Editing Communication and Social Networks (Spring 2021)

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:'''Instructor:''' [https://jeremydfoote.com Jeremy Foote]  
:'''Instructor:''' [https://jeremydfoote.com Jeremy Foote]  
:'''Email:''' jdfoote@purdue.edu
:'''Email:''' jdfoote@purdue.edu
:'''[[User:Jdfoote/OH|Office Hours]]:''' Thursdays; 3:00-5:00pm and by appointment
:'''Office Hours:''' Thursdays; 3:00-5:00pm and by appointment




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* Required texts:  
* Required texts:  
* Easley, D., & Kleinberg, J. (2010). Networks, crowds, and markets. Cambridge University Press. [[https://www.cs.cornell.edu/home/kleinber/networks-book/ web edition (free)]] [[https://www.cs.cornell.edu/home/kleinber/networks-book/networks-book.pdf pre-print pdf (free)]] [[https://smile.amazon.com/Networks-Crowds-Markets-Reasoning-Connected/dp/0521195330/ (print edition (Amazon))]]
* Easley, D., & Kleinberg, J. (2010). Networks, crowds, and markets. Cambridge University Press. [https://www.cs.cornell.edu/home/kleinber/networks-book/ web edition][https://www.cs.cornell.edu/home/kleinber/networks-book/networks-book.pdf free pre-print pdf][https://smile.amazon.com/Networks-Crowds-Markets-Reasoning-Connected/dp/0521195330/ Amazon]
* Hanneman, R. A., & Riddle, M. (2005). Introduction to social network methods. Riverside, CA: University of California, Riverside [http://faculty.ucr.edu/~hanneman/nettext/ [web edition(free)]]
* Hanneman, R. A., & Riddle, M. (2005). Introduction to social network methods. Riverside, CA: University of California, Riverside [http://faculty.ucr.edu/~hanneman/nettext/ free web edition]


* Other readings: Other readings will be made available on Brightspace.
* Other readings: Other readings will be made available on Brightspace.
=== Reading Academic Articles ===
Many of the readings will be academic articles. I do not expect you to read every word of these articles. Rather, you should practice intentional directed skimming. [https://writingcenter.gmu.edu/guides/strategies-for-reading-academic-articles This article] gives a nice overview. The TL;DR is that you should carefully read the abstract, introduction, and conclusion. For the rest of the article, focus on section headings and topic sentences to extract the main ideas.


== Other suggested books ==
== Other suggested books ==


* Barabasi, A-L. (2002). Linked: The new science of networks. Cambridge, MA: Perseus.  
* Barabasi, A-­‐L. (2002). Linked: The new science of networks. Cambridge, MA: Perseus.  
* Scott, J. (2000). Social network analysis: A handbook (2nd edition). London: Sage Publications.  
* Scott, J. (2000). Social network analysis: A handbook (2nd edition). London: Sage Publications.  
* Watts, D. J. (2004). Six degrees: The science of a connected age. WW Norton & Company.
* Watts, D. J. (2004). Six degrees: The science of a connected age. WW Norton & Company.
* Christakis, N. and Fowler, J. (2009). [https://archive.org/details/connectedsurpris00chri/ Connected : the surprising power of our social networks and how they shape our lives]
 


= Course logistics =
= Course logistics =
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Your first place to look for help should be each other. By asking and answering questions on Discord, you will not only help to build a repository of shared information, but to reinforce our learning community.
Your first place to look for help should be each other. By asking and answering questions on Discord, you will not only help to build a repository of shared information, but to reinforce our learning community.


I will also hold office hours Friday mornings on Discord ([[User:Jdfoote/OH|sign up here]]). If you come with a programming question, I will expect that you have already tried to solve it yourself in multiple ways and that you have discussed it with a classmate (e.g., on Discord). This policy lets me have time to help more students, but it's also a useful strategy. Often [https://en.wikipedia.org/wiki/Rubber_duck_debugging just trying to explain your code] can help you to recognize where you've gone wrong.
I will also hold office hours Thursday afternoons on Discord. If you come with a programming question, I will expect that you have already tried to solve it yourself in multiple ways and that you have discussed it with a classmate (e.g., on Discord). This policy lets me have time to help more students, but it's also a useful strategy. Often [https://en.wikipedia.org/wiki/Rubber_duck_debugging just trying to explain your code] can help you to recognize where you've gone wrong.


I will also check Discord at least once a day. I encourage you to post questions there, and to use it as a space where we can help and instruct each other. In general, you should contact me there. I am also available by email. You can reach me at [mailto:jdfoote@purdue.edu jdfoote@purdue.edu]. I try hard to maintain a boundary between work and home and I typically respond only on weekdays during business hours.
I will also check Discord at least once a day. I encourage you to post questions there, and to use it as a space where we can help and instruct each other. In general, you should contact me there. I am also available by email. You can reach me at [mailto:jdfoote@purdue.edu jdfoote@purdue.edu]. I try hard to maintain a boundary between work and home and I typically respond only on weekdays during business hours.
=== Online Resources ===
Programming can be difficult and frustrating and confusing, but you will get it! I have put together a few resources to help you with the programming portion of the course.
* Finding and fixing bugs in your code [[https://purdue.brightspace.com/d2l/le/content/208700/viewContent/5698552/View Video]] [[https://jeremydfoote.com/TDIS/week_8/debugging.Rmd R Markdown file]] [[https://jeremydfoote.com/TDIS/week_8/debugging.html HTML file]]
* Intro to ggraph and tidygraph [[https://jeremydfoote.com/Communication-and-Social-Networks/week_6/ggraph_walkthrough.Rmd R Markdown file]] [[https://jeremydfoote.com/Communication-and-Social-Networks/week_6/ggraph_walkthrough.html HTML file]]
= Assignments =
= Assignments =


''Note'': Edited after the move to online classes to remove second exam and explain final project.


