social network analysis “sna” for complete beginners€¦ · • social network analysis –...
TRANSCRIPT
![Page 1: Social Network Analysis “SNA” for Complete Beginners€¦ · • Social Network Analysis – Map of Network Growth • Social Network Analysis of Disaster Response, Recovery,](https://reader034.vdocuments.site/reader034/viewer/2022052016/602dfad8141ecb1ac464c5ee/html5/thumbnails/1.jpg)
SOCIAL NETWORK ANALYSIS “SNA” FOR COMPLETE BEGINNERS
CA BJ KIDD, KCPD
10.01.20 - IACA ONLINE CONFERENCE
![Page 2: Social Network Analysis “SNA” for Complete Beginners€¦ · • Social Network Analysis – Map of Network Growth • Social Network Analysis of Disaster Response, Recovery,](https://reader034.vdocuments.site/reader034/viewer/2022052016/602dfad8141ecb1ac464c5ee/html5/thumbnails/2.jpg)
WE WILL COVER:
1. What is SNA?
2. How is it differentiated from social media and social networking?
3. Is it relevant?
4. Key terms / concepts
5. Beginner’s Orientation to Gephi & Ora
6. Tips & Resources for self-directed learning/ implementation
![Page 3: Social Network Analysis “SNA” for Complete Beginners€¦ · • Social Network Analysis – Map of Network Growth • Social Network Analysis of Disaster Response, Recovery,](https://reader034.vdocuments.site/reader034/viewer/2022052016/602dfad8141ecb1ac464c5ee/html5/thumbnails/3.jpg)
GOALS: AFTER THIS PRESENTATION, YOU WILL…
• Have a better understanding of SNA
• Be able to determine if/how SNA fits in your analytical toolbox
• Have a clear path forward for starting your first SNA project
• Have resources to consult as you tackle your first project
• Be equipped to get more out of further SNA training
![Page 4: Social Network Analysis “SNA” for Complete Beginners€¦ · • Social Network Analysis – Map of Network Growth • Social Network Analysis of Disaster Response, Recovery,](https://reader034.vdocuments.site/reader034/viewer/2022052016/602dfad8141ecb1ac464c5ee/html5/thumbnails/4.jpg)
DISCLAIMERS & CREDITS• Qualifications
• Disclaimers• Co-Learner
• Learn by doing
• NPS CORE LAB
![Page 5: Social Network Analysis “SNA” for Complete Beginners€¦ · • Social Network Analysis – Map of Network Growth • Social Network Analysis of Disaster Response, Recovery,](https://reader034.vdocuments.site/reader034/viewer/2022052016/602dfad8141ecb1ac464c5ee/html5/thumbnails/5.jpg)
HOUSEKEEPING
1. What is SNA?
2. How is it differentiated from social media and social networking?
3. Is it relevant?
4. Key terms / concepts
5. * Beginner’s Orientation to Gephi & Ora
6. Tips & Resources for self-directed learning/ implementation
New Sections
Questions
* This is not an advertisement. Recommendations
![Page 6: Social Network Analysis “SNA” for Complete Beginners€¦ · • Social Network Analysis – Map of Network Growth • Social Network Analysis of Disaster Response, Recovery,](https://reader034.vdocuments.site/reader034/viewer/2022052016/602dfad8141ecb1ac464c5ee/html5/thumbnails/6.jpg)
1. WHAT IS SNA?
![Page 7: Social Network Analysis “SNA” for Complete Beginners€¦ · • Social Network Analysis – Map of Network Growth • Social Network Analysis of Disaster Response, Recovery,](https://reader034.vdocuments.site/reader034/viewer/2022052016/602dfad8141ecb1ac464c5ee/html5/thumbnails/7.jpg)
DEFINITIONS
Social Network: “A finite set of actors, or sets of actors, that share ties with one another.”
Social Network Analysis: “Assumes that the behavior of an actor is profoundly affected by its ties to others, and the networks in which they are embedded.” Stanley Wasserman & Katherine Faust
![Page 8: Social Network Analysis “SNA” for Complete Beginners€¦ · • Social Network Analysis – Map of Network Growth • Social Network Analysis of Disaster Response, Recovery,](https://reader034.vdocuments.site/reader034/viewer/2022052016/602dfad8141ecb1ac464c5ee/html5/thumbnails/8.jpg)
DEFINITIONS
Social Network Analysis: “A collection of theories and methods that assumes that the behavior of actors* is profoundly affected by their ties to others and the networks in which they’re embedded.”
