Net Manager Score

operationalsurvey rollup · engagement · score · team

Survey-based index of employees' satisfaction with the effectiveness of their direct manager.

How it’s computed

Formula

Index of survey items about the manager

Measurement model

operational (a formula over systems data) — not a reflective survey scale; “reliability” here means data quality, not internal consistency

What it operationalizes

This metric measures the construct(s) below from operational data. Through them, it connects to the meta-analytic relationship network — the bridge from what you measure operationally to what the science knows.

What we know

Synthesized Bayesian priors over relationships involving this metric’s construct(s) — the meta-analytic evidence, with 95% confidence intervals and between-study heterogeneity (I²). Follow a row for the full distribution, contributing studies, and code.

The evidence

Attributed quotes from open-access papers, classified for stance against the relationship. Sourced and classified by Principia (no third-party feed) — displayable under each paper’s license.

“…meta-analytic evidence show that transformational leadership was positively related to leader effectiveness (ρ = .79, Hoch et al. 2018; ^ p = .64, Judge and Piccolo 2004), and one meta-analysis showed that transformational leadership behaviours accounted for 8.4% of the variance in leader…” supports

Transformational Leadership → Leader effectiveness · Transformational leadership effectiveness: an evidence-based primer (2022) · doi · CCBYNCND

“Research in recent decades has provided considerable evidence for the effectiveness of transformational leadership (Judge & Piccolo, 2004; Wang et al., 2011).” supports

Transformational Leadership → Leader effectiveness · Daily transformational Leadership: A source of inspiration for follower performance? (2022) · doi · CCBY

“The literature shows that transformational leadership enhances or strengthens transactional leadership [45] and that transactional and transformational behaviors are necessary for leader effectiveness [46].” supports

Transformational Leadership → Leader effectiveness · Seizing the opportunity: the emergence of shared leadership during the deployment of an integrated performance management system (2022) · doi · CCBY

“Transformational leadership has a positive influence on followers ’ job satisfaction, satisfaction with the leader, employee motivation, and perceived leader effectiveness (Judge & Piccolo, 2004).” supports

Transformational Leadership → Leader effectiveness · Components of Transformational and Transactional Leadership: Predicting Academic Performance Beyond and Below Expectations (2023) · doi · CCBYSA

Use it

Track Net Manager Score and its drivers in the People Analytics Toolbox — the registry’s evidence wired into deployable measurement.

Related metrics

Programmatic access: /api/v1/metrics/metric.net_manager_score · /api/v1/evidence-statements?construct=construct.leader_effectiveness.