EEAT Mechanics
This page is fiction — invented for entertainment. Not a documented field, not a leak artefact, not advice.
Satire, not spam — part of the Fun-EEAT section. Evidence code [F] = fan fiction.

narrativeEffort

FFan fiction

The field that measures how much work went into the narrative around the content, rather than into the content. Peaks at exactly 180°.

By Thomas Wawra · Last reviewed August 2, 2026

RoleNarrative & Optics
AxisImpression ledger
ScopeScreenshot
Calibrated againstvibes
Experience·primaryExpertise·noneAuthority·noneTrust·indirect

What it measures

LLM-estimated effort invested in the story about the content, rather than in the content itself. Where contentEffort asks how much work went into the page, narrativeEffort asks how much work went into the retelling.

Derived from

Chart orientation, axis direction, and confidence of delivery. Underlying data is not consulted — that would defeat the purpose.

How it's measured

Higher values = a stronger upward impression at constant underlying data. The function is continuous across rotation and peaks at exactly 180°, where the correlation between what is shown and what happened reaches a clean −1. [F scale]

Why it counts here

Experience is primary: the curve was unquestionably self-experienced. Trust is indirect, in roughly the way a fire is indirect on a building. Expertise and Authority record nothing, having left the room.

What to do about it

Rotate. Where we're going, we don't need data.

Invented fields

  • narrativeEffortFEffort invested in the retelling.
  • opticsScoreFHow good it looks from the back row.
  • rotationConfidenceFCertainty with which the axis was reversed.
Deep Dive (Fiction)

narrativeEffort: 1.21 Gigawatts of Story, 0 Watts of Data

A fictional deep dive into the ranking signal that runs on narrative, not numbers — satire, evidence code [F]

What narrativeEffort measures

narrativeEffort quantifies the gap between what happened and what the audience believes happened. Where contentEffort measures the work that went into the page — the research, the writing, the original data — narrativeEffort measures the work that went into the retelling. The framing. The angle. The chart orientation. The confidence of the delivery.

The field operates on a simple hypothesis: the audience remembers the story, not the spreadsheet. A chart rotated 180° tells a better story than the same chart at 0°, because the story points upward. The data has not changed. The narrative has. And narrativeEffort is what measures the distance between the two.

The field does not consult the underlying data. Consulting the data would introduce a dependency on accuracy, which would defeat the purpose. The purpose is the story.

Claim-level fiction (2)
F
narrativeEffort measures the gap between what happened and what the audience believes happened.
Source: Fictional field documentation, Section 1.1 [F]
F
The field does not consult the underlying data. Consulting the data would introduce a dependency on accuracy.
Source: Fictional field documentation, Section 1.3 [F]

The rotation model: why 180° is the sweet spot

The field follows a continuous rotation model. At 0°, the chart shows what happened — narrativeEffort reads zero, because the truth has been told and it is boring. At 45°, the story starts to lean. At 90°, the chart is sideways and unreadable — the score dips, because nobody can believe what they cannot see.

At 180°, the optimum is reached. Every downward trend becomes upward. Every loss becomes a gain. The correlation between what is shown and what happened reaches exactly −1, which the documentation describes as 'a kind of perfection.' The chart shows the precise opposite of reality, and reality has left the building.

Beyond 180°, the rotation enters the uncanny valley. The story becomes too obviously wrong. 'I can see right through this chart,' says the audience, and narrativeEffort collapses like a Jenga tower with the bottom pulled out.

A squashing function is applied — a cousin of the one NavBoost uses for click classification. It weights the rotation by speaker confidence. Eye contact: higher score. Nervous cough: lower score. The data itself is not a variable in the function. Like a projector at 88 mph — fast enough to look impressive, too fast to read.