There will be multiple types of assignments, designed to encourage learning in different ways.
There will be multiple types of assignments, designed to encourage learning in different ways.
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To make sure that everyone has an opportunity to participate and to encourage you to do the assignments, I will randomly select students to discuss readings or to explain portions of homework assignments and labs.
To make sure that everyone has an opportunity to participate and to encourage you to do the assignments, I will randomly select students to discuss readings or to explain portions of homework assignments and labs.


You will also be required to submit 1-2 discussion questions on Discord before our Tuesday sessions.


== Discussion Questions ==
In order to make sure that we are prepared to have a productive discussion, you are required to submit two discussion questions that you think would be interesting to discuss on Monday by noon. Submit these questions on the #discussion-questions channel on Discord. I will curate the questions and update the Etherpad at https://etherpad.wikimedia.org/p/com-411-comm-networks.
Questions should engage with the readings and either connect to other concepts or to the "real world". Here are some good example questions:
* The readings this week talked a lot about how network ties get created. I made a list of my closest friends and I realized that most of them only became friends after we happened to be in the same groups over and over again. What role does repetition have in forming ties?
* I was confused by the reading on social capital. What's the difference between social capital and power? And if they are the same, then why not just call it "network power"?
* Imagine you were asked to analyze the network of a big company to help them to identify people who deserve a raise. What measures would you use to identify them? What would you not use?
Some weeks will also include more practical homework (mostly data manipulation and visualization in R). On those weeks, portions of our discussions will center around going over homework questions and identifying places where folks are still confused.


== Homework/Labs ==
== Homework/Labs ==
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A number of intermediate assignments through the semester will help you to gain the skills and data necessary to be successful.
A number of intermediate assignments through the semester will help you to gain the skills and data necessary to be successful.


= Grades =
= Grades =
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== Extra Credit for Participating in Research Studies ==
== Extra Credit for Participating in Research Studies ==


If you feel like you need to earn extra credit in order to earn the grade that you would like, the course is signed up for extra credit through the Brian Lamb School of Communication Research Participation System.
The Brian Lamb School of Communication uses an online program that expedites the process of recruiting, signing up, and granting extra credit to students for participating in research studies. The program is called the Research Participation System, and it provides an easy online method for you to sign up for research studies, to keep track of the studies you have completed, and to view how many credits you have earned for each study. You can access the system online at any time, from any computer with a standard web browser. By participating in studies done within the Brian Lamb School of Communication, you can learn first hand how a study is conducted, you can contribute to the advancement of the field, and you can improve your grade by earning extra credit.


* You earn a ½ percent credit for every half-hour that you participate in a study. The maximum extra credit that you can earn for this course is 3%, which will be added to your total course points
* If you sign up to participate in a study and fail to show up without canceling your appointment in advance (up to 2 hours before the study), you can be restricted from signing up for any studies for 30 days. You may quickly cancel your appointment online using the Research Participation System.
* Please review the instructions before you sign up for studies; to view the instructions go to https://www.cla.purdue.edu/communication/research/participation/students.html
* Please review the instructions before you sign up for studies; to view the instructions go to https://www.cla.purdue.edu/communication/research/participation/students.html
* You can sign up to participate in studies by logging into http://purdue-comm.sona-systems.com/.
* You can sign up to participate in studies by logging into http://purdue-comm.sona-systems.com/.


= Schedule =
= Schedule =
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'''Assignment Due:'''  
'''Assignment Due:'''  
* [[/Discord Signup|Sign up for Discord]] and introduce yourself
* None
* Take [https://forms.gle/ANqbnAXxivexukgB7 this very brief survey]


'''Required Readings:'''  
'''Required Readings:'''  
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'''Class Schedule:'''
'''Class Schedule:'''
* Class overview and expectations — We'll walk through this syllabus.
* Class overview and expectations — We'll walk through this syllabus.
* What are networks?
* Why study networks?




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'''Assignment Due:'''  
'''Assignment Due:'''  
* Read the entire syllabus (this document)
* Read the entire syllabus (this document)
* Sign up for [https://discord.gg/WvzkwY4fDK Discord] and introduce yourself
* Take [https://forms.gle/ANqbnAXxivexukgB7 this very brief survey]


'''Readings:'''  
'''Readings:'''  
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* Start work on [[Communication and Social Networks (Spring 2021)/Homework 1|Homework 1]]
* Start work on [[Communication and Social Networks (Spring 2021)/Homework 1|Homework 1]]


== Week 2: Network representations ==
== Week 2: Small worlds and scale-free networks ==




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'''Assignment Due:'''  
'''Assignment Due:'''  
* Install R and RStudio on your computer. [https://techvidvan.com/tutorials/install-r/ This tutorial] should help you to succeed.
* [[Communication and Social Networks (Spring 2021)/Homework 1|Homework 1]]
* [[Communication and Social Networks (Spring 2021)/Homework 1|Homework 1]]
* [[#Discussion Questions|Discussion questions]] (Due Monday at noon!)