*Individuals, groups, organizations, etc. Sean Everton, Co-Director CORE Lab
![Page 9: Social Network Analysis “SNA” for Complete Beginners€¦ · • Social Network Analysis – Map of Network Growth • Social Network Analysis of Disaster Response, Recovery,](https://reader034.vdocuments.site/reader034/viewer/2022052016/602dfad8141ecb1ac464c5ee/html5/thumbnails/9.jpg)
DEFINITIONS
“A social network analysis examines the structure of social relationships in a group to uncover the informal connections between people.” (Inside SNA, p. 1)
![Page 10: Social Network Analysis “SNA” for Complete Beginners€¦ · • Social Network Analysis – Map of Network Growth • Social Network Analysis of Disaster Response, Recovery,](https://reader034.vdocuments.site/reader034/viewer/2022052016/602dfad8141ecb1ac464c5ee/html5/thumbnails/10.jpg)
SNA IN PRACTICE
Empirical dataPrioritizes dynamic relational ties over
static attributes
Relies heavily on graphic visualizations
to both analyze, explore, and convey the analysis result
Is a fluid reiterative process
Can account for the same actor playing
various roles in various network contexts
Can handle large datasets
![Page 11: Social Network Analysis “SNA” for Complete Beginners€¦ · • Social Network Analysis – Map of Network Growth • Social Network Analysis of Disaster Response, Recovery,](https://reader034.vdocuments.site/reader034/viewer/2022052016/602dfad8141ecb1ac464c5ee/html5/thumbnails/11.jpg)
![Page 12: Social Network Analysis “SNA” for Complete Beginners€¦ · • Social Network Analysis – Map of Network Growth • Social Network Analysis of Disaster Response, Recovery,](https://reader034.vdocuments.site/reader034/viewer/2022052016/602dfad8141ecb1ac464c5ee/html5/thumbnails/12.jpg)
2. HOW IS SNA DIFFERENTIATED FROM SOCIAL MEDIA AND SOCIAL
NETWORKING?
![Page 13: Social Network Analysis “SNA” for Complete Beginners€¦ · • Social Network Analysis – Map of Network Growth • Social Network Analysis of Disaster Response, Recovery,](https://reader034.vdocuments.site/reader034/viewer/2022052016/602dfad8141ecb1ac464c5ee/html5/thumbnails/13.jpg)
SOCIAL NETWORKS
![Page 14: Social Network Analysis “SNA” for Complete Beginners€¦ · • Social Network Analysis – Map of Network Growth • Social Network Analysis of Disaster Response, Recovery,](https://reader034.vdocuments.site/reader034/viewer/2022052016/602dfad8141ecb1ac464c5ee/html5/thumbnails/14.jpg)
DIFFERENTIATING SNA“SNA differs from conventional approaches to business problems in one very important way: SNA assumes that people are all interdependent. This assumption is radically different from traditional research approaches which assume that what people do, think, and feel, is independent of who they know.” (Inside SNA, p. 2)
![Page 15: Social Network Analysis “SNA” for Complete Beginners€¦ · • Social Network Analysis – Map of Network Growth • Social Network Analysis of Disaster Response, Recovery,](https://reader034.vdocuments.site/reader034/viewer/2022052016/602dfad8141ecb1ac464c5ee/html5/thumbnails/15.jpg)
![Page 16: Social Network Analysis “SNA” for Complete Beginners€¦ · • Social Network Analysis – Map of Network Growth • Social Network Analysis of Disaster Response, Recovery,](https://reader034.vdocuments.site/reader034/viewer/2022052016/602dfad8141ecb1ac464c5ee/html5/thumbnails/16.jpg)
3. IS SNA RELEVANT?ONE QUESTION & TWO ANSWERS
![Page 17: Social Network Analysis “SNA” for Complete Beginners€¦ · • Social Network Analysis – Map of Network Growth • Social Network Analysis of Disaster Response, Recovery,](https://reader034.vdocuments.site/reader034/viewer/2022052016/602dfad8141ecb1ac464c5ee/html5/thumbnails/17.jpg)
DOES YOUR AGENCY STRICTLY DEAL WITH CRIMINALS WHO ARE PERPETUALLY SINGLE AND CHILDLESS ORPHANS WHO LIVE ON UNINHABITED ISLANDS?