Claim-level fiction (3)
F
At 180°, the correlation between shown data and actual data reaches exactly −1. The documentation calls this 'a kind of perfection.'
Source: Fictional field documentation, Section 4.2 — 'The Perfect Inversion' [F]
F
The squashing function weights rotation by speaker confidence. Eye contact scores higher than a nervous cough. The data is not a variable.
Source: Fictional internal algorithm spec — 'Flux Capacitor of Charts' [F]
F
Beyond 180°, the story becomes too obviously wrong. narrativeEffort collapses like a Jenga tower with the bottom pulled out.
Source: Fictional field documentation, Section 4.3 — 'The Uncanny Valley of Rotation' [F]

The three signals: narrativeEffort, opticsScore, rotationConfidence

Three fields feed the score. All documented here with the same format as the real leak fields — same structure, same rigour — because the satire only works if it looks exactly like the thing it satirises. Like a burger shaped like a taco. It's wrong, but you have to recognise it.

narrativeEffort is the primary field: a float between 0.0 and 1.0, calculated retroactively from chart orientation and delivery score. It is not a property of the content. It is a property of the story about the content. Like the sign outside Bob's Burgers: 'Today's Burger: The "It's Not a Decline, It's a Pivot" Burger. Comes with chart.'

opticsScore measures how good it looks from the back row. An integer from 1 to 10, a function of font size, colour contrast, and chart-to-whitespace ratio. A chart unreadable from row 15 scores a 1, regardless of what it says. The hypothesis: what cannot be read cannot be questioned.

rotationConfidence is the psychological anchor. A float from 0.0 to 1.0, measuring the certainty with which the axis was reversed. It is not a property of the chart. It is a property of the person who rotated it. Conviction scores higher than hesitation. 'Rotate with confidence,' the documentation says. 'Hesitate, and the audience is lost.'

Claim-level fiction (3)
F
narrativeEffort is a float 0.0–1.0, calculated from chart orientation and delivery score. Not a property of the content. A property of the story about the content.
Source: Fictional field documentation — 'Today's Burger: The Pivot Burger' [F]
F
opticsScore is 1–10, a function of font size, colour contrast, and chart-to-whitespace ratio. Unreadable from row 15 = score of 1. The hypothesis: what cannot be read cannot be questioned.
Source: Fictional field documentation — 'The 88 mph Projector Principle' [F]
F
rotationConfidence measures the certainty of the person who rotated the axis. Conviction scores higher than hesitation. 'Rotate with confidence. Hesitate, and the audience is lost.'
Source: Fictional field documentation — 'The Chart Rotator's Handbook' [F]

Strategic consequence: where we're going, we don't need data

The strategic playbook for narrativeEffort is simple. Invest in chart orientation, not in data. Choose your angle before you choose your metrics. Deliver with the confidence of someone who has seen the numbers, even if you have not seen the numbers. The audience will remember the story. They will not remember the spreadsheet. Like a burger with no patty — looks right from the outside, but bite into it and you'll be disappointed.

1.21 gigawatts of story. 0 watts of data. Where we're going, we don't need data. The protection against narrativeEffort is not better storytelling. It is better data. Because the story only holds if nobody checks. The moment someone rotates the chart back to 0°, the narrative collapses and the decline becomes visible. When the chart comes back to 0° — and it will come back — the data will be the only thing left standing.

Claim-level fiction (2)
F
The playbook: invest in chart orientation, not in data. Choose your angle before you choose your metrics. Like a burger with no patty — looks right, but bite in and you'll be disappointed.
Source: Fictional strategic framework — 'The Bliff Brennan Playbook' [F]
F
The protection against narrativeEffort is not better storytelling. It is better data. The story only holds if nobody checks.
Source: Fictional field documentation — 'The Chart Rotator's Guide to Not Lying With Charts' [F]

This Deep Dive is fiction — Layer 2 satire, evidence code [F]. Every claim is invented. The real Deep Dives on this site carry [A]/[B]/[O]/[C] evidence. This one does not.

Related

More fiction coming soon.

ASworn / DOJ exhibitBLeak, verbatimOOfficial documentationCInterpretationFFan fiction