'''Readings (before class):'''  
'''Readings (before class):'''  
* James M. Cook, [http://www.umasocialmedia.com/socialnetworks/wp-content/uploads/2016/08/WhatIsASocialNetwork.pdf What is a Social Network?]
* Travers, J. and Milgram, S. (1969). [https://www.jstor.org/stable/2786545  An experimental study of the small world problem]. ''Sociometry'', 32(4):425-443
* Freeman, L. C. (2000). [https://www.cmu.edu/joss/content/articles/volume1/Freeman.html Visualizing social networks]. Journal of social structure, 1(1), 4.
* (Optional but short) Dodds, P. S., Muhamad, R., & Watts, D. J. (2003). [https://doi.org/10.1126/science.1081058 An Experimental Study of Search in Global Social Networks]. ''Science'', 301(5634), 827.
* Go through [https://ncase.me/polygons/ Parable of the Polygons] by Nicky Case


'''Class Schedule:'''
'''Class Schedule:'''
* Complex systems and networks
* Complex systems and networks
* Individual and collective behavior
* Individual and collective behavior
** Go through [https://ncase.me/polygons/ Parable of the Polygons] by Nicky Case
* Small worlds
* In class activity: [[Communication and Social Networks (Spring 2021)/Six Degrees of Wikipedia Activity|Six Degrees of Wikipedia]]
* Begin [[Communication and Social Networks (Spring 2021)/Social Search Assignment|Homework 2]]


'''Supplementary Lecture:'''
== Week 3: Social network data and analysis ==
* [https://purdue.brightspace.com/d2l/le/content/208700/viewContent/5393723/View Network Data and Network Types Lecture] [9:46]
 
== Week 3: How are communication networks formed? ==


[https://jeremydfoote.com/teaching/2020-spring/comm_and_soc_networks/network_types_week3/ Slides]


February 2
February 2


'''Assignment Due:'''
'''Assignment Due:'''
* [[/R Lab 1|R Lab 1]]
* [[Communication and Social Networks (Spring 2021)/Social Search Assignment|Homework 2]]
* [https://wiki.communitydata.science/Communication_and_Social_Networks_(Spring_2021)#Discussion_Questions Discussion Questions]
* Finish [[Communication and Social Networks (Spring 2021)/Extended Family Assignment|Homework 3]]
* Install R and RStudio on your computer if you want to use your computer instead of lab computers. [https://techvidvan.com/tutorials/install-r/ This tutorial] should help you to succeed.
 


'''Readings:'''  
'''Readings:'''  
* Monge, P. R., & Contractor, N. S. (2003). [https://purdue.brightspace.com/d2l/le/content/208700/viewContent/5245859/View Theories of communication networks]. Oxford, UK: Oxford University Press. (pp. 298--314) - On Brightspace under Content > Readings
* James M. Cook, [http://www.umasocialmedia.com/socialnetworks/wp-content/uploads/2016/08/WhatIsASocialNetwork.pdf What is a Social Network?]
* Feld, S. L. (1981). [https://www.jstor.org/stable/2778746 The focused organization of social ties]. American Journal of Sociology, 86(5), 1015–1035.
* McPherson, M., Smith-Lovin, L., & Cook, J. M. (2001). [https://www-jstor-org.ezproxy.lib.purdue.edu/stable/2678628 Birds of a Feather: Homophily in Social Networks]. Annual Review of Sociology, 27, 415–444.
 
''Note:'' This week involves reading two academic articles. [[Communication_and_Social_Networks_(Spring_2021)#Reading_Academic_Articles|Read this]] to understand my expectations and some tips for reading and understanding these articles.


'''Class Schedule:'''
'''Class Schedule:'''
* Exposure, formation, maintenance, decay
* Using R for network analysis and visualization
* Homophily
* Start work on [[Communication and Social Networks (Spring 2021)/Extended Family Assignment|Homework 3]]
* Reciprocity
* Work on [https://www.datacamp.com/courses/free-introduction-to-r Introduction to R], chapters 1-3
* Triadic closure


'''Supplementary Lecture:'''
[https://purdue.brightspace.com/d2l/le/content/208700/viewContent/5434794/View Edge Creation][12:43]


== Week 4: Small group networks ==
== Week 4: Continuing introduction to R ==


[https://jeremydfoote.com/teaching/2020-spring/comm_and_soc_networks/learning_r_week_4/ Slides]


February 9
February 9


'''Assignment Due:'''
'''Assignment Due:'''
* [[#Discussion Questions|Discussion questions]]
* Turn in your [[Self Assessment Reflection]] on Brightspace
* Turn in your [[Self Assessment Reflection]] on Brightspace
* [https://github.com/jdfoote/Communication-and-Social-Networks/raw/spring-2021/week_4/creating_networks.Rmd R Lab 2] (right-click, save to your computer, and open in RStudio)
** [https://purdue.brightspace.com/d2l/le/content/208700/viewContent/5424454/View Homework explanation video]




'''Readings:'''  
'''Readings:'''  
* Krackhardt, D., & Hanson, J. R. (1993). [https://hbr.org/1993/07/informal-networks-the-company-behind-the-chart Informal networks: The company behind the chart]. Harvard business review, 71(4), 104-111.
 
* Katz, N., Lazer, D., Arrow, H., & Contractor, N. (2004). [https://libkey.io/libraries/228/articles/5387888/full-text-file?utm_source=api_559 Network theory and small groups]. Small Group Research, 35(3), 307–332.
 
 
'''Class Schedule:'''
* Show family networks
* Introduction to RStudio
** R files - Download [https://raw.githubusercontent.com/jdfoote/Communication-and-Social-Networks/master/activities/r_example.R example file here].
** R Notebook files - Download [https://raw.githubusercontent.com/jdfoote/Communication-and-Social-Networks/master/activities/r_markdown_example.Rmd example file here].
 