![Page 18: Social Network Analysis “SNA” for Complete Beginners€¦ · • Social Network Analysis – Map of Network Growth • Social Network Analysis of Disaster Response, Recovery,](https://reader034.vdocuments.site/reader034/viewer/2022052016/602dfad8141ecb1ac464c5ee/html5/thumbnails/18.jpg)
1. ATTITUDE NETWORKS & COVID-19http://blogs.cornell.edu/info2040/2020/09/28/attitude-networks-and-covid-19/
![Page 19: Social Network Analysis “SNA” for Complete Beginners€¦ · • Social Network Analysis – Map of Network Growth • Social Network Analysis of Disaster Response, Recovery,](https://reader034.vdocuments.site/reader034/viewer/2022052016/602dfad8141ecb1ac464c5ee/html5/thumbnails/19.jpg)
ATTITUDE NETWORKS & COVID-19http://blogs.cornell.edu/info2040/2020/09/28/attitude-networks-and-covid-19/
![Page 20: Social Network Analysis “SNA” for Complete Beginners€¦ · • Social Network Analysis – Map of Network Growth • Social Network Analysis of Disaster Response, Recovery,](https://reader034.vdocuments.site/reader034/viewer/2022052016/602dfad8141ecb1ac464c5ee/html5/thumbnails/20.jpg)
2. ANALYZING “MOVEMENT” POTENTIALThe Power of Habit, Part 3: The Habits of Societies, Ch. 8, “Saddleback Church & the Montgomery Bus Boycott: How Movements Happen.” https://blogs.cornell.edu/info2040/2015/09/21/rosa-parks-strong-ties-and-the-power-of-weak-ties/
Booking Photo 02/22/56
![Page 21: Social Network Analysis “SNA” for Complete Beginners€¦ · • Social Network Analysis – Map of Network Growth • Social Network Analysis of Disaster Response, Recovery,](https://reader034.vdocuments.site/reader034/viewer/2022052016/602dfad8141ecb1ac464c5ee/html5/thumbnails/21.jpg)
“MOVEMENT POTENTIAL”
Congressional Medal of Freedom in Detroit, in a Nov. 28, 1999
Photos featured on CBS News “Rosa Park’s: Civil Rights Trailblazer” - https://www.cbsnews.com/pictures/rosa-parks/
“Rosa Parks and the Montgomery bus boycott became the epicenter of the civil rights campaign not only because of an individual act of defiance, but also because of social patterns.”
![Page 22: Social Network Analysis “SNA” for Complete Beginners€¦ · • Social Network Analysis – Map of Network Growth • Social Network Analysis of Disaster Response, Recovery,](https://reader034.vdocuments.site/reader034/viewer/2022052016/602dfad8141ecb1ac464c5ee/html5/thumbnails/22.jpg)
ROSA PARKS HAD STRONG TIES TO INDIVIDUALS AND GROUPS THAT NORMALLY DID NOT ASSOCIATE WITH ONE ANOTHER
Montgomery’s Directory of Civil and Social Organizations
Rosa
Individuals Groups
![Page 23: Social Network Analysis “SNA” for Complete Beginners€¦ · • Social Network Analysis – Map of Network Growth • Social Network Analysis of Disaster Response, Recovery,](https://reader034.vdocuments.site/reader034/viewer/2022052016/602dfad8141ecb1ac464c5ee/html5/thumbnails/23.jpg)
WEAK TIES
• 1960’s Harvard PhD student Mark Granovetter
• Conducted a study on how 282 men received their current employment (at the time)
• Network measurements are often named after the researcher who developed/advanced the measurement in question.
