ESDS final session class 1 by https://padlet.com/assj/ESDS_class_1 Please take the opportunity to collectively reflect upon the main take aways from this course. What concepts did you find useful, what wil you always remember (or would at least like not to forget) and what questions have remained unanswered. Hopefully, this can be a useful resource in the future. So, write up central terms, concepts and questions and explain/answer them below. Supplement each other and answer each others questions. I have written a few for inspiration - if you don't know what you learned during this course you can start by filling them out en-us 2021-10-12 14:18:41 UTC 2021-10-14 09:47:25 UTC hello@padlet.com Field experiment assj https://padlet.com/assj/ESDS_class_1/wish/1810932080 2021-10-12 14:26:00 UTC https://padlet.com/assj/ESDS_class_1/wish/1810932080 Internal validity assj https://padlet.com/assj/ESDS_class_1/wish/1810932989 2021-10-12 14:26:15 UTC https://padlet.com/assj/ESDS_class_1/wish/1810932989 Abduction assj https://padlet.com/assj/ESDS_class_1/wish/1810933852 2021-10-12 14:26:30 UTC https://padlet.com/assj/ESDS_class_1/wish/1810933852 The 10 (3 helpful, 7 problematic) characteristics of big data (cf. Salganik 2.3) assj https://padlet.com/assj/ESDS_class_1/wish/1810939595 2021-10-12 14:28:10 UTC https://padlet.com/assj/ESDS_class_1/wish/1810939595 Scraping vs. crawling assj https://padlet.com/assj/ESDS_class_1/wish/1810944049 2021-10-12 14:29:27 UTC https://padlet.com/assj/ESDS_class_1/wish/1810944049 What is the robot.txt and how should it be interpreted? assj https://padlet.com/assj/ESDS_class_1/wish/1810945859 2021-10-12 14:29:57 UTC https://padlet.com/assj/ESDS_class_1/wish/1810945859 When repurposing data, we need to be aware of.. assj https://padlet.com/assj/ESDS_class_1/wish/1810948379 2021-10-12 14:30:37 UTC https://padlet.com/assj/ESDS_class_1/wish/1810948379 Crowdsourcing assj https://padlet.com/assj/ESDS_class_1/wish/1810963080 what can it be used for? what do you need to be aware of?]]> 2021-10-12 14:34:34 UTC https://padlet.com/assj/ESDS_class_1/wish/1810963080 External validity assj https://padlet.com/assj/ESDS_class_1/wish/1810964001 2021-10-12 14:34:47 UTC https://padlet.com/assj/ESDS_class_1/wish/1810964001 construct validity assj https://padlet.com/assj/ESDS_class_1/wish/1810964513 2021-10-12 14:34:55 UTC https://padlet.com/assj/ESDS_class_1/wish/1810964513 Bias assj https://padlet.com/assj/ESDS_class_1/wish/1810966083 2021-10-12 14:35:21 UTC https://padlet.com/assj/ESDS_class_1/wish/1810966083 What are type I and type II errors? assj https://padlet.com/assj/ESDS_class_1/wish/1810975362 2021-10-12 14:37:55 UTC https://padlet.com/assj/ESDS_class_1/wish/1810975362 Power analysis assj https://padlet.com/assj/ESDS_class_1/wish/1810977531 .. is good for [...]]]> 2021-10-12 14:38:33 UTC https://padlet.com/assj/ESDS_class_1/wish/1810977531 Effect sizes assj https://padlet.com/assj/ESDS_class_1/wish/1811056078 2021-10-12 15:00:07 UTC https://padlet.com/assj/ESDS_class_1/wish/1811056078 Salganik's book: clear, concise, precise https://padlet.com/assj/ESDS_class_1/wish/1816412765 2021-10-14 08:29:14 UTC https://padlet.com/assj/ESDS_class_1/wish/1816412765 Munger Twitter bot and the Bail Echo Chamber https://padlet.com/assj/ESDS_class_1/wish/1816416526 I found these articles to be the most interesting. In particular, I felt the Twitter bot article was a great example of how to conduct an experiment on a social media platform, opened up ethical questions and the topic was very interesting ]]> 2021-10-14 08:31:13 UTC https://padlet.com/assj/ESDS_class_1/wish/1816416526 What paper could better explain the hypothesis testing logic and proceadure? I didn't like the one we used https://padlet.com/assj/ESDS_class_1/wish/1816416575 2021-10-14 08:31:14 UTC https://padlet.com/assj/ESDS_class_1/wish/1816416575 Very briefly explained: what is Power? https://padlet.com/assj/ESDS_class_1/wish/1816420888 2021-10-14 08:33:32 UTC https://padlet.com/assj/ESDS_class_1/wish/1816420888 General ethical considerations for all research with digital big data (it's always a balance...) https://padlet.com/assj/ESDS_class_1/wish/1816445230 - Flow of information (privacy)
- Beneficence, justice, etc.