 
'''Readings:'''




'''Class Schedule:'''
'''Class Schedule:'''
* Start [https://campus.datacamp.com/courses/network-analysis-in-r/ Network Analysis in R], chapter 1
* Use R to create an accurate network image of the family network you created for Homework #3.  Include node labels for each family member.
** If you get stuck, [https://youtu.be/isBm5RTslow this video] may help.
** Use [https://kateto.net/network-visualization Static and dynamic network visualization with R] to figure out how to make it look nice!
== Week 5: Density, centrality, and power ==


== Week 5: Ego networks and network perception ==
[https://jeremydfoote.com/teaching/2020-spring/comm_and_soc_networks/centrality_week_5/ Slides]


February 16
February 11


'''Assignment Due:'''  
'''Assignment Due:'''  
* [[#Discussion Questions|Discussion questions]]
* Finish Network Analysis in R, Chapter 1
* Turn in your best network visualization
 
 
'''Readings:'''
* Hanneman, R. A., & Riddle, M. (2005). Introduction to social network methods. [https://faculty.ucr.edu/~hanneman/nettext/C10_Centrality.html Chapter 10: Centrality and Power]
* Healy, K. (2013). [https://kieranhealy.org/blog/archives/2013/06/09/using-metadata-to-find-paul-revere/ Using Metadata to find Paul Revere].


'''Class Schedule:'''


February 13
'''Assignment Due:'''


'''Readings:'''
'''Readings:'''
* [https://purdue.brightspace.com/d2l/le/content/208700/viewContent/5445646/View Ego networks and network perceptions lecture] [17:14]
* Holliday, Audrey, Campbell, & Moore, (2016). [https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4898141/ Identifying well-connected opinion leaders for informal health promotion]
* Hanneman, R. A., & Riddle, M. (2005). Introduction to social network methods. University of California. ([https://faculty.ucr.edu/~hanneman/nettext/C9_Ego_networks.html Chapter 9])
* Marsden, P. V. (1987). [https://www-jstor-org.ezproxy.lib.purdue.edu/stable/2095397 Core Discussion Networks of Americans]. American Sociological Review, 52(1), 122–131.
* [https://hbr.org/2016/05/research-you-have-fewer-friends-than-you-think Research: You Have Fewer Friends than You Think]. (2016, May 12). Harvard Business Review.
* Smith, E. B., Menon, T., & Thompson, L. (2012). [https://pubsonline-informs-org.ezproxy.lib.purdue.edu/doi/full/10.1287/orsc.1100.0643 Status Differences in the Cognitive Activation of Social Networks]. Organization Science, 23(1), 67–82.
 




'''Class Schedule:'''
'''Class Schedule:'''
* Guest lecture by [https://cla.purdue.edu/directory/profiles/seungyoon-lee.html Seungyoon Lee]


== Week 6: Power, centrality, and hierarchy ==
== Week 6: Ego networks ==


[https://jeremydfoote.com/teaching/2020-spring/comm_and_soc_networks/ego_nets_week_6/ Slides]


February 23
February 18


'''Assignment Due:'''  
'''Assignment Due:'''  
* [https://github.com/jdfoote/Communication-and-Social-Networks/raw/spring-2021/week_6/power_visualization.Rmd R Lab 3] (Right-click, save, open in RStudio, and knit)
* [[#Discussion Questions|Discussion questions]]


'''Readings:'''  
'''Readings:'''  
* [https://purdue.brightspace.com/d2l/le/content/208700/viewContent/5477475/View Why R + Programming principles lecture] [12:53]
* Hanneman, R. A., & Riddle, M. (2005). Introduction to social network methods. University of California. ([https://faculty.ucr.edu/~hanneman/nettext/C9_Ego_networks.html Chapter 9])
* [https://purdue.brightspace.com/d2l/le/content/208700/viewContent/5477494/View ggraph explanation video] [12:14]
* Marsden, P. V. (1987). Core Discussion Networks of Americans. American Sociological Review, 52(1), 122–131. https://doi.org/10.2307/2095397
** [https://jeremydfoote.com/Communication-and-Social-Networks/week_6/ggraph_walkthrough.html webpage for ggraph explanation video]
* Hanneman, R. A., & Riddle, M. (2005). Introduction to social network methods. [https://faculty.ucr.edu/~hanneman/nettext/C10_Centrality.html Chapter 10: Centrality and Power]
* Healy, K. (2013). [https://kieranhealy.org/blog/archives/2013/06/09/using-metadata-to-find-paul-revere/ Using Metadata to find Paul Revere].
* [https://www.youtube.com/watch?v=0unzqsPaPk8 Centrality measures]. Matthew Jackson. From [https://www.youtube.com/channel/UCCnG8fKY45aH73ahmGK2xcg Social and Economic Networks course]
* [https://www.youtube.com/watch?v=q8oBWwS2wAQ Centrality Eigenvector Measures]. Matthew Jackson
* (Optional) Holliday, Audrey, Campbell, & Moore, (2016). [https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4898141/ Identifying well-connected opinion leaders for informal health promotion]


'''Class Schedule:'''
'''Class Schedule:'''
* Introduce ego networks
* Review for mid-term
February 20
'''In-class midterm exam'''


== Week 7: Social Capital, structural holes, and weak ties ==
== Week 7: Social Capital, structural holes, and weak ties ==


[https://jeremydfoote.com/teaching/2020-spring/comm_and_soc_networks/social_capital_week7/ Slides]


March 2
February 25


'''Assignment Due:'''  
'''Assignment Due:'''  
* [[#Discussion Questions|Discussion questions]]


