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Coded Bias 2020

Joy Buolamwini’s research at the MIT Media Lab reveals a critical flaw in facial recognition technology: these systems exhibit significant racial biases. The documentary explores how these biases arise and the potential consequences as AI-powered surveillance becomes more prevalent. It examines the impact of flawed algorithms on marginalized communities and raises important questions about accountability and fairness in the age of artificial intelligence.

Joy Buolamwini’s research at the MIT Media Lab reveals a critical flaw in facial recognition technology: these systems exhibit significant racial biases. The documentary explores how these biases arise and the potential consequences as AI-powered surveillance becomes more prevalent. It examines the impact of flawed algorithms on marginalized communities and raises important questions about accountability and fairness in the age of artificial intelligence.

Does Coded Bias have end credit scenes?

No!

Coded Bias does not have end credit scenes. You can leave when the credits roll.

Meet the Full Cast and Actors of Coded Bias

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Ratings and Reviews for Coded Bias

See how Coded Bias is rated across major platforms like IMDb, Metacritic, and TMDb. Compare audience scores and critic reviews to understand where Coded Bias stands among top-rated movies in its genre.


Echo Score

The Movie Echo Score

76

Overall, Coded Bias delivers a compelling investigation into algorithmic discrimination while encountering occasional challenges in scope and cohesion. The film’s focused direction and succinct editing facilitate clear presentation of complex ideas, and the charisma of its subjects enhances emotional engagement. Viewers receive a thorough overview of AI bias issues, though the rapid pacing sometimes leads to abrupt topic shifts. Ultimately, this documentary strikes a balance between informative depth and thematic urgency, offering substantive insight despite structural constraints.

The Movie Echo Score Breakdown for Coded Bias

78
Echo Score

Art & Craft

In terms of Art & Craft, Coded Bias exhibits purposeful direction and economical editing. Interviews and archival inserts are framed with clarity, allowing core ideas to emerge without distraction. The production design is functional but offers limited visual variety, and the editing maintains forward momentum. Overall, the film’s craft supports its thematic focus with solid precision.

82
Echo Score

Character & Emotion

When it comes to character depth and emotional resonance, the film relies on its charismatic subjects to ground its argument. The featured researchers convey a clear sense of purpose and conviction, which lends authenticity to their experiences. However, the breadth of issues occasionally limits deeper personal insight. Overall, the emotional core remains engaging and credible.

65
Echo Score

Story & Flow

In terms of plot coherence and pacing, Coded Bias presents a wide-ranging survey that occasionally feels compressed. The documentary’s brisk tempo sustains engagement but leads to uneven transitions between topics. Its originality in framing AI bias as a social concern stands out, yet the crowded structure sometimes hampers narrative clarity. Overall, the flow balances urgency with occasional disjointed segments.

68
Echo Score

Sensory Experience

Regarding the sensory experience, the documentary employs a restrained visual style that complements its analytical tone. The sound design and score provide unobtrusive support but do not draw attention. Cinematography remains serviceable without distinct stylistic flourishes, focusing on interviews and on-location footage. Overall, the sensory elements maintain cohesion but offer limited textural depth.

70
Echo Score

Rewatch Factor

When it comes to rewatch value, Coded Bias offers enduring relevance for viewers interested in ongoing discussions of algorithmic fairness. Its dense informational content may reward repeat viewings through deeper analysis of case studies. However, its documentary format and focused subject matter provide limited entertainment-driven replay appeal. Overall, the film sustains thoughtful engagement across multiple viewings.

Metacritic

73

Metascore

4.7

User Score

Rotten Tomatoes
review

100%

TOMATOMETER

review

59%

User Score

IMDb

6.8 /10

IMDb Rating

TMDB

70

%

User Score

Letterboxd

3.4

From 4 fan ratings

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Watch Trailers, Clips & Behind-the-Scenes for Coded Bias

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Coded Bias | Trailer

Coded Bias Themes and Keywords

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explorationracial biasartificial intelligencemachine intelligencemassachusetts institute of technologyhigh technologyfacial recognitionalgorithmreference to microsoftreference to amazoncomputer scientistreference to ibmdata setautomationreference to dartmouth collegereference to garry kasparovdatareference to googlereference to kairosinequalitybiascivil libertiesmachine learningpower imbalancefalse positivesystemic biassurveillance cameramass surveillancegovernment surveillancesurveillance-statedystopiareference to applereference to facebookreference to tencentsurveillance capitalismreference to baidubig techsocial controlcommercializationprofit motiveonline advertisingdata mininguse of technologyright to privacycivil rightsviolation of privacymisuse of technologylack of privacyinvasion of privacyprivacy

Coded Bias Other Names and Titles

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Digitalizovaný předsudek Coded Bias : Algorithmes et discrimination Coded Bias - Vorprogrammierte Diskriminierung 编码歧视 Kódolt előítélet 알고리즘의 편견 Zakódované předsudky קוד מוטה 編碼偏見 Programirane predrasude Prejudecăți programate

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