- Informed consent]]> 2021-10-14 08:46:25 UTC https://padlet.com/assj/ESDS_class_1/wish/1816445230 The optional chapter from Data Feminism https://padlet.com/assj/ESDS_class_1/wish/1816447779 Consider making it required next year :)]]> 2021-10-14 08:47:43 UTC https://padlet.com/assj/ESDS_class_1/wish/1816447779 Social Media Prism chapters https://padlet.com/assj/ESDS_class_1/wish/1816461098 I would like to read the whole book whenever I have the time :D]]> 2021-10-14 08:54:42 UTC https://padlet.com/assj/ESDS_class_1/wish/1816461098 Power https://padlet.com/assj/ESDS_class_1/wish/1816462794 2021-10-14 08:55:28 UTC https://padlet.com/assj/ESDS_class_1/wish/1816462794 Alpha https://padlet.com/assj/ESDS_class_1/wish/1816462901 2021-10-14 08:55:32 UTC https://padlet.com/assj/ESDS_class_1/wish/1816462901 Ethical discussion and experiments https://padlet.com/assj/ESDS_class_1/wish/1816467754 Privacy concerns
consent 
Randomized controlled experiments
Natural experiments]]> 2021-10-14 08:58:07 UTC https://padlet.com/assj/ESDS_class_1/wish/1816467754 How digital versions of classical methods complement data science e.g. netnography https://padlet.com/assj/ESDS_class_1/wish/1816469626 2021-10-14 08:59:06 UTC https://padlet.com/assj/ESDS_class_1/wish/1816469626 Digital trace data https://padlet.com/assj/ESDS_class_1/wish/1816470541 2021-10-14 08:59:37 UTC https://padlet.com/assj/ESDS_class_1/wish/1816470541 Bail merhout and more. The echo chamber https://padlet.com/assj/ESDS_class_1/wish/1816471589 2021-10-14 09:00:11 UTC https://padlet.com/assj/ESDS_class_1/wish/1816471589 Mitts Radicalization article https://padlet.com/assj/ESDS_class_1/wish/1816473852 2021-10-14 09:01:26 UTC https://padlet.com/assj/ESDS_class_1/wish/1816473852 Null hypothesis https://padlet.com/assj/ESDS_class_1/wish/1816474484 2021-10-14 09:01:47 UTC https://padlet.com/assj/ESDS_class_1/wish/1816474484 Obtrusive https://padlet.com/assj/ESDS_class_1/wish/1816474556 2021-10-14 09:01:50 UTC https://padlet.com/assj/ESDS_class_1/wish/1816474556 Unobtrusive https://padlet.com/assj/ESDS_class_1/wish/1816474682 2021-10-14 09:01:54 UTC https://padlet.com/assj/ESDS_class_1/wish/1816474682 API https://padlet.com/assj/ESDS_class_1/wish/1816475040 2021-10-14 09:02:08 UTC https://padlet.com/assj/ESDS_class_1/wish/1816475040 Descriptive vs causal research design https://padlet.com/assj/ESDS_class_1/wish/1816476293 2021-10-14 09:02:50 UTC https://padlet.com/assj/ESDS_class_1/wish/1816476293 Bail text where they used google search data to see the relationship between pro-ISIS and anti-Muslim search behavior https://padlet.com/assj/ESDS_class_1/wish/1816476719 It showed an interesting way of using data and interesting and useful results.]]> 2021-10-14 09:03:05 UTC https://padlet.com/assj/ESDS_class_1/wish/1816476719 Confirmation bias https://padlet.com/assj/ESDS_class_1/wish/1816480448 2021-10-14 09:05:07 UTC https://padlet.com/assj/ESDS_class_1/wish/1816480448 Synchronous vs asynchronous appraoches https://padlet.com/assj/ESDS_class_1/wish/1816484254 2021-10-14 09:07:22 UTC https://padlet.com/assj/ESDS_class_1/wish/1816484254 Considerations before doing a (new) survey (Salganik) https://padlet.com/assj/ESDS_class_1/wish/1816491703 2021-10-14 09:11:52 UTC https://padlet.com/assj/ESDS_class_1/wish/1816491703 Brandt, Philipp, and Stefan Timmermans. 2021. “Abductive Logic of Inquiry for Quantitative Research in the Digital Age.” https://padlet.com/assj/ESDS_class_1/wish/1816500866 Abductive research]]> 2021-10-14 09:16:58 UTC https://padlet.com/assj/ESDS_class_1/wish/1816500866 p-value https://padlet.com/assj/ESDS_class_1/wish/1816528952 2021-10-14 09:31:19 UTC https://padlet.com/assj/ESDS_class_1/wish/1816528952