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Lecture 7: CS 5306 / INFO 5306: Crowdsourcing and Human Computation

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Page 1: Lecture 7: CS 5306 / INFO 5306: Crowdsourcing and Human … · 2016-03-03 · Worker Motivation in Crowdsourcing –A Study on Mechanical Turk ... M. Wilber, I. Kwak, and S. Belongie

Lecture 7:CS 5306 / INFO 5306:Crowdsourcing and

Human Computation

Page 2: Lecture 7: CS 5306 / INFO 5306: Crowdsourcing and Human … · 2016-03-03 · Worker Motivation in Crowdsourcing –A Study on Mechanical Turk ... M. Wilber, I. Kwak, and S. Belongie

What Do We Know about Amazon Mechanical Turk?

Page 3: Lecture 7: CS 5306 / INFO 5306: Crowdsourcing and Human … · 2016-03-03 · Worker Motivation in Crowdsourcing –A Study on Mechanical Turk ... M. Wilber, I. Kwak, and S. Belongie

What Do We Know about People?

Page 4: Lecture 7: CS 5306 / INFO 5306: Crowdsourcing and Human … · 2016-03-03 · Worker Motivation in Crowdsourcing –A Study on Mechanical Turk ... M. Wilber, I. Kwak, and S. Belongie

Kahneman and Tversky

Page 5: Lecture 7: CS 5306 / INFO 5306: Crowdsourcing and Human … · 2016-03-03 · Worker Motivation in Crowdsourcing –A Study on Mechanical Turk ... M. Wilber, I. Kwak, and S. Belongie
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Kahneman and Twersky

Humans are subject to “architectural” errors

Page 7: Lecture 7: CS 5306 / INFO 5306: Crowdsourcing and Human … · 2016-03-03 · Worker Motivation in Crowdsourcing –A Study on Mechanical Turk ... M. Wilber, I. Kwak, and S. Belongie
Page 8: Lecture 7: CS 5306 / INFO 5306: Crowdsourcing and Human … · 2016-03-03 · Worker Motivation in Crowdsourcing –A Study on Mechanical Turk ... M. Wilber, I. Kwak, and S. Belongie

What Do We Know about People?

Page 9: Lecture 7: CS 5306 / INFO 5306: Crowdsourcing and Human … · 2016-03-03 · Worker Motivation in Crowdsourcing –A Study on Mechanical Turk ... M. Wilber, I. Kwak, and S. Belongie

What Do We Know about Amazon Mechanical Turk?

Page 10: Lecture 7: CS 5306 / INFO 5306: Crowdsourcing and Human … · 2016-03-03 · Worker Motivation in Crowdsourcing –A Study on Mechanical Turk ... M. Wilber, I. Kwak, and S. Belongie

What Do We Know about People Using Computers?

Page 11: Lecture 7: CS 5306 / INFO 5306: Crowdsourcing and Human … · 2016-03-03 · Worker Motivation in Crowdsourcing –A Study on Mechanical Turk ... M. Wilber, I. Kwak, and S. Belongie

Cliff Nass

Page 12: Lecture 7: CS 5306 / INFO 5306: Crowdsourcing and Human … · 2016-03-03 · Worker Motivation in Crowdsourcing –A Study on Mechanical Turk ... M. Wilber, I. Kwak, and S. Belongie

Computers Are Social Actors (CASA)

People interact with computers as if they are social actors

Theories about how people interact can applyto how people interact with computers

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Main Publication Venues

• CHI: ACM Conference on Human Factors in Computing Systems

• CSCW: ACM Conference On Computer-Supported Cooperative Work

• UIST: ACM Symposium on User Interface Software and Technology

Page 15: Lecture 7: CS 5306 / INFO 5306: Crowdsourcing and Human … · 2016-03-03 · Worker Motivation in Crowdsourcing –A Study on Mechanical Turk ... M. Wilber, I. Kwak, and S. Belongie

What Do We Know about People Using Computers?

Page 16: Lecture 7: CS 5306 / INFO 5306: Crowdsourcing and Human … · 2016-03-03 · Worker Motivation in Crowdsourcing –A Study on Mechanical Turk ... M. Wilber, I. Kwak, and S. Belongie

What Do We Know about Amazon Mechanical Turk?

