Communication and Social Networks (Fall 2021): Difference between revisions

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{{Old Class}}
= Course Information =
= Course Information =
:'''COM 411: Communication and Social Networks'''
:'''COM 411: Communication and Social Networks'''
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# Although details on this syllabus will change, I will not change readings or assignments less than one week before they are due. If I don't fill in a "''To Be Determined''" one week before it's due, it is dropped. If you plan to read more than one week ahead, contact me first.
# Although details on this syllabus will change, I will not change readings or assignments less than one week before they are due. If I don't fill in a "''To Be Determined''" one week before it's due, it is dropped. If you plan to read more than one week ahead, contact me first.
# Closely monitor the class [https://discord.gg/WvzkwY4fDK Discord]. Because this a wiki, you will be able to track every change by clicking the ''history'' button on this page. I will also summarize these changes in an announcement on Discord that should be emailed to everybody in the class if you have notifications turned on.
# Closely monitor the class [[/Discord Signup|Discord]]. Because this a wiki, you will be able to track every change by clicking the ''history'' button on this page. I will also summarize these changes in an announcement on Discord that should be emailed to everybody in the class if you have notifications turned on.
# I will ask the class for voluntary anonymous feedback frequently. Please let me know what is working and what can be improved.
# I will ask the class for voluntary anonymous feedback frequently. Please let me know what is working and what can be improved.


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== Discussion Questions ==
== Discussion Questions ==


In order to make sure that we are prepared to have a productive discussion, you are required to submit one or two discussion questions that you think would be interesting to discuss on Monday by noon. Post your questions on the Etherpad at https://etherpad.communitydata.science/p/com-411-comm-networks; try to group similar questions together.
In order to make sure that we are prepared to have a productive discussion, you are required to submit one or two discussion questions that you think would be interesting to discuss on Monday by noon. Post your questions on the shared Google Doc at https://docs.google.com/document/d/1AK4MhWLVwDuxqvTwLomN7hu4aLpo59n5qXgEap8SBNc/edit?usp=sharing; try to group similar questions together.


Questions should engage with the readings and either connect to other concepts or to the "real world". Here are some good example questions:
Questions should engage with the readings and either connect to other concepts or to the "real world". Here are some good example questions:
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== Exams ==
== Exams ==


There will be one in-class exam. It will assess your understanding of core communication and social networks concepts.
There will be one take home exam. It will assess your understanding of core communication and social networks concepts.


== Final Project ==
== Final Project ==


Students will work on a [[Communication_and_Social_Networks_(Spring_2020)/Final project|Final Project]] that explains how network analysis and a network approach can benefit an organization.
Students will work on a [[/Final project|Final Project]] that explains how network analysis and a network approach can benefit an organization.


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.
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* [[#Discussion Questions|Discussion questions]] (Due Monday at noon!)
* [[#Discussion Questions|Discussion questions]] (Due Monday at noon!)


'''Lecture Video:'''
'''Lecture Video (before class):'''
* [https://purdue.brightspace.com/d2l/le/content/335123/viewContent/6819548/View Network Data and Network Types Lecture] [9:46]
* [https://purdue.brightspace.com/d2l/le/content/335123/viewContent/6819548/View Network Data and Network Types Lecture] [19:18]


'''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?]
* James M. Cook, [http://www.umasocialmedia.com/socialnetworks/wp-content/uploads/2016/08/WhatIsASocialNetwork.pdf What is a Social Network?]
* Freeman, L. C. (2000). [https://www.cmu.edu/joss/content/articles/volume1/Freeman.html Visualizing social networks]. Journal of social structure, 1(1), 4.
* James M. Cook, [http://www.umasocialmedia.com/socialnetworks/wp-content/uploads/2016/09/IndividualsVersusNetworks.pdf Individuals versus Networks]
* Go through [https://ncase.me/polygons/ Parable of the Polygons] by Nicky Case
* (Optional/skim) Freeman, L. C. (2000). [https://www.cmu.edu/joss/content/articles/volume1/Freeman.html Visualizing social networks]. Journal of social structure, 1(1), 4.
 


