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Krackhardt Hierarchy Measures×Structural Holes Analysis×
FieldSociologySociology
FamilyProcess / pipelineProcess / pipeline
Year of origin19941992
OriginatorDavid KrackhardtRonald S. Burt
TypeSet of four graph-theoretic indices of how hierarchical a network isEgo-network measure of brokerage opportunity and constraint
Seminal sourceKrackhardt, D. (1994). Graph theoretical dimensions of informal organizations. In K. M. Carley & M. J. Prietula (Eds.), Computational Organization Theory (pp. 89–111). Lawrence Erlbaum Associates. DOI ↗Burt, R. S. (1992). Structural Holes: The Social Structure of Competition. Harvard University Press. ISBN: 978-0-674-84371-4
AliasesKrackhardt GTD, graph-theoretic dimensions of hierarchy, Krackhardt connectedness-hierarchy-efficiency-LUB, out-tree hierarchy measuresstructural holes, Burt constraint, network constraint analysis, effective size analysis
Related55
SummaryKrackhardt's graph-theoretic dimensions provide four indices that together measure how closely a directed network approximates a pure hierarchy — formally, an out-tree. The dimensions are connectedness (is everyone linked?), hierarchy (are ties asymmetric, i.e., non-reciprocated?), efficiency (are there no redundant ties?), and least upper bound (does every pair share a common superior?). Each is scaled from 0 to 1, and a network scoring 1 on all four is a perfect hierarchy.Structural holes analysis, developed by Ronald Burt, measures the brokerage opportunities available to an actor by examining the gaps — structural holes — between their otherwise disconnected contacts. An actor whose contacts do not know each other bridges non-redundant sources of information and control and is said to be rich in structural holes; an actor whose contacts are all interconnected is constrained. The core measures — network constraint, effective size, and efficiency — quantify how much advantage an ego's network structure confers.
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ScholarGateCompare methods: Krackhardt Hierarchy Measures · Structural Holes Analysis. Retrieved 2026-06-24 from https://scholargate.app/en/compare