Apply social capital theory (Putnam, Coleman, Bourdieu, Burt) to analyze how network structures and trust generate value or impose constraints.
SkillScore91Maintained
Automatic
◆Research pack
Last verified 8/28/2026
What it changes
Passed 20 of 22 test cases with the skill, and 15 of 22 without it.
Without skill68%
With skill91%
Checks it passed that the model alone missed
Includes the network level in the network definition section.
Formats the top-level document heading with the prefix ## Social Capital Analysis:
Includes the section header ### Structural Assessment for the network evaluation matrix.
and 1 more in the full report
5 fixed15 passed either way2 still failing0 broke
Pass-rate lift
+23 pp
Tokens
+10%
Agent turns
0%
Response time
-25%
Model gemini-3.6-flashMeasured 8/28/2026v120 of 22 cases passed with skill
Tokens, turns and time describe resource use, not a dollar price.
See it in action
One of 5 test cases the skill fixed. Same model, same prompt, with and without the skill.
1 of 5
Prompt
Our engineering and product teams are operating in silos, though a couple of technical leads act as informal liaisons between them. I need a comprehensive social capital evaluation of this cross-functional network. Please format the response with a clear Network Definition (specifying actors, relationship type, and level), followed by a Structural Assessment table covering bonding, bridging, closure, and structural holes with their state and implications. Include a section on Trust and Norms evaluating trust levels and reciprocity, a table contrasting Benefits and Dark Side effects of our current setup, and a final list of recommendations for balancing network ties and leveraging brokerage opportunities.
What was checked, without and with the skill
Checked
Without skill
With skill
Formats the top-level document heading with the prefix ## Social Capital Analysis:
Missed
Passed
Rates structural hole presence using standard qualitative terms rather than calculated graph metrics.
case-01 · gemini-3.6-flash · 8/28/2026 · answers are capped and redacted
What's inside
The instructions your model reads when the skill loads.
SKILL.md106 linessingle file
Social Capital Theory
Overview
Social capital theory explains how the structure and quality of social relationships generate resources, trust, and advantage for individuals, groups, and communities. Three major traditions — Coleman (rational closure), Putnam (civic engagement), and Burt (structural holes) — offer complementary lenses on how networks create and constrain value.
When to Use
Assessing whether a network provides access to diverse information or redundant support
Evaluating trust, reciprocity, and cooperation within communities or organizations
Identifying brokerage opportunities (structural holes) in inter-organizational networks
Analyzing why some communities or teams outperform others despite similar resources
When NOT to Use
When network data is unavailable and analysis would be purely speculative
When individual-level human capital (skills, knowledge) is the primary explanatory variable
When the research question concerns macro-structural inequality (use Bourdieu's field theory instead)
Assumptions
IRON LAW: Social capital can be both an asset AND a constraint — dense
networks enable trust but restrict access to novel information. Any
analysis that treats social capital as purely beneficial ignores the
well-documented dark side of strong ties and closure.
Key assumptions:
Relationships are resources — they provide information, influence, and solidarity
Network structure matters independent of individual attributes
Social capital is not equally accessible — it depends on position in the network
The value of social capital is context-dependent (closure helps in some settings, brokerage in others)
Methodology
Step 1: Define the Network and Level of Analysis
Specify the actors (individuals, teams, organizations, communities) and the relationships being analyzed (advice, trust, resource exchange).
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