Editing Human Centered Data Science (Fall 2018)/Schedule (section)

=== Week 4: October 18 ===
[[HCDS_(Fall_2018)/Day_4_plan|Day 4 plan]]

[[:File:HCDS 2018 week 4 slides.pdf|Day 4 slides]]

;Interrogating datasets: ''causes and consequences of bias in data; best practices for selecting, describing, and implementing training data''


;Assignments due
* Reading reflection
* [[Human_Centered_Data_Science_(Fall_2018)/Assignments#A1:_Data_curation|A1: Data curation]]

;Agenda
{{:HCDS (Fall 2018)/Day 4 plan}}

;Readings assigned (Read both, reflect on one)
* Wang, Tricia. ''[https://medium.com/ethnography-matters/why-big-data-needs-thick-data-b4b3e75e3d7 Why Big Data Needs Thick Data]''. Ethnography Matters, 2016.
* Shilad Sen, Margaret E. Giesel, Rebecca Gold, Benjamin Hillmann, Matt Lesicko, Samuel Naden, Jesse Russell, Zixiao (Ken) Wang, and Brent Hecht. 2015. ''[http://www-users.cs.umn.edu/~bhecht/publications/goldstandards_CSCW2015.pdf Turkers, Scholars, "Arafat" and "Peace": Cultural Communities and Algorithmic Gold Standards]''. In Proceedings of the 18th ACM Conference on Computer Supported Cooperative Work & Social Computing (CSCW '15)

;Homework assigned
* Reading reflection
* [[Human_Centered_Data_Science_(Fall_2018)/Assignments#A2:_Bias_in_data|A2: Bias in data]]


;Resources
* Olteanu, A., Castillo, C., Diaz, F., & Kiciman, E. (2016). ''[http://kiciman.org/wp-content/uploads/2017/08/SSRN-id2886526.pdf Social data: Biases, methodological pitfalls, and ethical boundaries].
* Brian N Larson. 2017. ''[http://www.ethicsinnlp.org/workshop/pdf/EthNLP04.pdf Gender as a Variable in Natural-Language Processing: Ethical Considerations]. EthNLP, 3: 30–40.
* Bender, E. M., & Friedman, B. (2018). [https://openreview.net/forum?id=By4oPeX9f Data Statements for NLP: Toward Mitigating System Bias and Enabling Better Science]. To appear in Transactions of the ACL.
* Isaac L. Johnson, Yilun Lin, Toby Jia-Jun Li, Andrew Hall, Aaron Halfaker, Johannes Schöning, and Brent Hecht. 2016. ''[http://delivery.acm.org/10.1145/2860000/2858123/p13-johnson.pdf?ip=209.166.92.236&id=2858123&acc=CHORUS&key=4D4702B0C3E38B35%2E4D4702B0C3E38B35%2E4D4702B0C3E38B35%2E6D218144511F3437&__acm__=1539880715_eb477907771cea4ecaabc953094c3080 Not at Home on the Range: Peer Production and the Urban/Rural Divide].'' CHI '16. DOI: https://doi.org/10.1145/2858036.2858123
* Leo Graiden Stewart, Ahmer Arif, A. Conrad Nied, Emma S. Spiro, and Kate Starbird. 2017. ''[https://faculty.washington.edu/kstarbi/Stewart_Starbird_Drawing_the_Lines_of_Contention-final.pdf Drawing the Lines of Contention: Networked Frame Contests Within #BlackLivesMatter Discourse].'' Proc. ACM Hum.-Comput. Interact. 1, CSCW, Article 96 (December 2017), 23 pages. DOI: https://doi.org/10.1145/3134920
* Cristian Danescu-Niculescu-Mizil, Robert West, Dan Jurafsky, Jure Leskovec, and Christopher Potts. 2013. ''[https://web.stanford.edu/~jurafsky/pubs/linguistic_change_lifecycle.pdf No country for old members: user lifecycle and linguistic change in online communities].'' In Proceedings of the 22nd international conference on World Wide Web (WWW '13). ACM, New York, NY, USA, 307-318. DOI: https://doi.org/10.1145/2488388.2488416   
<!-- * Astrid Mager. 2012. Algorithmic ideology: How capitalist society shapes search engines. Information, Communication & Society 15, 5: 769–787. http://doi.org/10.1080/1369118X.2012.676056 (in Canvas) -->
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