'''Concepts:'''
'''Concepts:'''
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'''Class Schedule:'''
'''Class Schedule:'''
* Go through [https://ncase.me/polygons/ Parable of the Polygons] by Nicky Case
* Start work on [[/R Lab 1|R Lab 1]]
* Start work on [[/R Lab 1|R Lab 1]]


== Week 3: How are communication networks formed? ==
== Week 3: How are communication networks formed? ==
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'''Assignment Due (on Monday):'''
'''Assignment Due (on Monday):'''
* [[/R Lab 1|R Lab 1]]
* [[/R Lab 1|R Lab 1]]
** [https://purdue.brightspace.com/d2l/le/content/335123/viewContent/7337413/View Video explanation]
* [[#Discussion_Questions|Discussion Questions]]
* [[#Discussion_Questions|Discussion Questions]]


'''Lecture Video:'''
'''Lecture Video:'''
* [https://purdue.brightspace.com/d2l/le/content/335123/viewContent/6819550/View Edge Creation][12:43]
* [https://purdue.brightspace.com/d2l/le/content/335123/viewContent/6819550/View Edge Creation] [12:43] [[https://jeremydfoote.com/Communication-and-Social-Networks/week_3/lecture/tie_formation.html Slides]]


'''Readings:'''  
'''Readings:'''  
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* Reciprocity
* Reciprocity
* Triadic closure
* Triadic closure
* [https://jeremydfoote.com/Communication-and-Social-Networks/week_3/lecture/week_3.html Class Slides]




September 9
September 9
'''Supplementary R lectures (watch before class):'''
* [https://purdue.brightspace.com/d2l/le/content/335123/viewContent/6819552/View Why R + Programming principles lecture] [12:53]
* [https://purdue.brightspace.com/d2l/le/content/335123/viewContent/6819553/View ggraph explanation video] [12:14]
** [https://jeremydfoote.com/Communication-and-Social-Networks/week_6/ggraph_walkthrough.html webpage for ggraph explanation video]


'''Class Schedule:'''
'''Class Schedule:'''
* [https://github.com/jdfoote/Communication-and-Social-Networks/raw/spring-2021/week_4/creating_networks.Rmd R Lab 2]
* [https://github.com/jdfoote/Communication-and-Social-Networks/raw/fall-2021/week_4/creating_networks.Rmd R Lab 2]


== Week 4: Small group networks ==
== Week 4: Small group networks ==
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'''Assignment Due:'''
'''Assignment Due:'''
* [[#Discussion Questions|Discussion questions]]
* [[#Discussion Questions|Discussion questions]]
* [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://github.com/jdfoote/Communication-and-Social-Networks/raw/fall-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/335123/viewContent/6819549/View Homework explanation video]
** [https://purdue.brightspace.com/d2l/le/content/335123/viewContent/6819549/View Homework explanation video]


'''Supplementary R lectures:'''
'''Lecture video:'''
* [https://purdue.brightspace.com/d2l/le/content/335123/viewContent/6819552/View Why R + Programming principles lecture] [12:53]
* [https://purdue.brightspace.com/d2l/le/content/335123/viewContent/7373077/View Networks in small groups] [14:43] [[https://jeremydfoote.com/Communication-and-Social-Networks/week_4/lecture/small_groups.html Slides]]
* [https://purdue.brightspace.com/d2l/le/content/335123/viewContent/6819553/View ggraph explanation video] [12:14]
 
** [https://jeremydfoote.com/Communication-and-Social-Networks/week_6/ggraph_walkthrough.html webpage for ggraph explanation video]


'''Readings:'''  
'''Readings:'''  
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'''Lecture:'''
'''Lecture:'''
* [https://purdue.brightspace.com/d2l/le/content/335123/viewContent/6819551/View Ego networks and network perceptions lecture] [17:14]
* [https://purdue.brightspace.com/d2l/le/content/335123/viewContent/6819551/View Ego networks and network perceptions lecture] [17:14] [[https://jeremydfoote.com/Communication-and-Social-Networks/week_5/lecture/ego_nets.html Slides]]


'''Readings:'''
'''Readings:'''
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'''Class Schedule:'''
'''Class Schedule:'''
* [https://github.com/jdfoote/Communication-and-Social-Networks/raw/spring-2021/week_6/power_visualization.Rmd R Lab 3]
* [https://github.com/jdfoote/Communication-and-Social-Networks/raw/fall-2021/week_6/power_visualization.Rmd R Lab 3]


== Week 6: Power, centrality, and hierarchy ==
== Week 6: Power, centrality, and hierarchy ==
Due to Dr. Foote's illness, Sept. 28 discussion moved to Sept. 30


