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How it works

Six steps, run as a loop

Structured judgement runs from collecting the material through to deciding what it means. It is built as a loop rather than a pipeline, because a person reviews the calls that missed and changes the criteria.

The loop

Collect, verify, structure, weigh, decide, check

The first three steps are the evidence. The last three are the judgement. The loop closes because someone goes back over the calls that came in wrong.

the evidence layercollect, verify, structurethe judgment layerweigh, decide, check1Collectfind it2Verifyis it true?3Structurecount it4Weighwhat matters5Decidecall it6Checkwere we right?The judgment loopclick any stepa person reviewsthe calls that missed
Six steps. The first three build the evidence, the last three make the judgement. It is a loop because a person reviews the calls that missed and changes the criteria.
1. Collect

Human judgement, then tools at scale

Human judgement sets the collection. We decide what we want to collect and why, and the tools then do the collecting and the first pass of processing at scale.

2. Verify

Investigative journalism

Reporters check what has arrived before it is allowed to count. Who says this, how would they know, and who else confirms it independently. Four outlets running the same unnamed official is one piece of unconfirmed information, not four.

3. Structure

Data science

What survives becomes a dated event with named actors, typed against the taxonomy, so a year of reporting can be counted rather than remembered.

4. Weigh

Political risk analysis

Political risk analysis and the model work out what is happening. The readings move separately rather than collapsing into one number, so pressure from outside stays visible next to whether the people in power are holding together.

5. Decide

Structured judgement

The five operations run here. The output is not a summary. It is cover or ignore, alert or hold, task a correspondent or wait.

6. Check

Structured judgement, with a person

The loop closes with review by an expert we employ. Some calls will always come in with the probabilities off. Someone goes back over those, works out how and why, and what they find changes the criteria for the next round.

Inside the fifth step

Five operations

These take the decisions a good editor or intelligence analyst makes by instinct and make each one explicit, so they can run continuously, at scale, on live material, with people owning the criteria.

01

Comparison against a baseline

Is this new or normal. You can only answer that if you are holding a model of normal. An editor has it in their head after twenty years on a patch. We have it in the archive and in actor histories. A ministry statement means little if they make one every month and means a great deal if it breaks the pattern.

02

Source weighting

Who is telling me this, and why now. The same sentence carries different value from a ministry press office, a Maracaibo correspondent and an anonymous messaging channel. Every input is weighted for credibility and motive before it is allowed to move anything. The words are identical. The judgement is the weight.

03

A significance function

Does it change anyone’s position, can it be reversed, how close does it sit to the exposure the client actually holds. That is an editor’s instinct written down as weighted criteria. Domain experts own it, not engineers.

04

Inference of implication

Given this, what becomes more likely. This is the step that separates knowing from judging. The item is connected to a model of how the situation develops, and the probabilities move.

05

An allocation decision

The output of judgement is never a summary. It is a decision about scarce resources. Cover or ignore. Alert or hold. Task a correspondent or wait. This step spends the client’s attention for them.

How evidence moves a probabilitySix families of development on the left, each with a count, feeding two layers in the middle, a relationship graph and a baseline of what normally follows. Both feed a single update step, which moves the probability on five dated questions listed on the right.developments this quartertyped and placedwhat we hold about themthe updateon the Venezuela deskthe questions we answerPolitics and repression60Sanctions and licences20Economy and prices19Streets and society15Oil and infrastructure14Foreign alignment11Who moves with whomthe actors and their tiesWhat normally followsthe baseline in the archiveUpdatemoves the oddsWill the José complex (export terminal andupgraders, Anzoátegui coast) lose power forlong enough to interrupt loading?before 31 Mar 2027Will there be a work stoppage at Punta deMata (an oil field in Monagas)?before 31 Mar 2027Will workers or contractors at Punta de Matareport sustained arrears?before 31 Mar 2027Will the terms of the Petromonagas jointventure (a heavy crude upgrader) be changed?before 30 Sep 2027Will the head of PDVSA’s Oriente division(the state operator’s eastern region) change?before 31 Mar 2027
Developments are typed and placed, checked against who the actors are and what normally follows, and then one update step moves the probability on each open question. Nothing else moves a probability, and every movement can be traced back to the developments that caused it.
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