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30-06-17 XXXVIII Sunbelt Conference 2018 - Utrecht University, The Netherlands
Solidarity and Competition:
Simulating Social Support between Competing
Collaboration partners
Federico Bianchi1, Andreas Flache2, Flaminio Squazzoni1
1 GECS – Research Group on Experimental and Computational Sociology, Department of Economics
and Management, University of Brescia, Italy
2 Department of Sociology / ICS, University of Groningen, The Netherlands
1
30-06-17 Sunbelt 2018 Conference - Utrecht University, The Netherlands
Support expectations as byproduct of
collaboration
2
TRUST
Successful
professional collaboration
Support
expectation
Other studies: Molm, Collett & Schaefer, 2007;
Barrera, 2007; Molm, Schaefer & Collett, 2009;
Kuwabara, 2011; Willer, Flynn & Zak, 2012.
30-06-17 Sunbelt 2018 Conference - Utrecht University, The Netherlands
Double-edge effect of resources:
competition vs. neediness
3
Professional
collaboration
Trust in business
Expectations of support
+ resources, + competitive
- resources, + needy
Distribution of resources might
affect collaboration and support
expectations
4
30-06-17 Sunbelt 2018 Conference - Utrecht University, The Netherlands
ABMs for social networks: Heterogeneity
4
• Most statistical models for networks assume homogeneity of parameter effects across network edges.
• Agent-Based Models (ABMs) allow for the generation of macro-level regularities (e.g., a social network) by
simulating micro-level decentralized local interactions between agents (e.g., nodes of a network).
• Agent heterogeneity —> nodes have different attributes (e.g., resources) and can decide about tie
formation/maintenance/disruption according to different decision-making rules (e.g., different
preferences towards partner selection).
• Stochastic Actor-Oriented Models for network evolution provide a framework to build an ABM for
network emergence (Snijders & Steglich, 2015) that takes into account stochastic interdependencies
between agents’ partner selection preferences (Flache & Stark 2009).
5
30-06-17 Sunbelt 2018 Conference - Utrecht University, The Netherlands
Stochastic Agent-Based Model
of multiplex network emergence
5
Initialize time t=0,
initialize network
layers C, T, S
Select a random
agent i and a
random network
layer X
For all other agents,
compute change in
utility for changing
dyad i -> j on
network layer X
Let i select one possible
change (or do nothing)
with probability p
(multinomial random
experiment)
Update
6
30-06-17 Sunbelt 2018 Conference - Utrecht University, The Netherlands
Agents’ preferences (w/ heterogeneity)
6
COLLABORATION (requests for collaboration)
• collaboration is costly: baseline negative tendency towards collaboration
• baseline tendency to accept requests (positive reciprocity)
• preference for high-resource partners
• observed mechanism: collaboration -> trust
TRUST
• marginally decreasing returns (cognitive limits to handling relations)
• positive reciprocation
• positive tendency towards transitive closure
• observed mechanism: trust —> expectation of support
SUPPORT (expectations of support)
• Marginal returns decrease at different speed depending on resources
• positive reciprocation
• positive tendency towards transitive closure
• Observed mechanism: expectation of support -> trust in business
30-06-17 Sunbelt 2018 Conference - Utrecht University, The Netherlands
Simulation design: manipulation of
resource heterogeneity
7
30-06-17 Sunbelt 2018 Conference - Utrecht University, The Netherlands
Results: mutual support expectations (connectivity)
8
• Competition slightly
decreases overall
connectivity.
• Assuming neediness
heterogeneity even
improves overall
connectivity.
30-06-17 Sunbelt 2018 Conference - Utrecht University, The Netherlands
Results: mutual support expectations
(difference in avg. degree between H- and L-agents)
9
30-06-17 Sunbelt 2018 Conference - Utrecht University, The Netherlands
Results: support network integration
10
Baseline
Competition:
• H-agents form a collaboration core
• H-agents develop in-group support expectations
• L-agents do not find collaboration partners,
therefore do not develop support expectations
High resources
Low resources
Competition + neediness heterogeneity:
• H-agents form a collaboration core
• H-agents develop in-group support expectations
• L-agents develop support expectations despite lack
of collaboration
• H-agents need less support and do not likely
reciprocate support expectations from L-agents
30-06-17 Sunbelt 2018 Conference - Utrecht University, The Netherlands
Results: segregation
(# between-group mutual support expectations)
11
•Competition slightly
increases segregation.
•Assuming neediness
heterogeneity does not
compensate the negative
effect of competition.
30-06-17 Sunbelt 2018 Conference - Utrecht University, The Netherlands
Conclusions
12
SUBSTANTIAL
• Competition might undermine collaboration-based support expectations: less network connectivity,
higher segregation. Low-resource collaborators are pushed to periphery also of the emergent
network of mutual support expectations.
• Competition provides a positive effect on support expectations as long as less-competitive actors
are encouraged to provide mutual support between each other.
• Anyway, overall network integration does not improve.
METHODOLOGICAL
• ABM computer simulations can complement for limitations of statistical models for social networks
(homogeneity).
• ABM computer simulations can help go beyond idiosyncracies of empirical research by artificially
manipulating contextual conditions of social systems.
• This generates new theoretical hypotheses for empirical research.