September 28
September 28


'''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)
* [https://github.com/jdfoote/Communication-and-Social-Networks/raw/fall-2021/week_6/power_visualization.Rmd R Lab 3] (Right-click, save, open in RStudio, and knit)
** [https://jeremydfoote.com/Communication-and-Social-Networks/week_6/ggraph_walkthrough.html Introduction to tidygraph and ggraph]. Now that you've been at it for a while review this walkthrough that I wrote to help you to figure out how all of the different pieces work in tidygraph and ggraph.
* [[#Discussion Questions|Discussion questions]]
* [[#Discussion Questions|Discussion questions]]
'''Video lecture:'''
* [https://purdue.brightspace.com/d2l/le/content/335123/viewContent/7413870/View Centrality measures] [18:44] [[https://jeremydfoote.com/Communication-and-Social-Networks/week_6/lecture/centrality.html Slides]]


'''Readings:'''  
'''Readings:'''  
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'''Class Schedule:'''
'''Class Schedule:'''
* Troubled Lands activity


== Week 7: Social Capital, structural holes, and weak ties ==
== Week 7: Social Capital, structural holes, and weak ties ==
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'''Assignment Due:'''  
'''Assignment Due:'''  
* [[#Discussion Questions|Discussion questions]]
* [[#Discussion Questions|Discussion questions]]
'''Lecture Video:'''
* [https://purdue.brightspace.com/d2l/le/content/335123/viewContent/6819554/View Capital and Social Capital] [16:02] [[https://jeremydfoote.com/Communication-and-Social-Networks/week_7/lecture/social_capital.html Slides]]


'''Readings:'''  
'''Readings:'''  
* [https://purdue.brightspace.com/d2l/le/content/335123/viewContent/6819554/View Capital and Social Capital] [16:02]
* 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
* 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
* 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.
* 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.
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'''Class Schedule:'''
'''Class Schedule:'''
 
* R Review
** Go through the [https://raw.githubusercontent.com/jdfoote/Communication-and-Social-Networks/fall-2021/resources/tidygraph_tutorial.Rmd Tidygraph Tutorial] in groups


== Week 8: Small worlds  ==
== Week 8: Small worlds  ==
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* [[#Discussion Questions|Discussion questions]] - Just one question this week
* [[#Discussion Questions|Discussion questions]] - Just one question this week


'''Lecture Video:'''
* [https://purdue.brightspace.com/d2l/le/content/335123/viewContent/6819555/View Small worlds video] [18:45] [[https://jeremydfoote.com/Communication-and-Social-Networks/week_8/lecture/small_worlds.html Slides]]


'''Readings:'''  
'''Readings:'''  
* [https://www.youtube.com/watch?v=TcxZSmzPw8k The Science of Six Degrees of Separation]
* [https://www.youtube.com/watch?v=TcxZSmzPw8k The Science of Six Degrees of Separation][video][9:22]
* [https://purdue.brightspace.com/d2l/le/content/335123/viewContent/6819555/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
* 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.
* (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:'''


== Week 9: Scale-free networks and the friendship paradox ==
== Week 9: Scale-free networks and the friendship paradox ==
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* [[/Social Search Assignment|Social Search Assignment]]
* [[/Social Search Assignment|Social Search Assignment]]
* [[#Discussion Questions|Discussion questions]]
* [[#Discussion Questions|Discussion questions]]
'''Lecture Video:'''
* [https://purdue.brightspace.com/d2l/le/content/335123/viewContent/7524997/View Scale-free networks and the Friendship Paradox][18:21] [[https://jeremydfoote.com/Communication-and-Social-Networks/week_9/lecture/scale_free_and_friend_paradox.html Slides]]


'''Readings:'''  
'''Readings:'''  
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* 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
* 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


October 21


'''Class Schedule:'''
'''Class Schedule:'''
* [[/Six Degrees of Wikipedia Activity|Six Degrees of Wikipedia Activity]]




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'''Weekly lecture:'''
'''Weekly lecture:'''
 
* [https://purdue.brightspace.com/d2l/le/content/335123/viewContent/7547996/View Social Influence and Contagion][22:12] [[https://jeremydfoote.com/Communication-and-Social-Networks/week_10/lecture/influence_and_diffusion.html Slides]]


'''Assignment Due:'''  
'''Assignment Due:'''  
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'''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, "[https://web.archive.org/web/20191019100528/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]
* [https://youtu.be/D9XF0QOzWM0 Duncan Watts on Common Sense]
* [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://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] 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). [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.


