It is not a substitute for talking to a licensed professional. Guides here do not establish a professional relationship, do not constitute advice tailored to your circumstances, and do not account for recent changes that may not yet be reflected in the upstream dataset. Use them to understand what you are looking at and to form better questions to bring to a qualified advisor.

How We Decide What to Write

We pick guide topics by looking at real visitor questions -- search queries that land on the site without a good destination, emails from readers asking for explainers, and patterns in the data that deserve a sustained write-up. We favor topics where a short, honest, well-cited guide genuinely helps over topics that merely drive traffic. When we get a topic wrong, we correct it and note the update; when we get feedback that a guide missed an angle, we add a section rather than rewriting from scratch.