'''Readings:'''  
'''Readings:'''  
* [https://purdue.brightspace.com/d2l/le/content/208700/viewContent/5507590/View Capital and Social Capital] [16:02]
* Granovetter, M. S. (1973). The Strength of Weak Ties. American Journal of Sociology, 78(6), 1360–1380. https://doi.org/10.1086/225469
* Granovetter, M. S. (1973). [https://www-jstor-org.ezproxy.lib.purdue.edu/stable/2776392?sid=primo&seq=1#metadata_info_tab_contents The Strength of Weak Ties]. American Journal of Sociology, 78(6), 1360–1380. https://doi.org/10.1086/225469
* (Optional) Bourdieu, P. (1986). [https://www.marxists.org/reference/subject/philosophy/works/fr/bourdieu-forms-capital.htm The forms of capital]. In J. Richardson (Ed.) Handbook of Theory and Research for the Sociology of Education (New York, Greenwood), 241-258.
* Kadushin, C. (2012). [https://ebookcentral.proquest.com/lib/purdue/reader.action?docID=829477&ppg=175 Networks as Social Capital], in Kadushin, C. (2012). Understanding Social Networks. Theories, Concepts and Findings. Oxford: Oxford University Press.
 
'''Class Schedule:'''
 
 
February 27
 
'''Assignment Due:'''
 
'''Readings:'''
* Rainie, L. and Perrin, A. (2019). [https://www.pewresearch.org/fact-tank/2019/07/22/key-findings-about-americans-declining-trust-in-government-and-each-other/ Key findings about Americans’ declining trust in government and each other]. Pew Research Center.
* Putnam, R.D. (1995). [https://muse.jhu.edu/article/16643 Bowling Alone: America's Declining Social Capital]. Journal of Democracy 6(1), 65-78.
* Putnam, R.D. (1995). [https://muse.jhu.edu/article/16643 Bowling Alone: America's Declining Social Capital]. Journal of Democracy 6(1), 65-78.
* (Optional) Bourdieu, P. (1986). [https://www.marxists.org/reference/subject/philosophy/works/fr/bourdieu-forms-capital.htm The forms of capital]. In J. Richardson (Ed.) Handbook of Theory and Research for the Sociology of Education (New York, Greenwood), 241-258.
* (Optional) Rainie, L. and Perrin, A. (2019). [https://www.pewresearch.org/fact-tank/2019/07/22/key-findings-about-americans-declining-trust-in-government-and-each-other/ Key findings about Americans’ declining trust in government and each other]. Pew Research Center.
* (Optional) Burt, R. S. (2000). [https://www.sciencedirect.com/science/article/pii/S0191308500220091 The network structure of social capital]. Research in Organizational Behavior, 22, 345–423.
* (Optional) Burt, R. S. (2000). [https://www.sciencedirect.com/science/article/pii/S0191308500220091 The network structure of social capital]. Research in Organizational Behavior, 22, 345–423.


'''Class Schedule:'''
'''Class Schedule:'''
* Troubled Lands Activity


== Week 8: Small worlds  ==


March 9
== Week 8: More advanced network visualizations  ==
 
[https://jeremydfoote.com/teaching/2020-spring/comm_and_soc_networks/network_visualization_week8/ Slides]
 
March 3


'''Assignment Due:'''
'''Assignment Due:'''
* Turn in your [[Self Assessment Reflection]] on Brightspace
* Turn in your [[Self Assessment Reflection]] on Brightspace
* [[/Social Search Assignment|Social Search Assignment]]
* Troubled Lands reflection on Brightspace
* [[#Discussion Questions|Discussion questions]] - Just one question this week
 
'''Readings:'''
* Freeman, L. C. (2000). [https://www.cmu.edu/joss/content/articles/volume1/Freeman.html Visualizing social networks]. Journal of social structure, 1(1), 4.
* Skim [https://kateto.net/network-visualization Static and dynamic network visualization with R] by Katya Ognyanova
 
'''Class Schedule:'''
* Finish discussion about social capital
* Introduce more advanced visualization methods in R
* Begin working through Chapters 2 and 3 [https://campus.datacamp.com/courses/network-analysis-in-r Network Analysis in R]
 
 
March 5
 
'''Assignment Due:'''


* Finish Chapters 2 and 3 of [https://campus.datacamp.com/courses/network-analysis-in-r Network Analysis in R]


'''Readings:'''  
'''Readings:'''  
* [https://www.youtube.com/watch?v=TcxZSmzPw8k The Science of Six Degrees of Separation]
* [https://purdue.brightspace.com/d2l/le/content/208700/viewContent/5562533/View Small worlds video] [18:45]
* Travers, J. and Milgram, S. (1969). [https://www-jstor-org.ezproxy.lib.purdue.edu/stable/2786545  An experimental study of the small world problem]. ''Sociometry'', 32(4):425-443
* [https://jeremydfoote.com/Communication-and-Social-Networks/week_6/ggraph_walkthrough.html Introduction to tidygraph and ggraph]. This is a walkthrough that I wrote to help you to figure out how all of the different pieces work in tidygraph and ggraph.
* (Optional but short) Dodds, P. S., Muhamad, R., & Watts, D. J. (2003). [https://science-sciencemag-org.ezproxy.lib.purdue.edu/content/301/5634/827 An Experimental Study of Search in Global Social Networks]. ''Science'', 301(5634), 827.




