PDA's diagnostic framework draws on decades of validated research from organisational psychology, psychometrics, and management science.
Psychometric Theory
Big Five Personality Framework
Costa & McCrae, 1992
The most replicated personality model in scientific literature. The OCEAN dimensions (Openness, Conscientiousness, Extraversion, Agreeableness, Neuroticism) form the validated basis for behavioural diagnostics in team contexts.
Organisational Psychology
Psychological Safety Theory
Amy Edmondson, Harvard, 1999
Edmondson's landmark research established that teams with high psychological safety take more interpersonal risks, learn faster, and significantly outperform peers — but only when the dimension is directly measured, not inferred.
Group Dynamics
Stages of Group Development
Bruce Tuckman, 1965
Forming, Storming, Norming, Performing — Tuckman's model remains the most widely cited framework for understanding team lifecycle. PDA diagnostics map directly onto these stages, identifying where teams are stuck and what interventions are most effective.
Management Science
Organisational Health Index
McKinsey & Company, 2003–2024
The OHI framework, drawn from studying 3 million+ employees, identifies nine dimensions of organisational health that predict long-term financial performance. PDA's diagnostic dimensions align with this validated evidence base.
Workforce Analytics
Employee Engagement Q12 Framework
Gallup, 30-year longitudinal study
Gallup's Q12 meta-analysis across 2.7 million employees and 112,000 business units established that engagement is a reliable predictor of business outcomes. PDA measures engagement as a dimensional construct, not a single-point score.
Learning Theory
ROI Methodology — Four Levels
Kirkpatrick (1959) / Phillips (1997)
Kirkpatrick's four-level evaluation model and Phillips' ROI extension require pre-measurement as a baseline. Without a Phase 1 diagnostic, L&D investment cannot be evaluated at Level 3 (Behaviour) or Level 4 (Results). PDA's two-phase design is the structural implementation of this principle.
Applied Psychometrics
Socioanalytic Theory
Robert Hogan, 1982
Hogan's socioanalytic theory posits that individuals are motivated by acceptance, status, and meaning — and that these motivations are measurable through structured instruments. Team-level aggregation of these patterns reliably predicts leadership effectiveness and group cohesion.
Team Effectiveness
Hackman's Team Effectiveness Model
J. Richard Hackman, 2002
Hackman's research at Harvard identified five conditions for team effectiveness: real team, compelling direction, enabling structure, supportive context, and expert coaching. PDA's diagnostic dimensions map to each condition, providing a structured assessment framework aligned with this model.