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Building the Iron Cage: 

Evolution of Multidimensional Networks in
the U.S. Congress and Catholic Hierarchy!
Brian Keegan (@bkeegan)!
Sasha Goodman!
Ryan Kennedy!
David Lazer!
!
NetSci 2013!
Copenhagen, Denmark!
June 5, 2013!
22
What is the “iron cage”?!
•  Max Weber’s “The Protestant
Ethic and the Spirit of
Capitalism” (1905)!
•  Social action based on efficiency
and rationalism displaces social
action based on tradition and
lineage!
•  Bureaucracy leads to:!
•  loss of autonomy!
•  centralized control!
•  specialization!
3
Historical network analysis!
•  Arbesman (2013): “Long” data more important
than “big” data:!
•  The “real” social Pre-Cambrian era, not 2005!
•  1k records x 1k events >> 1m records x 1 event!
•  Padgett’s 15th century Florentine families (1993)!
•  Bearman’s 17th century Norfolk elites (1993)!
•  Gould’s 19th century Parisian neighborhood
networks (1995)!
4
Research agenda!
•  Human mobility!
•  Birth, education, appointment, death records!
•  Affiliation!
•  Education, occupation, office records!
•  Prediction!
•  Links, affiliations, promotions!
5
Durable elite institutions!
•  United States Congress!
•  National legislative body of world’s largest
economy and most powerful military since early
20th century!
•  Biographical data on members from since 1774!
!
•  Roman Catholic Church!
•  Senior leadership of largest Christian sect and
central institution of Western civilization since 5th
century!
•  Reliable biographical data on elite membership
since 1760s!
6
Benefits of elite institutions!
•  Bounded populations à fewer sampling biases!
•  Detailed records!
•  “What features of elite trajectories predict promotion?”!
•  “How have the demographics of elites changed?”!
!
•  Influences and influenced by historical events!
•  “How has technology changed mobility patterns?”!
•  “How did revolutions influence leadership?”!
7
Data – U.S. Congress!
•  Biographical Directory of the U.S. Congress!
•  Office of the Historian of the U.S. Senate!
•  11,390 members!
•  Birthplace, education, occupations, prior offices,
deathplace!
8
9
Elite migration:

Birth to Representation!
10
Nodes:
Sized by out-degree,
colored by in-degree
Edges:
Sized by weight,
colored by birth state
Elite migration:

Birth to Death!
11
Nodes:
Sized by out-degree,
colored by in-degree
Edges:
Sized by weight,
colored by death state
Changes in mobility!
12
Changing state “trade balances”!
13
Data – Catholic Hierarchy!
•  Catholic-Hierarchy.org!
•  David Cheney parsing Annuario Pontifico, Vatican
Information Service, other publications since 2003!
•  33,940 records for Bishops & Cardinals to 15th
Century, records more reliable after mid-17th Century!
•  Birthplace, consectration, consectrator, appointments!
14
Consecreations as social networks!
15
16
2013 Papal Enclave!
17
18
Predicting Pope Francis?!
19
20
Discussion!
•  Historical archives encode a variety of relational, spatial,
and temporal data!
•  Mobility patterns!
•  Social relationships!
•  Affiliations with institutions!
•  Training predictive models of electoral success,
leadership & promotion based on “long data”!
•  Estimate statistical models accounting for overlapping
ties and longitudinal data to predict tie formation!
•  Compare effects of same events (e.g., wars,
technologies) on different institutions!
21
Discussion!
•  Coordination and organization governed by:!
•  Organic and informal systems mediated by distributed networks?!
•  Bureaucratic and formalized systems with formalized
relationships? (Powell 1990, Jones, et al. 1997)!
•  “Long data” generally only captures formalized
relationships – but these demonstrate substantial
complexity, heterogeneity, dynamicism!
•  Network theories of exchange, diffusion, closure,
resource dependency allow us to potentially revisit
historical accounts of institutional change and power!
22
23
THANK YOU!"
Brian Keegan"
b.keegan@neu.edu!
www.brianckeegan.com!
@bkeegan!
23

