Resources
Academic research and news investigations about law enforcement uses of facial recognition, SNA diagrams, and the Boogaloo Bois.
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Facial recognition
"Garbage In, Garbage Out"
Police lacking high-quality images train algorithms on forensic sketches, ‘proxy images’ from artist renderings, or images of celebrity look-alikes.
Georgetown Law Center on Privacy and Technology, May 16, 2019
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Social network diagrams
Palantir's Secret Predictive Policing
Palantir has secretly been using social network analysis in New Orleans, testing its predictive policing technology.
The Verge, Feb 27, 2018
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Boogaloo Bois
“The Boogaloo Movement is Not What You Think"
Investigation into the social media posts of Boogaloo groups, especially on 4chan and Facebook.
Bellingcat, May 27, 2020
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Facial recognition
Face recognition fails '96% of the time'
Detroit Police Chief explains that facial-recognition software used by police is extremely inaccurate.
Insider, June 30, 2020
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Boogaloo Bois
The Boogaloo Movement
Research on the origins, ideology, social media presence, and real world activity of the Boogaloo Movement.
Anti-Defamation League
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Facial recognition
Police Use of Celebrity Photos
NYPD uses “celebrity comparison“ techniques to “brute force” facial recognition searches when they don’t have good images.
Vice News, May 16, 2019
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Facial recognition
"Amazon face recognition falsely matches 28 lawmakers with mugshots"
ACLU used Amazon's low, out-of-the-box 80% accuracy threshold.
The Guardian, July 26, 2018
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Boogaloo Bois
“The 'boogaloo' 'movement,' explained”
Boogaloo Bois are “an emerging incarnation of extremism that seems to defy easy categorization.”
Vox, June 8, 2020
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Social network diagrams
Small decisions impact data analytics
Decisions made when automating data mining and analysis impacts findings. The accuracy and validity of big data is difficult, if not impossible, to assess.
Big Data & Society, December 1, 2015
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Boogaloo Bois
“The Making of a Boogaloo Boi”
Short documentary about the Boogaloo Bois, focusing on Mike Dunn.
Vice News, August 6, 2020
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Social network diagrams
"Criminal Network Analysis inside Law Enforcement"
Social network analysis techniques used by police represent social networks static and hierarchical, even when they aren't.
International Journal of Police Science & Management, December 1, 2013
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Boogaloo Bois
"From Black Panthers to Boogaloo Bois"
Boogaloo Bois, Black Lives Matter 757 Militia, and Black Panthers gather for Lobby Day gun rights rally in Virginia.
LA Times, January 18, 2021
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Facial recognition
Face Surveillance
Top news and legal advocacy work done by the Electronic Privacy Information Center, including supporting a ban on facial recognition.
Electronic Privacy Information Center (EPIC)
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Social network diagrams
IBM i2 Analyst's Notebook Social Network Analysis
IBM whitepaper about i2 Analyst's Notebook, explaining the measures used in social network analysis.
IBM Software, October, 2012
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Facial recognition
Facial recognition in police hands
Hundreds of law enforcement agencies use Clearview AI’s facial recognition, which is problematic in light of EU privacy and data protection.
New Journal of European Criminal Law, August 13, 2020
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Facial recognition
Fitting the description
Facial recognition technologies are predicated on human prejudicial biases, which must be interrogated prior to any innovation.
Journal of Responsible Innovation, October 18, 2020
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Facial recognition
NYPD Surveillance Technology
An overview of the NYPD’s surveillance technology and potential impacts of these tools.
Brennan Center for Justice, October 7, 2019
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Facial recognition
IBM Lets Police Search by Skin Color
IBM used secret access to NYPD camera footage to create search features allowing police to search footage for people by hair color, facial hair, and skin tone.
The Intercept, September 6, 2018
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Facial recognition
Police Surveillance Machines
Police are customers in the tech market with limited options, little guidance about requesting desirable design features, and few incentives to establish guidelines about their use.
Law and Political Economy, July 23, 2018
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Social network diagrams
Using social network analysis to study crime
Criminal justice record data, used in social network analysis, may include errors, both intentional (e.g. aliases, false information) and unintentional (e.g. transcription errors), including missing data.
Social Networks, July 2021
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Social network diagrams
Police Use of Social Media and Social Network Analysis
Police frequently use social network analysis to monitor social media. Training and tools have yet to be tailored for law enforcement.
RAND Corporation, 2018
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