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The ghost in the machine

“Every kind of classification system – human or machine – has several kinds of errors it might make,” [Patrick Ball] says. “To frame that in a machine learning context, what kind of error do we want the machine to make?” HRDAG’s work on predictive policing shows that “predictive policing” finds patterns in police records, not patterns in occurrence of crime.


A better statistical estimation of known Syrian war victims

Researchers from Rice University and Duke University are using the tools of statistics and data science in collaboration with Human Rights Data Analysis Group (HRDAG) to accurately and efficiently estimate the number of identified victims killed in the Syrian civil war.

Using records from four databases of people killed in the Syrian war, Chen, Duke statistician and machine learning expert Rebecca Steorts and Rice computer scientist Anshumali Shrivastava estimated there were 191,874 unique individuals documented from March 2011 to April 2014. That’s very close to the estimate of 191,369 compiled in 2014 by HRDAG, a nonprofit that helps build scientifically defensible, evidence-based arguments of human rights violations.


Death March

A mapped representation of the scale and spread of killings in Syria. HRDAG’s director of research, Megan Price, is quoted.


The Panic Button: High-Tech Protection for Human Rights Investigators


Data Mining on the Side of the Angels

“Data, by itself, isn’t truth.” How HRDAG uses data analysis and statistical methods to shed light on mass human rights abuses. Executive director Patrick Ball is quoted from his speech at the Chaos Communication Congress in Hamburg, Germany.


Former Leader of Guatemala Is Guilty of Genocide Against Mayan Group


Patrick Ball on the Perils of Misusing Human Rights Data


Data Analysis By Benetech Scientists Aid in Arrest of Former Guatemalan Police Chief


Benetech Scientists Publish Analysis of Indirect Sampling Methods in the Journal of the American Medical Association


Guatemalan Ex-Cops Get 40 Years for Labor Leader’s Slaying


The Body Counter


Benetech Statistical Expert Testifies in Guatemala Disappearance Case


Data Dive Reveals 15,000 New Victims of Syria War


The Forensic Humanitarian

International human rights work attracts activists and lawyers, diplomats and retired politicians. One of the most admired figures in the field, however, is a ponytailed statistics guru from Silicon Valley named Patrick Ball, who has spent nearly two decades fashioning a career for himself at the intersection of mathematics and murder. You could call him a forensic humanitarian.


Inside a Dictator’s Secret Police


Benetech Celebrates Milestone; Human Rights Data Analysis Group Transitioning into Independent Organization


In Syrian Conflict, Real-Time Evidence Of Violations


Syrian Death Toll Reaches 60,000, Says UN Rights Agency


Carnegie Mellon Partners With Human Rights Data Analysis Group To Improve Syrian Casualty Reporting


Estimating Deaths


Our work has been used by truth commissions, international criminal tribunals, and non-governmental human rights organizations. We have worked with partners on projects on five continents.

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