'''Other Resources:'''
 
October 28
* Troubled Lands




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* [[#Discussion Questions|One discussion question]]
* [[#Discussion Questions|One discussion question]]
* Submit two exam questions on Brightspace
* Submit two exam questions on Brightspace
* [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).  
* [https://github.com/jdfoote/Communication-and-Social-Networks/raw/fall-2021/week_11/groups_in_networks.Rmd Finding and visualizing groups in networks] (Right-click, save, and open in RStudio).  
 
'''Video Lecture:'''
* [https://purdue.brightspace.com/d2l/le/content/335123/viewContent/7556414/View Communities and Core-periphery] [23:15] [[https://jeremydfoote.com/Communication-and-Social-Networks/week_11/lecture/communities_in_networks.html Slides]]


'''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.
* 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.
* 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.
* 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.
* (Optional) Hanneman, R. A., & Riddle, M. (2005). [http://faculty.ucr.edu/~hanneman/nettext/C11_Cliques.html Cliques and sub-groups]. In Introduction to social network methods. University of California.


'''Class Schedule:'''
'''Class Schedule:'''


== Week 12: Technology and networks ==
== Week 12: Technology and networks ==


November 8
November 9




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* [[#Discussion Questions|Discussion questions]]
* [[#Discussion Questions|Discussion questions]]


'''Lecture Video:'''
* [https://purdue.brightspace.com/d2l/le/content/335123/viewContent/7947991/View Technology and networks] [19:38]


'''Readings:'''
'''Readings:'''
* Pariser, E. [https://www.ted.com/talks/eli_pariser_beware_online_filter_bubbles Beware Online Filter Bubbles]
* Pariser, E. [https://www.ted.com/talks/eli_pariser_beware_online_filter_bubbles Beware Online Filter Bubbles TED talk]
* 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].
* 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].
* Bail, C. [https://www.youtube.com/watch?v=nwRm_ssTarE Should we break our echo chambers?]
* 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]
* Cohen, M. [https://www.psychologytoday.com/intl/blog/finding-love-the-scientific-take/202012/context-collapse Context Collapse]
(Optional)
(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.
* 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.
* 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.
November 11
* How does the Internet work?


== Week 13: Collective behavior ==
== Week 13: Collective behavior ==


November 15
November 16


'''Assignment Due:'''
'''Assignment Due:'''
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'''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.
* 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.
* [https://youtu.be/sdI-b5mfjH4 Video discussion with Dr. Becker] (watch after reading paper)
* Do [http://ncase.me/crowds/ The Wisdom or Madness of Crowds Simulation]
* Do [http://ncase.me/crowds/ The Wisdom or Madness of Crowds Simulation]


November 17
November 18


* Today is our in-class '''EXAM'''
* Take-home exam is due


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


November 22
November 23


Asynchronous class - Happy Thanksgiving!


'''Assignment Due:'''  
'''Assignment Due:'''  
* 1 Discussion Question
* 1 Discussion Question


'''Lecture video:'''
* [https://purdue.brightspace.com/d2l/le/content/335123/viewContent/8035051/View Networks and Collaboration][17:19]


'''Readings:'''  
'''Readings:'''  
* Read the [https://en.wikipedia.org/wiki/The_Wealth_of_Networks Wikipedia Article about The Wealth of Networks]
* 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://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.
* 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.


== Week 15: Networked racism ==
== Week 15: Networked racism ==


November 29
November 30


'''Assignment Due:'''  
'''Assignment Due:'''  
* Peer feedback on final project
* Rough draft of [[/Final project|Final Project]] on Brightspace and sent to your "peers"




'''Readings:'''
'''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)'''
* 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
* Sunstein, C. R. (1991). Why markets don’t stop discrimination. Social Philosophy and Policy, 8(02), 22–37. https://doi.org/10.1017/S0265052500001114
 
 
December 2
 
No class - work on Final Project


== Week 16: Network Visualization Principles ==
== Week 16: Network Visualization Principles ==
December 7
'''Assignment Due:'''
* Peer feedback on final project


'''Class Schedule:'''
'''Class Schedule:'''
* Review principles of good network visualizations
* Review principles of good network visualizations
** Put examples at https://padlet.com/jdfoote1/networks (I will explain in class)
* Work on final projects
* Work on final projects
December 9
No class - work on Final Project