Page 17: Lecture 7: CS 5306 / INFO 5306: Crowdsourcing and Human … · 2016-03-03 · Worker Motivation in Crowdsourcing –A Study on Mechanical Turk ... M. Wilber, I. Kwak, and S. Belongie

What Do We Know about What Motivates Turkers?

Page 18: Lecture 7: CS 5306 / INFO 5306: Crowdsourcing and Human … · 2016-03-03 · Worker Motivation in Crowdsourcing –A Study on Mechanical Turk ... M. Wilber, I. Kwak, and S. Belongie

What Do We Know about Motivation?

Page 19: Lecture 7: CS 5306 / INFO 5306: Crowdsourcing and Human … · 2016-03-03 · Worker Motivation in Crowdsourcing –A Study on Mechanical Turk ... M. Wilber, I. Kwak, and S. Belongie

Abraham Maslow

Page 20: Lecture 7: CS 5306 / INFO 5306: Crowdsourcing and Human … · 2016-03-03 · Worker Motivation in Crowdsourcing –A Study on Mechanical Turk ... M. Wilber, I. Kwak, and S. Belongie

Maslow’s Hierarchy of Needs

Page 21: Lecture 7: CS 5306 / INFO 5306: Crowdsourcing and Human … · 2016-03-03 · Worker Motivation in Crowdsourcing –A Study on Mechanical Turk ... M. Wilber, I. Kwak, and S. Belongie

What Do We Know about What Motivates Turkers?

Page 22: Lecture 7: CS 5306 / INFO 5306: Crowdsourcing and Human … · 2016-03-03 · Worker Motivation in Crowdsourcing –A Study on Mechanical Turk ... M. Wilber, I. Kwak, and S. Belongie

What Do We Know about What Motivates Open Source Programmers?

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“Why Hackers Do What They Do: Understanding Motivation and Effort in Free/Open Source Software Projects”

K.R. Lakhani and R.G. Wolf

Perspectives on Free and Open Source Software, MIT Press, 2005

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What Do We Know about What Motivates Participation in Online Communities?

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"More than fun and money.Worker Motivation in Crowdsourcing – A Study on Mechanical Turk“

Nicolas Kaufmann, Thimo Schulze, and Daniel Veit

Proceedings of the 17th Americas Conference on Information Systems, 2011

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“Social Desirability Bias in Reports of Motivation forUS and India Workers on Mechanical Turk“

Judd Antin and Aaron Shaw

CSCW 2011

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2 March 2016 Copyright 2011 Haym Hirsh 34

“Breaking Monotony with Meaning”

D. Chandler and A. Kapelner

Journal of Economic Behavior & Organization 90, 123-133 (2013)

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2 March 2016 Copyright 2011 Haym Hirsh 35

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2 March 2016 Copyright 2011 Haym Hirsh 37

Page 38: Lecture 7: CS 5306 / INFO 5306: Crowdsourcing and Human … · 2016-03-03 · Worker Motivation in Crowdsourcing –A Study on Mechanical Turk ... M. Wilber, I. Kwak, and S. Belongie

“Financial Incentives and the `Performance of Crowds‘”

W. Mason and D. J. Watts

Proceedings of the First Workshop on Human Computation, 2009

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"Labor Allocation in Paid Crowdsourcing:Experimental Evidence on Positioning, Nudges and Prices“

Dana Chandler and John Horton

Proceedings of the Third Human Computation Workshop, 2011

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"Cost-Effective HITs for Relative Similarity Comparisons “

M. Wilber, I. Kwak, and S. Belongie

Proceedings of the 2014 Conference on Human Computation

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"Incentives to Counter Bias in Human Computation“

B. Faltings, P. Pu, B.D. Tran, and R. Jurca

Proceedings of the 2014 Conference on Human Computation

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"Honesty in an Online Labor Market“

Siddharth Suri, Daniel G. Goldstein, and Winter A. Mason

In Proceedings of the Third Human Computation Workshop, 2011

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“Bystander Intervention in Computer-Mediated Communication”

P.M. Markey

Computers in Human Behavior (2000)

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“God Is Watching You: Priming God Concepts Increases Prosocial Behavior in and Anonymous Economic Game”

A.Shariff and A. Norenzayan

Psychological Science, 18:9 803-809 (2007)

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Readings for Next Time

• Tuesday, March 1:Infotopia, Chapter 2