Methodology

How the IQ Score works.

One number. Three dimensions. Twelve sub-metrics. Scored by credentialed expert panels and computational analysis, grounded in published cognitive science.

Five categories. One clear signal.

RangeCategoryWhat it means
150+MasterclassMeasurably increases domain knowledge or cognitive capacity
120–149StimulatingSignificantly challenges the viewer intellectually
90–119CompetentMeaningful engagement above passive consumption
60–89PassiveMinimal cognitive demand; entertainment-driven
<60NumbingNegligible intellectual engagement
40% weight
Cognitive Stimulation
How hard does the content make your brain work?
Narrative complexity
Non-linear structure, parallel plotlines, unreliable narration, temporal shifts
Dialogue density
Information-per-minute, vocabulary level, rhetorical sophistication
Cognitive load
Working memory demands, prediction difficulty, attention requirements
Conceptual novelty
Unfamiliar ideas, paradigm challenges, perspective shifts
35% weight
Educational Value
Did the viewer learn something they can use?
Factual density
Verifiable facts per episode; information transfer rate
Domain knowledge
Depth and accuracy of subject matter coverage
Practical applicability
Real-world usefulness of knowledge conveyed
Accuracy
Fidelity to established facts in dramatized or documentary content
25% weight
Entertainment Quality
Smart content shouldn't be boring. Boring content fails our standard too.
Emotional range
Variety and depth of emotional engagement
Narrative craft
Story structure satisfaction, payoff of setups
Production value
Cinematography, sound design, editing craft
Rewatchability
Sustained engagement, rewatch value across episodes

Three layers. Every title.

1
Expert panel review
Each title is independently evaluated by a minimum of 10 credentialed reviewers — media scholars, educators, cognitive scientists, domain specialists — using structured rubrics with defined criteria.
2
Computational analysis
NLP models analyze scripts and dialogue for lexical diversity, information density, narrative complexity, and conceptual novelty. Transparent and reproducible.
3
Composite algorithm
Automated and expert scores are combined via a weighted algorithm. Published with confidence intervals and dimensional breakdowns. The rubrics are public.

What a score breakdown looks like.

Take two shows in the same genre — crime drama — with very different cognitive profiles:

The Wire
145
Stimulating
C
E
Q

Extreme cognitive demand from multi-institutional analysis. High educational value on politics, economics, policing.

The Office
87
Passive
C
E
Q

Brilliant entertainment with minimal cognitive demand. High craft, low intellectual challenge.

Common questions.

Who decides the scores?
Credentialed expert panels — media scholars, educators, cognitive scientists, and domain specialists — using structured rubrics with defined criteria. Minimum 10 reviewers per title. Inter-rater reliability is measured and published. This is augmented by computational NLP analysis that measures linguistic complexity, information density, and narrative structure.
How is this different from Rotten Tomatoes?
Rotten Tomatoes aggregates binary critic opinion (fresh/rotten) on a single dimension. The IQ Score evaluates three dimensions with twelve sub-metrics, uses credentialed expert panels with published rubrics, and is grounded in cognitive science literature. RT measures whether critics liked something. We measure what it does to the viewer.
Isn't this just opinion?
No. Narrative complexity, dialogue density, factual accuracy, and information transfer rate are measurable properties. Our NLP pipeline quantifies them computationally. The expert panels score against structured rubrics, not personal taste. The methodology is transparent — rubrics and criteria are published.
Does a low score mean the show is bad?
No. A low IQ Score means low intellectual demand — not low quality. The Office scores 87 (Passive) and is one of the best comedies ever made. The IQ Score measures cognitive value, not entertainment value in isolation. Entertainment quality is one dimension, not the whole score.
Will you pursue scientific validation?
Yes. Our Phase 3 roadmap includes university neuroscience partnerships for EEG and fMRI correlation studies. But the platform launches with a methodology that already exceeds the rigor of every existing content rating system. Validation deepens the moat — it's not a prerequisite.
How many titles are scored?
1,100+ titles at launch, spanning TV series, films, documentaries, anime, K-drama, reality TV, game shows, and more across all major streaming platforms.

See it in action.

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