== Week 16.5: Finals week  ==
== Week 16.5: Finals week  ==
Line 531: Line 581:
* Find and assess networks visualizations ([https://padlet.com/jdfoote1/networks padlet is here])
* Find and assess networks visualizations ([https://padlet.com/jdfoote1/networks padlet is here])
* Begin visualization challenge
* 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.
** Right click on [https://github.com/jdfoote/Communication-and-Social-Networks/raw/fall-2021/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://github.com/jdfoote/Communication-and-Social-Networks/raw/fall-2021/week_10/lecture/ Slides]
* [https://youtu.be/5EOHaU_R94o Weekly lecture] on social influence and network diffusion
* [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/sdI-b5mfjH4 Interview with Josh Becker] (skim his article below first).
* [https://youtu.be/d3C2r7gPfBU Great video about homophily in networks]
* [https://youtu.be/d3C2r7gPfBU Great video about homophily in networks]
* [https://youtu.be/MzA12DkQGBw Answering questions about R]
* [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://github.com/jdfoote/Communication-and-Social-Networks/raw/fall-2021/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://www.youtube.com/watch?v=prCmVEUTxQE Video explaining my example]
* [https://youtu.be/mOtVC0N-ItA Networks in Organizations lecture]
* [https://youtu.be/mOtVC0N-ItA Networks in Organizations lecture]
Line 546: Line 596:
== Attendance ==
== Attendance ==


In general, I expect students to attend our Tuesday meetings and to typically attend our Thursday meetings. It is expected that students communicate well in advance to faculty so that arrangements can be made for making up the work that was missed. It is your responsibility to seek out support from classmates for notes, handouts, and other information.
I try very hard to make our meeting times valuable to you and I expect that you attend. That being said, we are in the midst of a pandemic, so '''if you feel sick or think that you might have COVID, please do not come to class'''. If you need to miss class, then it is your responsibility to seek out support from classmates for notes, handouts, and other information.


Only the instructor can excuse a student from a course requirement or responsibility. When conflicts can be anticipated, such as for many University-sponsored activities and religious observations, the student should inform the instructor of the situation as far in advance as possible. For unanticipated or emergency conflicts, when advance notification to an instructor is not possible, the student should contact me as soon as possible on Discord or by email. In cases of bereavement, quarantine, or isolation, the student or the student’s representative should contact the Office of the Dean of Students via email or phone at 765-494-1747. Our course Brightspace includes a link to the Dean of Students under 'Campus Resources.'
Only I can excuse a student from a course requirement or responsibility. When conflicts can be anticipated, such as for many University-sponsored activities and religious observations, please inform me of the situation as far in advance as possible. For unanticipated or emergency conflicts, when advance notification is not possible, contact me as soon as possible on Discord or by email. In cases of bereavement, quarantine, or isolation, the student or the student’s representative should contact the Office of the Dean of Students via email or phone at 765-494-1747. Our course on Brightspace includes a link to the Dean of Students under 'Campus Resources.'


== Classroom Discussions and Peer Feedback ==
== Classroom Discussions and Peer Feedback ==

Latest revision as of 21:00, 18 August 2022

This is an old version of the course and is kept for information only. Some links may be broken or may point to content that has been updated since this course was taught

Course Information[edit]

COM 411: Communication and Social Networks
Location: BRNG 2273
Class Hours: Tuesdays and Thursdays; 12:00-1:15pm

Instructor[edit]

Instructor: Jeremy Foote
Email: jdfoote@purdue.edu
Office Hours: Thursdays; 2:00–4:00pm and by appointment


Course Overview and Learning Objectives[edit]

Communication is inherently a social process. This class focuses on understanding how the structure of relationships between people influence communication patterns and behavior. This perspective can help us to understand a broad set of phenomena, from online communities to friendships to businesses. The course will also introduce students to using network visualizations to gain and share insights about network phenomena.

Students who complete this course will be able to:

  1. Understand the foundations of social network theory and analysis.
  2. Critically read and comprehend concepts, results, and implications presented in studies of social networks.
  3. Learn how networks are related to social phenomena in their personal and professional worlds.
  4. Gain a basic understanding of gathering network data and analyzing them using the programming language R.