30-06-17 Sunbelt 2018 Conference - Utrecht University, The Netherlands 13
Thanks for your attention
federico.bianchi@unibs.it
@federico_fb

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Solidarity and Competition. Simulating Social Support Between Competing Collaboration Partners

  • 1. 30-06-17 XXXVIII Sunbelt Conference 2018 - Utrecht University, The Netherlands Solidarity and Competition: Simulating Social Support between Competing Collaboration partners Federico Bianchi1, Andreas Flache2, Flaminio Squazzoni1 1 GECS – Research Group on Experimental and Computational Sociology, Department of Economics and Management, University of Brescia, Italy 2 Department of Sociology / ICS, University of Groningen, The Netherlands 1
  • 2. 30-06-17 Sunbelt 2018 Conference - Utrecht University, The Netherlands Support expectations as byproduct of collaboration 2 TRUST Successful professional collaboration Support expectation Other studies: Molm, Collett & Schaefer, 2007; Barrera, 2007; Molm, Schaefer & Collett, 2009; Kuwabara, 2011; Willer, Flynn & Zak, 2012.
  • 3. 30-06-17 Sunbelt 2018 Conference - Utrecht University, The Netherlands Double-edge effect of resources: competition vs. neediness 3 Professional collaboration Trust in business Expectations of support + resources, + competitive - resources, + needy Distribution of resources might affect collaboration and support expectations 4
  • 4. 30-06-17 Sunbelt 2018 Conference - Utrecht University, The Netherlands ABMs for social networks: Heterogeneity 4 • Most statistical models for networks assume homogeneity of parameter effects across network edges. • Agent-Based Models (ABMs) allow for the generation of macro-level regularities (e.g., a social network) by simulating micro-level decentralized local interactions between agents (e.g., nodes of a network). • Agent heterogeneity —> nodes have different attributes (e.g., resources) and can decide about tie formation/maintenance/disruption according to different decision-making rules (e.g., different preferences towards partner selection). • Stochastic Actor-Oriented Models for network evolution provide a framework to build an ABM for network emergence (Snijders & Steglich, 2015) that takes into account stochastic interdependencies between agents’ partner selection preferences (Flache & Stark 2009). 5
  • 5. 30-06-17 Sunbelt 2018 Conference - Utrecht University, The Netherlands Stochastic Agent-Based Model of multiplex network emergence 5 Initialize time t=0, initialize network layers C, T, S Select a random agent i and a random network layer X For all other agents, compute change in utility for changing dyad i -> j on network layer X Let i select one possible change (or do nothing) with probability p (multinomial random experiment) Update 6
  • 6. 30-06-17 Sunbelt 2018 Conference - Utrecht University, The Netherlands Agents’ preferences (w/ heterogeneity) 6 COLLABORATION (requests for collaboration) • collaboration is costly: baseline negative tendency towards collaboration • baseline tendency to accept requests (positive reciprocity) • preference for high-resource partners • observed mechanism: collaboration -> trust TRUST • marginally decreasing returns (cognitive limits to handling relations) • positive reciprocation • positive tendency towards transitive closure • observed mechanism: trust —> expectation of support SUPPORT (expectations of support) • Marginal returns decrease at different speed depending on resources • positive reciprocation • positive tendency towards transitive closure • Observed mechanism: expectation of support -> trust in business
  • 7. 30-06-17 Sunbelt 2018 Conference - Utrecht University, The Netherlands Simulation design: manipulation of resource heterogeneity 7
  • 8. 30-06-17 Sunbelt 2018 Conference - Utrecht University, The Netherlands Results: mutual support expectations (connectivity) 8 • Competition slightly decreases overall connectivity. • Assuming neediness heterogeneity even improves overall connectivity.
  • 9. 30-06-17 Sunbelt 2018 Conference - Utrecht University, The Netherlands Results: mutual support expectations (difference in avg. degree between H- and L-agents) 9
  • 10. 30-06-17 Sunbelt 2018 Conference - Utrecht University, The Netherlands Results: support network integration 10 Baseline Competition: • H-agents form a collaboration core • H-agents develop in-group support expectations • L-agents do not find collaboration partners, therefore do not develop support expectations High resources Low resources Competition + neediness heterogeneity: • H-agents form a collaboration core • H-agents develop in-group support expectations • L-agents develop support expectations despite lack of collaboration • H-agents need less support and do not likely reciprocate support expectations from L-agents
  • 11. 30-06-17 Sunbelt 2018 Conference - Utrecht University, The Netherlands Results: segregation (# between-group mutual support expectations) 11 •Competition slightly increases segregation. •Assuming neediness heterogeneity does not compensate the negative effect of competition.
  • 12. 30-06-17 Sunbelt 2018 Conference - Utrecht University, The Netherlands Conclusions 12 SUBSTANTIAL • Competition might undermine collaboration-based support expectations: less network connectivity, higher segregation. Low-resource collaborators are pushed to periphery also of the emergent network of mutual support expectations. • Competition provides a positive effect on support expectations as long as less-competitive actors are encouraged to provide mutual support between each other. • Anyway, overall network integration does not improve. METHODOLOGICAL • ABM computer simulations can complement for limitations of statistical models for social networks (homogeneity). • ABM computer simulations can help go beyond idiosyncracies of empirical research by artificially manipulating contextual conditions of social systems. • This generates new theoretical hypotheses for empirical research.
  • 13. 30-06-17 Sunbelt 2018 Conference - Utrecht University, The Netherlands 13 Thanks for your attention federico.bianchi@unibs.it @federico_fb