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SCADS 2026 / Problem 04

Organizational knowledge graphs

Make structure inspectable.

Networks · organizational structure · reviewIn progress

The task

How can communication records help an analyst explore organizational structure while keeping supporting evidence and uncertainty visible?

My solution

I built a local graph workspace with guided import, communication analysis, dated snapshots, source inspection, and recorded analyst reviews.

The system profiles the input before saving it, then builds a conservative graph. Communication, explicit reporting statements, and analyst decisions remain distinguishable. The interface moves between groups, branches, people, and their nearby connections.

How it works

Python · FastAPI · SQLite · React · SVG
  1. 01

    Inspect

    Profile people, records, and field coverage before admitting a corpus.

  2. 02

    Build

    Generate sparse relationship candidates and retain their supporting records.

  3. 03

    Explore

    Move through organizational views, inspect a connection, and record an analyst decision.

Try it

Interactive browser demonstration

Interactive browser demo

Inspect the relationship, then the evidence

Select a person and switch between declared reporting lines and messages. Open any connection to inspect its source.

Loading the bundled evidence…

Browser demo · six fictional entities from the sample roster. Three unique dated messages are shown; the duplicate and malformed import examples are excluded. Reporting declarations and communication remain separate.

Inspect demo dataSource fingerprints

Methods / evidence / reproduction

Read the research.

The implementation includes synthetic-data workflows, immutable snapshots, and review history. The public example uses authored roster and communication records so every displayed connection has an inspectable basis.

The paper connects the research question to the implementation, worked examples, and evidence. The project directory includes the runnable software, documentation, and tests.