Methodology

How the IQ Score works.

One number. Three dimensions. Twelve sub-metrics. Scored using a multi-dimensional framework and computational analysis, grounded in published cognitive science.

TV IQ is a proprietary 0–200 scale designed for media comparison — it is not a psychometric intelligence test. The score measures the intellectual demand a title places on its audience, not the viewer's personal IQ. A Masterclass score of 160+ means peak cognitive engagement across all three dimensions, not that you need a 160 IQ to appreciate it.

Download the full methodology (PDF) Version 1.1 · April 28, 2026 · 35 pages · 334 KB · v1.0 archive

The Scale

Five categories. One clear signal.

Range	Category	What it means
160+	Masterclass	Measurably increases domain knowledge or cognitive capacity
130–159	Stimulating	Significantly challenges the viewer intellectually
100–129	Competent	Meaningful engagement above passive consumption
70–99	Passive	Minimal cognitive demand; entertainment-driven
<70	Numbing	Negligible intellectual engagement

Dimension 1

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

The Process

Three layers. Every title.

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.

Computational analysis

NLP models analyze scripts and dialogue for lexical diversity, information density, narrative complexity, and conceptual novelty. Transparent and reproducible.

Composite algorithm

Automated and expert scores are combined via a weighted algorithm. Published with confidence intervals and dimensional breakdowns. The rubrics are public.

Example

What a score breakdown looks like.

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

The Wire

145

Stimulating

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

The Office

Passive

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

FAQ

Common questions.

Who decides the scores?

Titles are scored using a multi-dimensional framework with structured rubrics and defined criteria across twelve sub-metrics. This is augmented by computational analysis that evaluates linguistic complexity, information density, and narrative structure. As the platform scales, we're building toward credentialed expert panels and published inter-rater reliability.

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 using structured rubrics 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. Scoring uses structured rubrics with defined criteria, not personal taste. The methodology is transparent and the framework is 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?

1,892 titles and growing, spanning TV series, films, documentaries, anime, K-drama, reality TV, game shows, and more across all major streaming platforms.

Why TVI

No other platform measures what TV does to your mind.

Rotten Tomatoes tells you if critics liked it. IMDb tells you if audiences liked it. TVI tells you what it does to you.

What it measures	TV Intelligentsia	Rotten Tomatoes	IMDb	Common Sense Media
Cognitive complexity scored	✓	✗	✗	✗
Educational value scored	✓	✗	✗	partial
Measures the show — not audience mood	✓	✗	✗	✓
Kids developmental review by credentialed expert	✓	✗	✗	editors, not specialists
SEL (social-emotional learning) scores	✓	✗	✗	✗
Weighted multi-dimensional formula	✓	✗	✗	✗
Head-to-head show comparison tool	✓	✗	✗	✗
Scores films AND TV series	✓	✓	✓	TV/films only

Think your ratings platform measures this?

Or see how each score is calculated: view the full scoring rubric →

TVI IQ Score is not affiliated with, endorsed by, or derived from Rotten Tomatoes, IMDb, or Common Sense Media.