algorithmic accountability. computational journalism week 9

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Frontiers of Computational Journalism Columbia Journalism School Week 9: Algorithmic Accountability November 13, 2015

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Jonathan Stray, Columbia University, Fall 2015Syllabus at http://www.compjournalism.com/?p=133

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Page 1: Algorithmic Accountability. Computational Journalism week 9

FrontiersofComputationalJournalism

ColumbiaJournalismSchool

Week9:AlgorithmicAccountabilityNovember13,2015

Page 2: Algorithmic Accountability. Computational Journalism week 9

Whattypesofalgorithmscanhavelargeconsequencesforsomeone'slife?

Page 3: Algorithmic Accountability. Computational Journalism week 9

Algorithmsinourlives• Personalizedsearch• Politicalmicrotargeting• Creditscore/loans/insurance• Predictivepolicing• Pricediscrimination• Algorithmictrading/markets• Terroristthreatprediction• Hiringmodels

Page 4: Algorithmic Accountability. Computational Journalism week 9

Frommyfico.com

Page 5: Algorithmic Accountability. Computational Journalism week 9

PredictedcrimetimesandlocationsinthePredPol system.

Page 6: Algorithmic Accountability. Computational Journalism week 9

Page 7: Algorithmic Accountability. Computational Journalism week 9

AllTheStops,ThomasRhiel,Bklynr.com,2012

Page 8: Algorithmic Accountability. Computational Journalism week 9

TitleVIIofCivilRightsAct,1964Itshallbeanunlawfulemploymentpracticeforanemployer-

(1)tofailorrefusetohireortodischargeanyindividual,orotherwisetodiscriminateagainstanyindividualwithrespecttohiscompensation,terms,conditions,orprivilegesofemployment,becauseofsuchindividual’srace,color,religion,sex,ornationalorigin;or

(2)tolimit,segregate,orclassifyhisemployeesorapplicantsforemploymentinanywaywhichwoulddepriveortendtodepriveanyindividualofemploymentopportunitiesorotherwiseadverselyaffecthisstatusasanemployee,becauseofsuchindividual’srace,color,religion,sex,ornationalorigin.

Page 9: Algorithmic Accountability. Computational Journalism week 9

LearningfromFacebooklikes

FromKosinskiet.al.,Privatetraitsandattributesarepredictablefromdigital recordsofhumanbehavior

Page 10: Algorithmic Accountability. Computational Journalism week 9

Page 11: Algorithmic Accountability. Computational Journalism week 9

PredictinggenderfromTwitter

FromZamalet.al.,HomophilyandLatentAttributeInference:InferringLatentAttributesofTwitterUsersfromNeighbors

Page 12: Algorithmic Accountability. Computational Journalism week 9

PredictingracefromTwitter

FromPennacchiottiandPopescu,AMachineLearningApproach toTwitterUserClassification

Page 13: Algorithmic Accountability. Computational Journalism week 9

Eveniftwogroupsofthepopulation admitsimpleclassifiers,thewholepopulationmaynot(fromHowBigDataisUnfair)

Page 14: Algorithmic Accountability. Computational Journalism week 9

WebsitesVaryPrices,DealsBasedonUsers' InformationValentino-Devries,Singer-VineandSoltani,WSJ,2012

Page 15: Algorithmic Accountability. Computational Journalism week 9

MessageMachineJeffLarson,AlShaw,ProPublica,2012

Page 16: Algorithmic Accountability. Computational Journalism week 9

HowUbersurgepricingreallyworks,NickDiakopolous

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Journalism Program Standard - Ministry of Advanced ...Journalism Program Standard ... accountability for the quality and relevance of college ... impact of digital technology on the

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News Production Workflows in Data- driven, Algorithmic ...€¦ · News Production Workflows in Data-driven, Algorithmic Journalism A Systematic Literature Review Julian Ausserhofer1,2

MEDIA ETHICS AND ACCOUNTABILITY 2. Fiji journalism pioneer ... · MEDIA ETHICS AND ACCOUNTABILITY 2. Fiji journalism pioneer remembers: Vijendra Kumar CAN YOU start by telling me

MAPPING THE FIELD OF ALGORITHMIC …THE!FIELD!OF!ALGORITHMIC!JOURNALISM!! ... evolution%of%natural ... As!a!theoretical!basis!for!an!institutional!classification!of!this!technology!in!journalism

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Accountability, Transparency, and Algorithms · 2020. 3. 25. · Algorithmic transparency cannot be understood as a simple dichotomy between a system being “transparent” or “not

Five Reasons Why Algorithmic Accountability Is Hard · Five Reasons Why Algorithmic Accountability Is Hard Nicholas Diakopoulos Northwestern University, School of Communication |

Mapping media accountability instruments in sports journalismMapping media accountability instruments in sports journalism El profesional de la información, 2017, marzo-abril, v

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Algorithmic Accountability - Silicon Flatirons · Algorithmic Accountability Inscrutability of Big Tech • Black Box Society (Pasquale) • Weapons of Math Destruction (O’Neil)

ALGORITHMIC ACCOUNTABILITY - World Wide Web Foundationwebfoundation.org/docs/2017/07/Algorithms_Report_WF.pdf · shift towards evidence-based decision-making. With mountains of data

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Improving accountability reporting: How to make …...Insights, tools and research to advance journalism PUBLISHED 8/8/17 Improving accountability reporting: How to make the best of

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ALGORITHMIC IMPACT ASSESSMENTS - … · ALGORITHMIC IMPACT ASSESSMENTS: A PRACTICAL FRAMEWORK FOR PUBLIC AGENCY ACCOUNTABILITY Dillon Reisman, Jason …

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News Production Workflows in Data- driven, Algorithmic Journalism: A Systematic Literature Review

ALGORITHMIC ACCOUNTABILITY: A PRIMER - 3€¦ · One of the most important examples of algorithmic bias comes from the justice system, where a newly-created algorithmic system has

ETHICAL CHALLENGES OF ALGORITHMIC JOURNALISM...journalism ethics and the influence of automated content production, we argue for a broader approach. As Ananny´s (2015) analytical

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Media Landscapes - Philippines · Accountability systems. o. Regulatory authorities. o. ... Indeed, professionalism in Filipino journalism is also a function of working conditions

Closing the AI Accountability Gap: Defining an End-to-End … · 2020-01-07 · Closing the AI Accountability Gap: Defining an End-to-End Framework for Internal Algorithmic Auditing

Algorithmic Journalism and Its Impacts on Work · algorithmic news, and to define the algorithms that generate algorithmic news, we will use the term algorithmic journalists. Algorithmic

Three courses MA Journalism MA International Journalism BA Journalism Journalism at Brunel