![Page 24: Social Network Analysis “SNA” for Complete Beginners€¦ · • Social Network Analysis – Map of Network Growth • Social Network Analysis of Disaster Response, Recovery,](https://reader034.vdocuments.site/reader034/viewer/2022052016/602dfad8141ecb1ac464c5ee/html5/thumbnails/24.jpg)
NETWORK LEVEL MEASURES •Network Topography
•Cohesive Subgroups
•Centrality
•Brokers & Bridges
4 Metric Families
![Page 25: Social Network Analysis “SNA” for Complete Beginners€¦ · • Social Network Analysis – Map of Network Growth • Social Network Analysis of Disaster Response, Recovery,](https://reader034.vdocuments.site/reader034/viewer/2022052016/602dfad8141ecb1ac464c5ee/html5/thumbnails/25.jpg)
![Page 26: Social Network Analysis “SNA” for Complete Beginners€¦ · • Social Network Analysis – Map of Network Growth • Social Network Analysis of Disaster Response, Recovery,](https://reader034.vdocuments.site/reader034/viewer/2022052016/602dfad8141ecb1ac464c5ee/html5/thumbnails/26.jpg)
4. KEY TERMS & CONCEPTS
![Page 27: Social Network Analysis “SNA” for Complete Beginners€¦ · • Social Network Analysis – Map of Network Growth • Social Network Analysis of Disaster Response, Recovery,](https://reader034.vdocuments.site/reader034/viewer/2022052016/602dfad8141ecb1ac464c5ee/html5/thumbnails/27.jpg)
TWO OTHER DISTINCTIONS
•Link Charts •Other social science approaches
![Page 28: Social Network Analysis “SNA” for Complete Beginners€¦ · • Social Network Analysis – Map of Network Growth • Social Network Analysis of Disaster Response, Recovery,](https://reader034.vdocuments.site/reader034/viewer/2022052016/602dfad8141ecb1ac464c5ee/html5/thumbnails/28.jpg)
TWO OTHER DISTINCTIONS - #1
•Link Charts
![Page 29: Social Network Analysis “SNA” for Complete Beginners€¦ · • Social Network Analysis – Map of Network Growth • Social Network Analysis of Disaster Response, Recovery,](https://reader034.vdocuments.site/reader034/viewer/2022052016/602dfad8141ecb1ac464c5ee/html5/thumbnails/29.jpg)
TWO OTHER DISTINCTIONS - #1 CONTINUED
•VS SNA /
Sociograms
![Page 30: Social Network Analysis “SNA” for Complete Beginners€¦ · • Social Network Analysis – Map of Network Growth • Social Network Analysis of Disaster Response, Recovery,](https://reader034.vdocuments.site/reader034/viewer/2022052016/602dfad8141ecb1ac464c5ee/html5/thumbnails/30.jpg)
TWO OTHER DISTINCTIONS - #2
•Other social science approachesTraditional approaches focus on the actor attributes*. However, attributes don’t change when the environmental or situational context changes. Nor do they change when the dynamics of a group to which an actor belongs are changing.
Relational ties, however, tend to remain more static across multiple domains.
Social network analysts and practitioners will argue that understanding interaction patterns is more important to understanding both group dynamics, structure, and the decisions individual actors are more likely to make.
*Race/Sex
![Page 31: Social Network Analysis “SNA” for Complete Beginners€¦ · • Social Network Analysis – Map of Network Growth • Social Network Analysis of Disaster Response, Recovery,](https://reader034.vdocuments.site/reader034/viewer/2022052016/602dfad8141ecb1ac464c5ee/html5/thumbnails/31.jpg)
SOCIAL NETWORK ANALYSIS INVESTIGATES TWO INTERRELATED ASPECTS OF RELATIONAL DATA:
• Nodes / Vertices / Actors• Actors are not necessarily people.