'''Class Schedule:'''
'''Class Schedule:'''
* Answer questions about DataCamp
* Review principles of good network visualizations
* Find and assess networks visualizations ([https://padlet.com/jdfoote1/networks padlet is here])
* Begin visualization challenge
** Right click on [https://github.com/jdfoote/Communication-and-Social-Networks/raw/master/activities/network_visualization_examples_and_assignment.Rmd THIS LINK], save it, and open it in RStudio.
== Week 9: Tie formation and decay ==
[https://jeremydfoote.com/teaching/2020-spring/comm_and_soc_networks/tie_formation_week_9/ Slides]
March 10


'''Assignment Due:'''
* Summary and questions for Dr. Feld


March 11
'''Readings:'''


Quick discussion about the Visualization Challenge
* Feld, S. L. (1981). [https://www.jstor.org/stable/2778746 The focused organization of social ties]. American Journal of Sociology, 86(5), 1015–1035.
* Feld, S., Knighton, D., and McGail, A. (forthcoming). [https://purdue.brightspace.com/d2l/le/content/7389/viewContent/519954/View Reflections On 'The Focused Organization of Social Ties' And Its Implications For Bonding and Bridging]. In Personal Networks: Frontiers of Ego-Network Analysis. Edited by Mario Small, Ned Smith, Brea Perry, and Bernice Pescosolido. Oxford University Press.


== Week 9: Scale-free networks and the friendship paradox ==
'''Class Schedule:'''
* Guest lecture by Scott Feld


March 16
March 13


'''Assignment Due:'''  
'''Assignment Due:'''  
* [[#Discussion Questions|Discussion questions]] (I will pass these along to Dr. Feld)
 


'''Readings:'''  
'''Readings:'''  
* Feld, Scott L. (1991), [https://www-jstor-org.ezproxy.lib.purdue.edu/stable/2781907 Why your friends have more friends than you do]. American Journal of Sociology, 96 (6): 1464–1477. https://doi.org/10.1086%2F229693
* [https://www.youtube.com/watch?v=tP2MLp7GL7Q Early Detection of an Outbreak using the Friendship Paradox]
* [https://www.youtube.com/watch?v=c867FlzxZ9Y Networks are everywhere with Albert-László Barabási]


(Optional)
* Monge, P. R., & Contractor, N. S. (2003). [https://purdue.brightspace.com/d2l/le/content/7389/Home Theories of communication networks]. Oxford, UK: Oxford University Press. (pp. 298--314) - On Brightspace under Content > Readings
* Christakis, N. A., & Fowler, J. H. (2010). Social Network Sensors for Early Detection of Contagious Outbreaks. PLOS ONE, 5(9), e12948. https://doi.org/10.1371/journal.pone.0012948




'''Class Schedule:'''
'''Class Schedule:'''
* Guest lecture by Scott Feld (Note that this meeting will be over Zoom; link will be posted in Discord)
* Review tie formation and decay
* Revisit R and network visualizations
 
== March 17, 19: SPRING BREAK ==
 
'''Spring Break: No Class'''
 
Have a great Spring Break!
 


== Week 10: Social influence and diffusion ==
== Week 10: Social influence and diffusion ==


March 23
March 27


'''Weekly lecture:'''
'''Weekly lecture:'''
 
* [https://jeremydfoote.com/teaching/2020-spring/comm_and_soc_networks/diffusion_week_10/ Slides]
* [https://youtu.be/5EOHaU_R94o Weekly lecture] on social influence and network diffusion
* [https://youtu.be/sdI-b5mfjH4 Interview with Josh Becker] (skim his article below first).


'''Assignment Due:'''  
'''Assignment Due:'''  
* [[Communication and Social Networks (Spring 2021)/Dutch School Data Visualization challenge|Dutch School Data Visualization  
* [[Communication and Social Networks (Spring 2021)/Dutch School Data Visualization challenge|Dutch School Data Visualization  
Challenge]]
Challenge]]
* [[#Discussion Questions|Discussion questions]]
* Do [http://ncase.me/crowds/ The Wisdom or Madness of Crowds Simulation] and discuss on Flipgrid.


'''Readings:'''  
'''Readings:'''  
* Chapter 4, "[http://everythingisobvious.com/wp-content/themes/eio/assets/EIO_chapter4.pdf Special People]", in Watts, D. J. (2011). Everything is Obvious: Once you know the answer. New York, NY: Crown Business.
* Chapter 4, "[http://everythingisobvious.com/wp-content/themes/eio/assets/EIO_chapter4.pdf Special People]", in Watts, D. J. (2011). Everything is Obvious: Once you know the answer. New York, NY: Crown Business.
* [https://youtu.be/D9XF0QOzWM0 Duncan Watts on Common Sense]
* Becker, J., Brackbill, D., & Centola, D. (2017). [https://doi.org/10.1073/pnas.1615978114 Network dynamics of social influence in the wisdom of crowds]. Proceedings of the National Academy of Sciences, 201615978.
* [Optional] Centola, D., & Macy, M. (2007). [https://www-journals-uchicago-edu.ezproxy.lib.purdue.edu/doi/full/10.1086/521848 Complex Contagions and the Weakness of Long Ties]. American Journal of Sociology, 113(3), 702–734.  
* [Optional] Centola, D., & Macy, M. (2007). [https://doi.org/10.1086/521848 Complex Contagions and the Weakness of Long Ties]. American Journal of Sociology, 113(3), 702–734.  
* [Optional] Christakis, N. A., & Fowler, J. H. (2012). [https://onlinelibrary-wiley-com.ezproxy.lib.purdue.edu/doi/full/10.1002/sim.5408 Social contagion theory: Examining dynamic social networks and human behavior]. Statistics in Medicine, 32, 556–577.
* [Optional] Christakis, N. A., & Fowler, J. H. (2012). Social contagion theory: Examining dynamic social networks and human behavior. Statistics in Medicine, 32, 556–577.


