Module 4: Data Structuring Beyond Pages
Module 4 of 9
What This Teaches
Prechunking is not just page layout.
This is where most SEO thinking breaks. Structured layers matter more than prose. See also: Prechunking Workflow
Structured Layers That Matter
- JSON-LD: Machine-readable structured data
- Lists: Ordered and unordered lists provide clear boundaries
- Tables: Tabular data is easier to extract and verify
- Definitions: Explicit term definitions reduce ambiguity
- Repeated factual patterns: Consistent structure across pages
Why
Structured data reduces:
- inference depth
- ambiguity
- retrieval risk
LLMs trust structured repetition more than prose.
Prechunking Rule
Important facts must exist in multiple structural forms.
Don't rely on prose alone. Use JSON-LD, lists, tables, and definitions to reinforce key facts.
Optional Operator Task
Task: Select an important fact from your content. Express it in three different structural forms: as a JSON-LD property, as a list item, and as a table row.
Constraint: The fact must remain identical across all three forms. Only the structure changes, not the meaning.
What success looks like: You produce three representations of the same fact where an LLM could extract the identical information from any of them. The structural redundancy increases retrieval probability without changing meaning.
This task is optional. No submission required. No validation. Use it to convert theory into applied thinking.