Required resources and texts[edit]

Laptop[edit]

One of the goals of this class is a basic understanding of analyzing and visualizing network data in R. The labs on campus have R on them, and we are meeting in a computer lab so that those who need to can use the lab computers, but I recommend that you put R on your computer and do the assignments on your computer. In order to do this, you will need a machine with at least 2GB of memory. Windows, Mac OS, and Linux are all fine but an iPad or Android tablet won't work.

Talk to me ASAP if you don't have a laptop that will work or if your laptop dies. There are a few options that can work out - either through on-campus lab computers or using a virtual machine.

Readings[edit]

  • Other readings: Other readings will be made available on Brightspace.

Reading Academic Articles[edit]

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. 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[edit]

Course logistics[edit]

Note About This Syllabus[edit]

Although the core expectations for this class are fixed, the details of readings and assignments may shift based on how the class goes. As a result, there are three important things to keep in mind:

  1. Although details on this syllabus will change, I will not change readings or assignments less than one week before they are due. If I don't fill in a "To Be Determined" one week before it's due, it is dropped. If you plan to read more than one week ahead, contact me first.
  2. Closely monitor the class Discord. Because this a wiki, you will be able to track every change by clicking the history button on this page. I will also summarize these changes in an announcement on Discord that should be emailed to everybody in the class if you have notifications turned on.
  3. I will ask the class for voluntary anonymous feedback frequently. Please let me know what is working and what can be improved.

Class Sessions[edit]

This course will follow "flipped" classroom model. I expect you to learn most of the content of the course asynchronously. The goal of our time together is not to tell you new things, but to consolidate knowledge and to clear up misconceptions.

The Tuesday meeting will be a collaborative, discussion-centric session. Typically, about half of each session will be devoted to going over assignments and the other half will be a discussion of the readings and videos from that week.

The Thursday meetings will be more like a lab. Some of these sessions will include synchronous activities; often they will be a time for me to introduce and help with R assignments. Sometimes they will be more of a co-working time, where you can work on assignments and I can be available to answer questions.

Getting Help[edit]

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 after our class on Thursdays, from 2-4 (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. This policy lets me have time to help more students, but it's also a useful strategy. Often 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 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[edit]

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.

Assignments[edit]

There will be multiple types of assignments, designed to encourage learning in different ways.

Participation[edit]

I expect you to be an active member of our class. This includes paying attention in class, participating in activities, and being actively engaged in learning, thinking about, and trying to understand the material.

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.


Discussion Questions[edit]

In order to make sure that we are prepared to have a productive discussion, you are required to submit one or two discussion questions that you think would be interesting to discuss on Monday by noon. Post your questions on the shared Google Doc at https://docs.google.com/document/d/1AK4MhWLVwDuxqvTwLomN7hu4aLpo59n5qXgEap8SBNc/edit?usp=sharing; try to group similar questions together.

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[edit]

There will be a number of homework assignments. At the beginning of the class, these will be designed to help you to grasp foundational network concepts. As the class progresses, more and more of them will be analyzing and visualizing networks in R.

Exams[edit]

There will be one take home exam. It will assess your understanding of core communication and social networks concepts.

Final Project[edit]

Students will work on a Final Project that explains how network analysis and a network approach can benefit an organization.

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

Grades[edit]

This course will follow a "self-assessment" philosophy. I am more interested in helping you to learn things that will be useful to you than in assigning grades. In general, I think that my time is much better spent in providing better feedback and in being available to work through problems together.

The university still requires grades, so you will be leading the evaluation of your work. This will be completed with me in three stages, at the end of weeks 5, 10, and 16. In each stage, you will use this form to reflect on what you have accomplished thus far, how it has met, not met, or exceeded expectations, based both on rubrics and personal goals and objectives. At each of these stages you will receive feedback on your assessments. By the end of the semester, you should have a clear vision of your accomplishments and growth, which you will turn into a grade. As the instructor-of-record, I maintain the right to disagree with your assessment and alter grades as I see fit, but any time that I do this it will be accompanied by an explanation and discussion. These personal assessments, reflecting both honest and meaningful reflection of your work will be the most important factor in final grades.

We will use the following rubric in our assessment:

  • 20%: class participation, including attendance and participation in discussions and group work
  • 20%: Labs and homework assignments
  • 25%: Exam
  • 35%: Final Project

The exam will be graded like a normal exam and the score will make up 25% of your grade. For the rest of the assignments (and the other 75% of your grade), I will provide feedback which will inform an ongoing conversation about your work.