• i.e., NIIBIN hits, IED signatures
• When actor classes involve people, remember that actors have AGENCY
• Ties / Edges • Unit of measurement
• Ties must be comparable
![Page 32: Social Network Analysis “SNA” for Complete Beginners€¦ · • Social Network Analysis – Map of Network Growth • Social Network Analysis of Disaster Response, Recovery,](https://reader034.vdocuments.site/reader034/viewer/2022052016/602dfad8141ecb1ac464c5ee/html5/thumbnails/32.jpg)
SOCIAL NETWORK ANALYSIS INVESTIGATES TWO INTERRELATED ASPECTS OF RELATIONAL DATA:
• Ties / Edges = the unit of measurement• “Tie Variance”
• Types – 9 basic types as described by Sean F. Everton (Disrupting Dark Networks)
• Strength
• Direction
![Page 33: Social Network Analysis “SNA” for Complete Beginners€¦ · • Social Network Analysis – Map of Network Growth • Social Network Analysis of Disaster Response, Recovery,](https://reader034.vdocuments.site/reader034/viewer/2022052016/602dfad8141ecb1ac464c5ee/html5/thumbnails/33.jpg)
TIE TYPES• “Tie Variance”
• Types – 9 basic types as described by Sean F. Everton (Disrupting Dark Networks)
1. Resource
2. Association
3. Behavioral (i.e., communication)
4. Geographical
5. Social Mobility (think Rosa Parks)
6. Physical
7. Formal
8. Biological
9. Sentiment
PRO TIP: This is a good list to check when developing/adjusting your codebook.
![Page 34: Social Network Analysis “SNA” for Complete Beginners€¦ · • Social Network Analysis – Map of Network Growth • Social Network Analysis of Disaster Response, Recovery,](https://reader034.vdocuments.site/reader034/viewer/2022052016/602dfad8141ecb1ac464c5ee/html5/thumbnails/34.jpg)
TIE STRENGTH & THE POWER OF WEAK TIES
The strength of a tie is determined by number, the frequency, and the intensity of the interactions between actors.
Determining the strength/weakness of a tie can be subjective during the data collection and data structuring process.
However, from the structured data imported into your SNA program of choice, the strength/weakness of ties between actors of this will become naturally apparent from your data.
![Page 35: Social Network Analysis “SNA” for Complete Beginners€¦ · • Social Network Analysis – Map of Network Growth • Social Network Analysis of Disaster Response, Recovery,](https://reader034.vdocuments.site/reader034/viewer/2022052016/602dfad8141ecb1ac464c5ee/html5/thumbnails/35.jpg)
TIE DIRECTION• “Tie Variance”
• Direction
• Undirected – called Edges
• Directional – also cared Arcs
• One directional & bi-directional
![Page 36: Social Network Analysis “SNA” for Complete Beginners€¦ · • Social Network Analysis – Map of Network Growth • Social Network Analysis of Disaster Response, Recovery,](https://reader034.vdocuments.site/reader034/viewer/2022052016/602dfad8141ecb1ac464c5ee/html5/thumbnails/36.jpg)
METRIC FAMILIES
NETWORK TOPOGRAPHYNetwork Density
COHESIVE SUBGROUPS
CENTRALITY BROKERS & BRIDGES
![Page 37: Social Network Analysis “SNA” for Complete Beginners€¦ · • Social Network Analysis – Map of Network Growth • Social Network Analysis of Disaster Response, Recovery,](https://reader034.vdocuments.site/reader034/viewer/2022052016/602dfad8141ecb1ac464c5ee/html5/thumbnails/37.jpg)
METRIC FAMILIES > NETWORK TOPOGRAPHY > NETWORK DENSITY
NETWORK TOPOGRAPHYNetwork Density
Total number of ties / potential number of ties on a range of 0 -1
10
![Page 38: Social Network Analysis “SNA” for Complete Beginners€¦ · • Social Network Analysis – Map of Network Growth • Social Network Analysis of Disaster Response, Recovery,](https://reader034.vdocuments.site/reader034/viewer/2022052016/602dfad8141ecb1ac464c5ee/html5/thumbnails/38.jpg)
![Page 39: Social Network Analysis “SNA” for Complete Beginners€¦ · • Social Network Analysis – Map of Network Growth • Social Network Analysis of Disaster Response, Recovery,](https://reader034.vdocuments.site/reader034/viewer/2022052016/602dfad8141ecb1ac464c5ee/html5/thumbnails/39.jpg)
5. BEGINNER’S ORIENTATION TO GEPHI & ORA
