The Argument - School of Journalism and Mass Communication
Download
Report
Transcript The Argument - School of Journalism and Mass Communication
Network
Analysis
by Barry Wellman
Three Ways to Look at Reality
Categories
All Possess One or More Properties as an Aggregate of Individuals
Examples: Men, Developed Countries
Groups
(Almost) All Densely-Knit Within Tight Boundary
Thought of as a Solitary Unit (Really a Special Network)
Family, Workgroup, Community
Networks
Set of Connected Units: People, Organizations, Networks
Can Belong to Multiple Networks
Examples: Friendship, Organizational, Inter-, World-System, Internet
Nodes, Relationships & Ties
Nodes: A Unit That Possibly is Connected
Individuals, Households, Groups, Organizations, States
Relationships (A Specific Type of Connection)
Gives Emotional Support
Sends Money To
Attacks
Ties (One or More Relationships)
Friendship (with possibly many relationships)
A Network is More Than
The Sum of Its Ties
A Network Consists of One or More Nodes
Could be Persons, Organizations, Groups, Nations
Connected by One or More Ties
Could be One or More Relationships
That Form Distinct, Analyzable Patterns
Can Study Patterns of Relationships OR Ties
5
Overview - Journals
Wellman founded, Connections, 1977
Informal journal: “Useful” articles, news, gossip, grants,
abstracts, book summaries
Bill Richards, Tom Valente edit now
Lin Freeman founded, Social Networks, 1978
Formal journal: Refereed articles
Ronald Breiger now co-editor
David Krackhardt founded, J of Social Structure, 2000
Online, Refereed
Lots of visuals
Articles Appear Occasionally when their time has come
6
Overview – Key Books
1)
2)
3)
4)
5)
6)
7)
8)
9)
10)
11)
12)
13)
Elizabeth Bott, Family & Social Network, 1957
J. Clyde Mitchell, Networks, Norms & Institutions, 1973
Holland & Leinhardt, Perspectives on Social Network Research,1979
S. D. Berkowitz, An Introduction to Structural Analysis, 1982
Knoke & Kuklinski, Network Analysis, 1983
Charles Tilly, Big Structures, Large Processes, Huge Comparisons, 1984
David Knoke, Political Networks, 1990
John Scott, Social Network Analysis, 1991
Ron Burt, Structural Holes, 1992
Manuel Castells, The Rise of Network Society, 1996, 2000
Wasserman & Faust, Social Network Analysis, 1992
Nan Lin, Social Capital (monograph & reader), 2001
Monge & Contractor, Theories of Communication Networks, 2003
Overview – Software
1) UCINet – Whole Network Analysis
2) MultiNet – Whole Network Analysis
3) P*Star – Dyadic Analysis
4) Krackplot – Network Visualization
5) Pajek – Network Visualization
6) Personal Network Analysis
1) SPSS/SAS – See Wellman, et al. “How To…” papers
The Social Network Approach
The world is composed of networks
- not densely-knit, tightly-bounded groups
Networks provide flexible means of social organization
and of thinking about social organization
Networks have emergent properties of structure and
composition
Networks are a major source of social capital
mobilizable in themselves and from their contents
Networks are self-shaping and reflexive
Networks scale up to networks of networks
9
Networked Individualism
Moving from a society bound up in little boxes to a
multiple network – and networking – society
Networks are a flexible means of social organization
Networks are a major source of social capital:
mobilizable in themselves & from their contents
Networks link:
Persons
Within organizations
Between organizations and institutions
10
Little Boxes
Glocalization
Networked Individualism
Barry Wellman co-editor
Social Structure:
A Network Approach
JAI-Elsevier Press 1998
Ways of Looking at Networks
Whole Networks & Personal Networks
Focus on the System or on the Set of Individuals
Graphs & Matrices
We dream in graphs
We analyze in matrices
12
Whole Social Networks
Comprehensive Set of Role Relationships in a Full System
Analyze Each Role Relationship – Can Combine
Composition: % Women; Heterogeneity; % Weak Ties
Structure: Pattern of Ties
Village, Organization, Kinship, Enclaves, World-System
Typical Methods: Cliques, Blocks, Centrality, Flows
(1) What is the Real Structure of an Organization?
(2) How Does Information Flow Through a Village?
13
Duality of Persons & Groups
People Link Groups
Groups Link People
An Interpersonal Net is an
Interorganizational Net
Ronald Breiger 1973
14
The Dualities of Persons and Groups -- Graphs
15
Dualities of Persons and Groups -- Matrices
16
Dualities of Persons and Groups: Event-Event Matrix
17
Neat Whole Network Methods
QAP
Regression of Matrices
Example: Co-Citation (Intellectual Tie)
Predicts Better than Friendship (Social Tie)
To Inter-Citation
Clustering: High Density; Tight Boundaries (“Groups”)
Block Modeling
Similar Role Relationships, Not Necessarily Clusters
Canada & Mexico in Same Block – US Dominated
18
Erickson, 1988: From a Matrix > . . .
19
. . . To a Block Model
20
Costs of Whole Network Analysis
Requires a Roster of Entire Population
Requires (Imposition of) a Social Boundary
This May Assume What You Want to Find
Hard to Handle Missing Data
Needs Special Analytic Packages
Becoming Easier to Use
21
Personal Social Networks
Ptolemaic Ego-Centered View
Good for Unbounded Networks
Often Uses Survey Research
Example:
(1) Do Densely-Knit Networks Provide More Support? (structure)
(2) Do More Central People Get More Support?(network)
(2) Do Women Provide More Support? (composition)
(3) Do Face-to-Face Ties Provide More Support Than Internet Ties? (relational)
(4) Are People More Isolated Now? (ego)
22