My interpretation of grade levels (A, B, C, D/F) is the following:


A: Reflects work the exceeds expectations on multiple fronts and to a great degree. Students reaching this level of achievement will:

  • Do what it takes to learn the principles and techniques of social networks, including looking to outside sources if necessary.
  • Engage thoughtfully with an ambitious final project.
  • Take intellectual risks, offering interpretations based on synthesizing material and asking for feedback from peers.
  • Share work early allowing extra time for engagement with others.
  • Write reflections that grapple meaningfully with lessons learned as well as challenges.
  • Complete all or nearly all homework assignments at a high level.

B: Reflects strong work. Work at this level will be of consistently high quality. Students reaching this level of achievement will:

  • Be more safe or consistent than the work described above.
  • Ask meaningful questions of peers and engage them in fruitful discussion.
  • Exceed requirements, but in fairly straightforward ways - e.g., an additional post in discussion every week.
  • Compose complete and sufficiently detailed reflections.
  • Complete many of the homework assignments.

C: This reflects meeting the minimum expectations of the course. Students reaching this level of achievement will:

  • Turn in and complete the final project on time.
  • Be collegial and continue discussion, through asking simple or limited questions.
  • Compose reflections with straightforward and easily manageable goals and/or avoid discussions of challenges.
  • Not complete homework assignments or turn some in in a hasty or incomplete manner.

D/F: These are reserved for cases in which students do not complete work or participate. Students may also be impeding the ability of others to learn.

Extra Credit for Participating in Research Studies[edit]

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.

Schedule[edit]

NOTE This section may be modified throughout the course to meet the class's needs. Check back in weekly.


Week 1: Introductions and the network perspective[edit]

August 24

Assignment Due:

Required Readings:

  • None

Concepts:

  • Class overview and expectations — We'll walk through this syllabus.
  • What are social networks?
  • Why study networks?


August 26

Assignment Due:

  • Read the entire syllabus (this document)

Readings:


Class Schedule:

  • Network simulation activity (bring a computer)
  • Start work on Homework 1

Week 2: Network representations[edit]

August 31

Assignment Due (on Monday):

Lecture Video (before class):

Readings (before class):


Concepts:

  • Complex systems and networks
  • Individual and collective behavior


September 2

Class Schedule:

Week 3: How are communication networks formed?[edit]

September 7

Assignment Due (on Monday):

Lecture Video:

Readings:

Note: This week involves reading two academic articles. Read this to understand my expectations and some tips for reading and understanding these articles.

Concepts:

  • Exposure, formation, maintenance, decay
  • Homophily
  • Reciprocity
  • Triadic closure


September 9


Supplementary R lectures (watch before class):

Class Schedule:

Week 4: Small group networks[edit]

September 14

Assignment Due:

Lecture video:


Readings:


Concepts:

  • Informal networks
  • Networks and group outcomes

Week 5: Ego networks and network perception[edit]

September 21

Assignment Due:


Lecture:

Readings:


September 23

Class Schedule:

Week 6: Power, centrality, and hierarchy[edit]

Due to Dr. Foote's illness, Sept. 28 discussion moved to Sept. 30

September 28

Assignment Due:

Video lecture:

Readings:

Class Schedule:


September 30

Class Schedule:

Week 7: Social Capital, structural holes, and weak ties[edit]

October 5

Assignment Due:

Lecture Video:

Readings:

Class Schedule:

Week 8: Small worlds[edit]

October 12

OCTOBER BREAK - NO CLASS

October 14

Assignment Due:

Lecture Video:

Readings:


Class Schedule:

Week 9: Scale-free networks and the friendship paradox[edit]

October 19

Assignment Due:

Lecture Video:

Readings:

(Optional)

October 21

Class Schedule:


Week 10: Social influence and diffusion[edit]

October 26

Weekly lecture:

Assignment Due:

Readings:


October 28

  • Troubled Lands


Week 11: Communities and Core-periphery[edit]

November 2

Assignment Due:

Video Lecture:

Readings:

Class Schedule:

Week 12: Technology and networks[edit]

November 9


Assignment Due:

Lecture Video:

Readings:

(Optional)


November 11

  • How does the Internet work?

Week 13: Collective behavior[edit]

November 16

Assignment Due:

Readings:

November 18

  • Take-home exam is due

Week 14: Networks and collaboration[edit]

November 23

Asynchronous class - Happy Thanksgiving!