![Page 40: Social Network Analysis “SNA” for Complete Beginners€¦ · • Social Network Analysis – Map of Network Growth • Social Network Analysis of Disaster Response, Recovery,](https://reader034.vdocuments.site/reader034/viewer/2022052016/602dfad8141ecb1ac464c5ee/html5/thumbnails/40.jpg)
“CODEBOOKS”
THE SNA PROGRAM YOU USE WILL DETERMINE HOW YOU NEED TO STRUCTURE YOUR DATA
Project Plan
Codebook: Actor Relationships / Actor Classes
Attributes
https://www.nationalpublicsafetypartnership.org/clearinghouse/Content/ResourceDocuments/Naval%20Postgraduate%20School%20CORE%20Lab%20Codebook.pdf
![Page 41: Social Network Analysis “SNA” for Complete Beginners€¦ · • Social Network Analysis – Map of Network Growth • Social Network Analysis of Disaster Response, Recovery,](https://reader034.vdocuments.site/reader034/viewer/2022052016/602dfad8141ecb1ac464c5ee/html5/thumbnails/41.jpg)
GEPHI
![Page 43: Social Network Analysis “SNA” for Complete Beginners€¦ · • Social Network Analysis – Map of Network Growth • Social Network Analysis of Disaster Response, Recovery,](https://reader034.vdocuments.site/reader034/viewer/2022052016/602dfad8141ecb1ac464c5ee/html5/thumbnails/43.jpg)
ORA
![Page 44: Social Network Analysis “SNA” for Complete Beginners€¦ · • Social Network Analysis – Map of Network Growth • Social Network Analysis of Disaster Response, Recovery,](https://reader034.vdocuments.site/reader034/viewer/2022052016/602dfad8141ecb1ac464c5ee/html5/thumbnails/44.jpg)
ORA
![Page 45: Social Network Analysis “SNA” for Complete Beginners€¦ · • Social Network Analysis – Map of Network Growth • Social Network Analysis of Disaster Response, Recovery,](https://reader034.vdocuments.site/reader034/viewer/2022052016/602dfad8141ecb1ac464c5ee/html5/thumbnails/45.jpg)
IMPORTING DATA
![Page 46: Social Network Analysis “SNA” for Complete Beginners€¦ · • Social Network Analysis – Map of Network Growth • Social Network Analysis of Disaster Response, Recovery,](https://reader034.vdocuments.site/reader034/viewer/2022052016/602dfad8141ecb1ac464c5ee/html5/thumbnails/46.jpg)
IMPORTING DATA
![Page 47: Social Network Analysis “SNA” for Complete Beginners€¦ · • Social Network Analysis – Map of Network Growth • Social Network Analysis of Disaster Response, Recovery,](https://reader034.vdocuments.site/reader034/viewer/2022052016/602dfad8141ecb1ac464c5ee/html5/thumbnails/47.jpg)
IMPORTING DATA
![Page 48: Social Network Analysis “SNA” for Complete Beginners€¦ · • Social Network Analysis – Map of Network Growth • Social Network Analysis of Disaster Response, Recovery,](https://reader034.vdocuments.site/reader034/viewer/2022052016/602dfad8141ecb1ac464c5ee/html5/thumbnails/48.jpg)
![Page 49: Social Network Analysis “SNA” for Complete Beginners€¦ · • Social Network Analysis – Map of Network Growth • Social Network Analysis of Disaster Response, Recovery,](https://reader034.vdocuments.site/reader034/viewer/2022052016/602dfad8141ecb1ac464c5ee/html5/thumbnails/49.jpg)
6. TIPS & RESOURCES FOR SELF-DIRECTED LEARNING
/ IMPLEMENTATION
![Page 50: Social Network Analysis “SNA” for Complete Beginners€¦ · • Social Network Analysis – Map of Network Growth • Social Network Analysis of Disaster Response, Recovery,](https://reader034.vdocuments.site/reader034/viewer/2022052016/602dfad8141ecb1ac464c5ee/html5/thumbnails/50.jpg)
POSSIBLE SNA PROJECTS
• Terrorist Networks / Recruitment• NIIBIN data• Robbery crew analysis• Domestic Violence / At risk youth• Contact tracing for COVID-19 exposure• Gang networks / OMGs• Organized retail theft networks (or any active theft
ring)• Admin analysis: information flow within a
unit/department• Narcotics distribution
![Page 51: Social Network Analysis “SNA” for Complete Beginners€¦ · • Social Network Analysis – Map of Network Growth • Social Network Analysis of Disaster Response, Recovery,](https://reader034.vdocuments.site/reader034/viewer/2022052016/602dfad8141ecb1ac464c5ee/html5/thumbnails/51.jpg)
A PATH FORWARD
• Find some network data and tutorial and work through it. Play around a bit and get comfortable with some of the visualizations.