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Networked history of institutions

  • 1. Building the Iron Cage: 
 Evolution of Multidimensional Networks in the U.S. Congress and Catholic Hierarchy! Brian Keegan (@bkeegan)! Sasha Goodman! Ryan Kennedy! David Lazer! ! NetSci 2013! Copenhagen, Denmark! June 5, 2013!
  • 2. 22
  • 3. What is the “iron cage”?! •  Max Weber’s “The Protestant Ethic and the Spirit of Capitalism” (1905)! •  Social action based on efficiency and rationalism displaces social action based on tradition and lineage! •  Bureaucracy leads to:! •  loss of autonomy! •  centralized control! •  specialization! 3
  • 4. Historical network analysis! •  Arbesman (2013): “Long” data more important than “big” data:! •  The “real” social Pre-Cambrian era, not 2005! •  1k records x 1k events >> 1m records x 1 event! •  Padgett’s 15th century Florentine families (1993)! •  Bearman’s 17th century Norfolk elites (1993)! •  Gould’s 19th century Parisian neighborhood networks (1995)! 4
  • 5. Research agenda! •  Human mobility! •  Birth, education, appointment, death records! •  Affiliation! •  Education, occupation, office records! •  Prediction! •  Links, affiliations, promotions! 5
  • 6. Durable elite institutions! •  United States Congress! •  National legislative body of world’s largest economy and most powerful military since early 20th century! •  Biographical data on members from since 1774! ! •  Roman Catholic Church! •  Senior leadership of largest Christian sect and central institution of Western civilization since 5th century! •  Reliable biographical data on elite membership since 1760s! 6
  • 7. Benefits of elite institutions! •  Bounded populations à fewer sampling biases! •  Detailed records! •  “What features of elite trajectories predict promotion?”! •  “How have the demographics of elites changed?”! ! •  Influences and influenced by historical events! •  “How has technology changed mobility patterns?”! •  “How did revolutions influence leadership?”! 7
  • 8. Data – U.S. Congress! •  Biographical Directory of the U.S. Congress! •  Office of the Historian of the U.S. Senate! •  11,390 members! •  Birthplace, education, occupations, prior offices, deathplace! 8
  • 9. 9
  • 10. Elite migration:
 Birth to Representation! 10 Nodes: Sized by out-degree, colored by in-degree Edges: Sized by weight, colored by birth state
  • 11. Elite migration:
 Birth to Death! 11 Nodes: Sized by out-degree, colored by in-degree Edges: Sized by weight, colored by death state
  • 13. Changing state “trade balances”! 13
  • 14. Data – Catholic Hierarchy! •  Catholic-Hierarchy.org! •  David Cheney parsing Annuario Pontifico, Vatican Information Service, other publications since 2003! •  33,940 records for Bishops & Cardinals to 15th Century, records more reliable after mid-17th Century! •  Birthplace, consectration, consectrator, appointments! 14
  • 15. Consecreations as social networks! 15
  • 16. 16
  • 18. 18
  • 20. 20
  • 21. Discussion! •  Historical archives encode a variety of relational, spatial, and temporal data! •  Mobility patterns! •  Social relationships! •  Affiliations with institutions! •  Training predictive models of electoral success, leadership & promotion based on “long data”! •  Estimate statistical models accounting for overlapping ties and longitudinal data to predict tie formation! •  Compare effects of same events (e.g., wars, technologies) on different institutions! 21
  • 22. Discussion! •  Coordination and organization governed by:! •  Organic and informal systems mediated by distributed networks?! •  Bureaucratic and formalized systems with formalized relationships? (Powell 1990, Jones, et al. 1997)! •  “Long data” generally only captures formalized relationships – but these demonstrate substantial complexity, heterogeneity, dynamicism! •  Network theories of exchange, diffusion, closure, resource dependency allow us to potentially revisit historical accounts of institutional change and power! 22