'''Other Resources:'''
'''Other Resources:'''
* [https://youtu.be/d3C2r7gPfBU Great video about homophily in networks]
* [https://youtu.be/D9XF0QOzWM0 Duncan Watts on Common Sense]
* [https://github.com/jdfoote/Communication-and-Social-Networks/raw/master/activities/school_data_example.Rmd Example with code for the Dutch School assignment]
* [https://www.youtube.com/watch?v=prCmVEUTxQE Video explaining my example]


== Week 11: Cliques, clans, and groups in networks ==


== Week 11: Communities and Core-periphery ==
April 3


March 30
'''Weekly lecture:'''
* [https://youtu.be/6cIe5qSRoSE Groups and communities]; Also goes over the assignment (no slides)


'''Assignment Due:'''
'''Assignment Due:'''
* [[#Discussion Questions|One discussion question for Ryan]]
* [https://github.com/jdfoote/Communication-and-Social-Networks/raw/master/activities/groups_in_networks.Rmd Finding and visualizing groups in networks] (Right-click, save, and open in RStudio). I go over the document in the YouTube video.
* Submit two exam questions on Brightspace
* Flipgrid response
* [https://github.com/jdfoote/Communication-and-Social-Networks/raw/spring-2021/week_11/groups_in_networks.Rmd Finding and visualizing groups in networks] (Right-click, save, and open in RStudio).  


'''Readings:'''
'''Readings:'''
* Girvan, M., & Newman, M. E. (2002). [https://www.pnas.org/content/pnas/99/12/7821.full.pdf Community structure in social and biological networks]. Proceedings of the National Academy of Sciences.
* Hanneman, R. A., & Riddle, M. (2005). Introduction to social network methods. [https://faculty.ucr.edu/~hanneman/nettext/C11_Cliques.html Chapter 11: Cliques and sub-groups]
* Borgatti, S. P., & Everett, M. G. (2000). [https://libkey.io/libraries/228/articles/6389719/full-text-file?utm_source=api_559 Models of core/periphery structures]. Social Networks.
* Barberá, P., Wang, N., Bonneau, R., Jost, J. T., Nagler, J., Tucker, J., & González-Bailón, S. (2015). [https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0143611 The critical periphery in the growth of social protests]. PLoS ONE.


'''Class Schedule:'''
'''Other Resources:'''
* Guest Lecture by [https://ryanjgallagher.github.io/ Ryan Gallagher]




April 1
== Week 12: Networks in organizations ==


'''Lab Meeting:'''
April 10
* Go over the groups visualization homework
 
== Week 12: Technology and networks ==
 
April 6


'''Weekly Lecture:'''
* [https://youtu.be/mOtVC0N-ItA Networks in Organizations lecture]
* [https://youtu.be/MzA12DkQGBw Answering questions about R]


'''Assignment Due:'''
'''Assignment Due:'''
* Turn in your [[Self Assessment Reflection]] on Brightspace
* Turn in your [[Self Assessment Reflection]] on Brightspace
* [[#Discussion Questions|Discussion questions]]
* One paragraph summary of Krackhardt reading + 1 question about the reading
 
* Keep working on [https://github.com/jdfoote/Communication-and-Social-Networks/raw/master/activities/groups_in_networks.Rmd Groups in networks]; enhance your visualization of the Dutch school data by including community detection of some kind.


'''Readings:'''
'''Readings:'''
* Pariser, E. [https://www.ted.com/talks/eli_pariser_beware_online_filter_bubbles Beware Online Filter Bubbles]
* Krackhardt, D., & Hanson, J. R. (1993). [https://hbr.org/1993/07/informal-networks-the-company-behind-the-chart Informal networks: The company behind the chart]. Harvard business review, 71(4), 104-111.
* Fletcher, R. [https://reutersinstitute.politics.ox.ac.uk/risj-review/truth-behind-filter-bubbles-bursting-some-myths The truth behind filter bubbles: Bursting some myths].
* (SKIM) Katz, N., Lazer, D., Arrow, H., & Contractor, N. (2004). [http://journals.sagepub.com/doi/10.1177/1046496404264941 Network theory and small groups]. Small Group Research, 35(3), 307–332.
* Bail, C. [https://www.youtube.com/watch?v=nwRm_ssTarE Should we break our echo chambers?]
* Cohen, M. [https://www.psychologytoday.com/intl/blog/finding-love-the-scientific-take/202012/context-collapse Context Collapse]
(Optional)
* Kleinberg, J. (2012). [https://link-springer-com.ezproxy.lib.purdue.edu/chapter/10.1007%2F978-3-642-29952-0_8 The Convergence of Social and Technological Networks]. In M. Agrawal, S. B. Cooper, & A. Li (Eds.), Theory and Applications of Models of Computation.
* Chris Bail, et al. (2018). [https://www.pnas.org/content/115/37/9216 Exposure to opposing views on social media can increase political polarization]. PNAS.


== Week 13: Collective behavior ==
== Week 13: The dark side of networks ==


April 13
April 17


READING DAY
[https://jeremydfoote.com/teaching/2020/comm_and_soc_networks/dark_side_week_13/#/ Slides]


April 15
'''Assignment Due:'''


'''Assignment Due:'''
* One paragraph summary of each reading + 1 question about each reading
* [[#Discussion Questions|One discussion question]]
* Talk about readings/concepts on FlipGrid
* Take-home exam
* Watch [https://youtu.be/sNR39Z9Tm3M this week's lecture]
* Keep working on the [[Communication_and_Social_Networks_(Spring_2020)/Final_project | final project]]
* Keep working on the [[Communication_and_Social_Networks_(Spring_2020)/Final_project | final project]]