• Let working with sample data inform the questions you ask of your own data / networked criminals.
• Pick a VERY small network to start with. • You can either track that network over time, or
use it as model for larger projects. • A small project will help you work with your
own data structures while minimizing time “wasted” on the learning curve.
• Take a group you may already have a link chart on and conduct social network analysis on the same subjects.
• Get feedback.
![Page 52: Social Network Analysis “SNA” for Complete Beginners€¦ · • Social Network Analysis – Map of Network Growth • Social Network Analysis of Disaster Response, Recovery,](https://reader034.vdocuments.site/reader034/viewer/2022052016/602dfad8141ecb1ac464c5ee/html5/thumbnails/52.jpg)
CREATING A PROJECT FRAMEWORK
![Page 53: Social Network Analysis “SNA” for Complete Beginners€¦ · • Social Network Analysis – Map of Network Growth • Social Network Analysis of Disaster Response, Recovery,](https://reader034.vdocuments.site/reader034/viewer/2022052016/602dfad8141ecb1ac464c5ee/html5/thumbnails/53.jpg)
PROJECT PLAN
![Page 54: Social Network Analysis “SNA” for Complete Beginners€¦ · • Social Network Analysis – Map of Network Growth • Social Network Analysis of Disaster Response, Recovery,](https://reader034.vdocuments.site/reader034/viewer/2022052016/602dfad8141ecb1ac464c5ee/html5/thumbnails/54.jpg)
CODEBOOK ACTORS - RELATIONSHIPS
![Page 55: Social Network Analysis “SNA” for Complete Beginners€¦ · • Social Network Analysis – Map of Network Growth • Social Network Analysis of Disaster Response, Recovery,](https://reader034.vdocuments.site/reader034/viewer/2022052016/602dfad8141ecb1ac464c5ee/html5/thumbnails/55.jpg)
CODEBOOK ACTORS – RELATIONSHIPS1 MODE & 2 MODE NETWORKS
![Page 56: Social Network Analysis “SNA” for Complete Beginners€¦ · • Social Network Analysis – Map of Network Growth • Social Network Analysis of Disaster Response, Recovery,](https://reader034.vdocuments.site/reader034/viewer/2022052016/602dfad8141ecb1ac464c5ee/html5/thumbnails/56.jpg)
EDGELIST
![Page 57: Social Network Analysis “SNA” for Complete Beginners€¦ · • Social Network Analysis – Map of Network Growth • Social Network Analysis of Disaster Response, Recovery,](https://reader034.vdocuments.site/reader034/viewer/2022052016/602dfad8141ecb1ac464c5ee/html5/thumbnails/57.jpg)
NODE ATTRIBUTES
![Page 58: Social Network Analysis “SNA” for Complete Beginners€¦ · • Social Network Analysis – Map of Network Growth • Social Network Analysis of Disaster Response, Recovery,](https://reader034.vdocuments.site/reader034/viewer/2022052016/602dfad8141ecb1ac464c5ee/html5/thumbnails/58.jpg)
• Applications of Social Media and Social Network Analysis• Getting a Job: A Study of Contacts and Careers by Mark Granovetter, 2nd
edition• Inside Social Network Analysis by Kate Ehrilich and Inga Carboni. Aug. 10,
2010. • Models and Methods in Social Network Analysis. Structural Analysis in the
Social Sciences Series #27, edited by Peter J Carrington, John Scott, and Stanley Wasserman, Cambridge University Press. *Granovetter, General Editor.
• Sentiment Analysis in Social Networks, by Federico Alberto Pozzi, Elsevier Science, 2016. (From more of a computing standpoint. Interdisciplinary.)
