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Krackhardt Hierarchy Measures

Krackhardt'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.

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Sources

  1. Krackhardt, 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: 10.4324/9781315806648-5
  2. Everett, M. G., & Krackhardt, D. (2012). A second look at Krackhardt's graph theoretical dimensions of informal organizations. Social Networks, 34(2), 159–163. DOI: 10.1016/j.socnet.2011.10.006

How to cite this page

ScholarGate. (2026, June 22). Krackhardt's Graph-Theoretic Dimensions of Hierarchy. ScholarGate. https://scholargate.app/en/sociology/krackhardt-hierarchy

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ScholarGateKrackhardt Hierarchy Measures (Krackhardt's Graph-Theoretic Dimensions of Hierarchy). Retrieved 2026-06-24 from https://scholargate.app/en/sociology/krackhardt-hierarchy · Dataset: https://doi.org/10.5281/zenodo.20539026