Assignment Due:

  • 1 Discussion Question


Lecture video:

Readings:

Week 15: Networked racism[edit]

November 30

Assignment Due:

  • Rough draft of Final Project on Brightspace and sent to your "peers"


Readings:

  • Fernandez, R. M., & Fernandez-Mateo, I. (2006). 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)
  • Sunstein, C. R. (1991). Why markets don’t stop discrimination. Social Philosophy and Policy, 8(02), 22–37. https://doi.org/10.1017/S0265052500001114


December 2

No class - work on Final Project

Week 16: Network Visualization Principles[edit]

December 7

Assignment Due:

  • Peer feedback on final project

Class Schedule:


December 9

No class - work on Final Project

Week 16.5: Finals week[edit]

Assignment Due:


Policies[edit]

Attendance[edit]

I try very hard to make our meeting times valuable to you and I expect that you attend. That being said, we are in the midst of a pandemic, so if you feel sick or think that you might have COVID, please do not come to class. If you need to miss class, then it is your responsibility to seek out support from classmates for notes, handouts, and other information.

Only I can excuse a student from a course requirement or responsibility. When conflicts can be anticipated, such as for many University-sponsored activities and religious observations, please inform me of the situation as far in advance as possible. For unanticipated or emergency conflicts, when advance notification is not possible, contact me as soon as possible on Discord or by email. In cases of bereavement, quarantine, or isolation, the student or the student’s representative should contact the Office of the Dean of Students via email or phone at 765-494-1747. Our course on Brightspace includes a link to the Dean of Students under 'Campus Resources.'

Classroom Discussions and Peer Feedback[edit]

Throughout the course, you may receive, read, collaborate, and/or comment on classmates’ work. These assignments are for class use only. You may not share them with anybody outside of class without explicit written permission from the document’s author and pertaining to the specific piece.

It is essential to the success of this class that all participants feel comfortable discussing questions, thoughts, ideas, fears, reservations, apprehensions and confusion. Therefore, you may not create any audio or video recordings during class time nor share verbatim comments with those not in class linked to people’s identities unless you get clear and explicit permission. If you want to share general impressions or specifics of in-class discussions with those not in class, please do so without disclosing personal identities or details.


Academic Integrity[edit]

While I encourage collaboration, I expect that any work that you submit is your own. Basic guidelines for Purdue students are outlined here but I expect you to be exemplary members of the academic community. Please get in touch if you have any questions or concerns.


Nondiscrimination[edit]

I strongly support Purdue's policy of nondiscrimination (below). If you feel like any member of our classroom--including me--is not living up to these principles, then please come and talk to me about it.

Purdue University is committed to maintaining a community which recognizes and values the inherent worth and dignity of every person; fosters tolerance, sensitivity, understanding, and mutual respect among its members; and encourages each individual to strive to reach his or her own potential. In pursuit of its goal of academic excellence, the University seeks to develop and nurture diversity. The University believes that diversity among its many members strengthens the institution, stimulates creativity, promotes the exchange of ideas, and enriches campus life.


Accessibility[edit]

Purdue University strives to make learning experiences as accessible as possible. If you anticipate or experience physical or academic barriers based on disability, you are welcome to let me know so that we can discuss options. You are also encouraged to contact the Disability Resource Center at: drc@purdue.edu or by phone: 765-494-1247.


Emergency Preparation[edit]

In the event of a major campus emergency, I will update the requirements and deadlines as needed.


Mental Health[edit]

If you or someone you know is feeling overwhelmed, depressed, and/or in need of mental health support, services are available. For help, such individuals should contact Counseling and Psychological Services (CAPS) at 765-494-6995 during and after hours, on weekends and holidays, or by going to the CAPS office of the second floor of the Purdue University Student Health Center (PUSH) during business hours.


Incompletes[edit]

A grade of incomplete (I) will be given only in unusual circumstances. The request must describe the circumstances, along with a proposed timeline for completing the course work. Submitting a request does not ensure that an incomplete grade will be granted. If granted, you will be required to fill out and sign an “Incomplete Contract” form that will be turned in with the course grades. Any requests made after the course is completed will not be considered for an incomplete grade.


Additional Policies[edit]

Links to additional Purdue policies are on our Brightspace page. If you have questions about policies please get in touch.