'''Readings:'''
'''Readings:'''
* Becker, J., Brackbill, D., & Centola, D. (2017). [https://doi.org/10.1073/pnas.1615978114 Network dynamics of social influence in the wisdom of crowds]. Proceedings of the National Academy of Sciences, 201615978.
* Krebs, V. E. (2002). Mapping networks of terrorist cells. Connections, 24(3), 43–52.
* Do [http://ncase.me/crowds/ The Wisdom or Madness of Crowds Simulation]
* Kleinberg, J. (2007). The wireless epidemic. Nature, 449(7160), 287–288. https://doi.org/10.1038/449287a


== Week 14: Networks and collaboration ==
== Week 14: Networks and technology ==


April 20
April 24


[https://jeremydfoote.com/teaching/2020/comm_and_soc_networks/tech_and_networks_week_14 Slides]


'''Assignment Due:'''  
'''Assignment Due:'''  
* 1 Discussion Question
* Watch [https://youtu.be/_cqjrGErPjA this week's lecture]
 
* Turn in reading summary on Brightspace


'''Readings:'''  
'''Readings:'''  
* Read the [https://en.wikipedia.org/wiki/The_Wealth_of_Networks Wikipedia Article about The Wealth of Networks]
* Kleinberg, J. (2012). [https://doi.org/10.1007/978-3-642-29952-0_8 The Convergence of Social and Technological Networks]. In M. Agrawal, S. B. Cooper, & A. Li (Eds.), Theory and Applications of Models of Computation.
* Skim section two of Benkler, Y. (2002). [https://www-jstor-org.ezproxy.lib.purdue.edu/stable/1562247 Coase’s Penguin, or, Linux and "The Nature of the Firm."] The Yale Law Journal, 112(3), 369.
 
April 22
 
'''Assignment Due:'''
* First draft of [[Communication_and_Social_Networks_(Spring_2020)/Final_project | final project]] to peer for feedback


== Week 15: Networked racism ==
== Week 15: Networks and collaboration ==


April 27
May 1


'''Assignment Due:'''  
'''Assignment Due:'''  
* Watch [https://youtu.be/xKzOrIHpnmI this week's lecture] ([https://jeremydfoote.com/teaching/2020/comm_and_soc_networks/networks_and_collaboration_week_15/ Slides])
* Turn in reading summary on Brightspace


* Peer feedback on final project
'''Readings:'''  
 
* Read the [https://en.wikipedia.org/wiki/The_Wealth_of_Networks Wikipedia Article about The Wealth of Networks]
 
* Skim section two of Benkler, Y. (2002). [https://doi.org/10.2307/1562247 Coase’s Penguin, or, Linux and "The Nature of the Firm."] The Yale Law Journal, 112(3), 369.
'''Readings:'''
 
* Fernandez, R. M., & Fernandez-Mateo, I. (2006). [https://journals-sagepub-com.ezproxy.lib.purdue.edu/doi/pdf/10.1177/000312240607100103 Networks, Race, and Hiring]. American Sociological Review, 71(1), 42–71. '''Read the introduction (pp. 42–47) and the Summary and Conclusion (pp. 65–67)'''
* (Optional) Sunstein, C. R. (1991). Why markets don’t stop discrimination. Social Philosophy and Policy, 8(02), 22–37. https://doi.org/10.1017/S0265052500001114


== Week 16: Finals week  ==
== Week 16: Finals week  ==
Line 494: Line 517:
* [[Communication and Social Networks (Spring 2021)/Final project|Final Project]] - Due Thursday, May 6
* [[Communication and Social Networks (Spring 2021)/Final project|Final Project]] - Due Thursday, May 6
* Turn in your [[Final self reflection]] on Brightspace
* Turn in your [[Final self reflection]] on Brightspace
<!-- Bikerack
* Skim [https://kateto.net/network-visualization Static and dynamic network visualization with R] by Katya Ognyanova
* Show family networks
* Introduction to RStudio
** R files - Download [https://raw.githubusercontent.com/jdfoote/Communication-and-Social-Networks/master/activities/r_example.R example file here].
** R Notebook files - Download [https://raw.githubusercontent.com/jdfoote/Communication-and-Social-Networks/master/activities/r_markdown_example.Rmd example file here].
* Start [https://campus.datacamp.com/courses/network-analysis-in-r/ Network Analysis in R], chapter 1
* Use R to create an accurate network image of the family network you created for Homework #3.  Include node labels for each family member.
** If you get stuck, [https://youtu.be/isBm5RTslow this video] may help.
** Use [https://kateto.net/network-visualization Static and dynamic network visualization with R] to figure out how to make it look nice!
* Troubled Lands Activity
* Answer questions about DataCamp
* Review principles of good network visualizations
* Find and assess networks visualizations ([https://padlet.com/jdfoote1/networks padlet is here])
* Begin visualization challenge
** Right click on [https://github.com/jdfoote/Communication-and-Social-Networks/raw/master/activities/network_visualization_examples_and_assignment.Rmd THIS LINK], save it, and open it in RStudio.
* [https://jeremydfoote.com/teaching/2020-spring/comm_and_soc_networks/diffusion_week_10/ Slides]
* [https://youtu.be/5EOHaU_R94o Weekly lecture] on social influence and network diffusion
* [https://youtu.be/sdI-b5mfjH4 Interview with Josh Becker] (skim his article below first).
* [https://youtu.be/d3C2r7gPfBU Great video about homophily in networks]
* [https://youtu.be/MzA12DkQGBw Answering questions about R]
* [https://github.com/jdfoote/Communication-and-Social-Networks/raw/master/activities/school_data_example.Rmd Example with code for the Dutch School assignment]
* [https://www.youtube.com/watch?v=prCmVEUTxQE Video explaining my example]
* [https://youtu.be/mOtVC0N-ItA Networks in Organizations lecture]
-->


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