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Biases as Values: Evaluating Algorithms in Context

Description:

This dissertation asks how researchers can create more equitable algorithmic systems. Ultimately, this thesis explores methods and implications of representing subjects of analysis in the design and evaluation of algorithmic systems. I also unpack how algorithmic tools measure and quantify human behavior, giving heed to the potential impacts of these...

Keyword:

algorithms, machine learning, human-computer interaction, social discrimination, age discrimination, and algorithmic fairness

Subject:

Information science, Social research, and Computer science

Creator:

Díaz, Mark

Owner:

Scholarly Digital Publishing

Language:

en

Date Uploaded:

02/01/2021

Date Created:

2020-01-01

Resource Type:

Dissertation

Alternate Identifier:

etdadmin_upload_762101 and http://dissertations.umi.com/northwestern:15226
Understanding and Designing Equitable Sociotechnical Systems to Support Freelancers in the Online Gig Economy

Description:

Millions of people freelance in the growing online gig economy, making it important to advance pay equity and support freelancers in earning their livelihoods online. Compared to offline employment, freelancing introduces at least two challenges that threaten freelancers’ ability to secure work and the equitability of the gig economy: 1)...

Keyword:

equity, gender, human-computer interaction, freelancing, feedback, and online gig economy

Subject:

Computer science and Communication

Creator:

Foong, Eureka

Owner:

Scholarly Digital Publishing

Language:

en

Date Uploaded:

02/01/2021

Date Created:

2020-01-01

Resource Type:

Dissertation

Alternate Identifier:

http://dissertations.umi.com/northwestern:15400 and etdadmin_upload_780786

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Biases as Values: Evaluating Algorithms in Context

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