• Social Network Analysis: A handbook, 2nd edition, by John Scott• Social Network Analysis – Map of Network Growth• Social Network Analysis of Disaster Response, Recovery, and Adaptation by
Eric C. Jones and A.J. Fass, Elsevier Science, 2016. • The Sage Handbook of Social Network Analysis, by John Scott and Peter J.
Carrington (PDF Format)• *Understanding Criminal Networks: A Research Guide by Prof. Gisela
Bichler. • Use of Social Network Analysis (SNA) to show growth of networks focused on
common purpose, by the Tutor/Mentor Institute, LLC, 2012. • Social Network Analysis of Terrorist Networks, “Pakistani Journal Article”
uploaded by Mark Lauchs on July 9, 2012
Books. Audio books. Podcasts. Articles. Magazines. Presentations. Syllabi.
* This is not an advertisement.
![Page 59: Social Network Analysis “SNA” for Complete Beginners€¦ · • Social Network Analysis – Map of Network Growth • Social Network Analysis of Disaster Response, Recovery,](https://reader034.vdocuments.site/reader034/viewer/2022052016/602dfad8141ecb1ac464c5ee/html5/thumbnails/59.jpg)
HIGHLYRECOMMENDED: NPS CORE LAB
* This is not an advertisement.
https://nps.edu/
https://nps.edu/web/core
https://github.com/NPSCORELAB
*Also find them on SLACK.
![Page 60: Social Network Analysis “SNA” for Complete Beginners€¦ · • Social Network Analysis – Map of Network Growth • Social Network Analysis of Disaster Response, Recovery,](https://reader034.vdocuments.site/reader034/viewer/2022052016/602dfad8141ecb1ac464c5ee/html5/thumbnails/60.jpg)
SELF-STUDY THROUGH THE CENTER FOR HOMELAND DEFENSE AND SECURITY (CHDS)
https://www.chds.us/selfstudy/
https://www.chds.us/selfstudy/courses/social-network-analysis/ - Need a Log In
![Page 61: Social Network Analysis “SNA” for Complete Beginners€¦ · • Social Network Analysis – Map of Network Growth • Social Network Analysis of Disaster Response, Recovery,](https://reader034.vdocuments.site/reader034/viewer/2022052016/602dfad8141ecb1ac464c5ee/html5/thumbnails/61.jpg)
MIT COURSE – BASIC OVERVIEW SLIDEShttps://ocw.mit.edu/courses/sloan-school-of-management/15-599-workshop-in-it-collaborative-innovation-networks-fall-2011/lecture-notes/MIT15_599F11_lec04.pdf
![Page 62: Social Network Analysis “SNA” for Complete Beginners€¦ · • Social Network Analysis – Map of Network Growth • Social Network Analysis of Disaster Response, Recovery,](https://reader034.vdocuments.site/reader034/viewer/2022052016/602dfad8141ecb1ac464c5ee/html5/thumbnails/62.jpg)
Disrupting Dark Networks. Structural Analysis in the Social Sciences, #34. By Sean F. Everton. Cambridge University Press, 2012. •
https://www.cambridge.org/core/books/disrupting-dark-networks/1F2BFFEA7C036EC7CFD0ED1FFDAE21D7
![Page 63: Social Network Analysis “SNA” for Complete Beginners€¦ · • Social Network Analysis – Map of Network Growth • Social Network Analysis of Disaster Response, Recovery,](https://reader034.vdocuments.site/reader034/viewer/2022052016/602dfad8141ecb1ac464c5ee/html5/thumbnails/63.jpg)
FINDING DATA SOURCES TO PRACTICE ON
• Network Specific Repository by the CORE LAB - https://core-dna.netlify.app/post/page/2/
• OPEN DATA - https://www.freecodecamp.org/news/https-medium-freecodecamp-org-best-free-open-data-sources-anyone-can-use-a65b514b0f2d/
![Page 64: Social Network Analysis “SNA” for Complete Beginners€¦ · • Social Network Analysis – Map of Network Growth • Social Network Analysis of Disaster Response, Recovery,](https://reader034.vdocuments.site/reader034/viewer/2022052016/602dfad8141ecb1ac464c5ee/html5/thumbnails/64.jpg)