Research & Insights

The science that defines
how we measure teams.

From global workforce analytics to the academic foundations of psychometrics — the evidence base that makes PDA more than a survey.

Featured Insights

What the research tells us
about team performance.

Selected findings from McKinsey, Gallup, Harvard Business Review, and the peer-reviewed literature in organisational psychometrics and psychology.

18%
lower shareholder returns
Leadership Research
The Leadership Perception Gap
McKinsey's Organisational Health Index (OHI), covering 3 million employees across 100+ countries, reveals that leadership teams systematically overestimate their organisation's health. The gap between senior perception and front-line reality is the single largest unexplained driver of performance failure — yet it is rarely measured and almost never tracked over time.
McKinsey & Company — Organisational Health Index, Global Study 2024
77%
of global workforce disengaged
Workforce Analytics
The $8.9 Trillion Disengagement Economy
Gallup's State of the Global Workplace survey documents that 77% of employees are either not engaged or actively disengaged — costing the global economy $8.9 trillion annually in lost productivity. For a 30-person team, even a 10% improvement in engagement generates six-figure performance gains. Yet most organisations cannot measure engagement change with any statistical confidence.
Gallup — State of the Global Workplace, 2024 Edition
80%
of Fortune 500 rely on surveys that fail
HR Methodology
Why Engagement Surveys Miss the Point
Harvard Business Review's meta-analysis of team performance studies shows that annual engagement surveys — used by over 80% of Fortune 500 companies — capture sentiment at a single point in time but fail to identify the behavioural root causes or measure the impact of interventions over time. They capture the symptom. They cannot diagnose the cause, and they cannot prove that anything changed.
Harvard Business Review — Team Performance Meta-Analysis, 2023
65%
of team variance is measurable
Psychometric Research
The Psychometric Science of Team Performance
Validated research in organisational psychometrics, grounded in the Big Five personality framework (Costa & McCrae) and extended through Hogan's socioanalytic theory, demonstrates that 65% of team performance variance is explainable through structured, standardised behavioural dimensions. Cattell's 16PF and subsequent applied psychometric instruments show that team-level aggregations of individual behavioural profiles reliably predict group outcomes — far beyond what self-report opinion surveys can capture.
Costa & McCrae (1992), Hogan Assessments — Socioanalytic Theory Applied
2.5x
higher innovation output
Organisational Psychology
Psychological Safety: The Invisible Performance Driver
Professor Amy Edmondson's 25 years of research at Harvard Business School established psychological safety as the single strongest predictor of team learning and performance. Teams scoring highest on psychological safety show 2.5× higher innovation output and significantly lower error concealment. Edmondson's findings — reinforced by Google's Project Aristotle (2016) — show this dimension is consistently invisible to managers, and consistently underestimated in annual surveys that aggregate to averages rather than mapping group dynamics.
Edmondson, A. (1999, 2018) — Psychological Safety in Teams; Google Project Aristotle, 2016
89%
of L&D leaders cannot prove ROI
L&D Strategy
The L&D ROI Crisis: Proving What Works
HBR and Deloitte research reveals that despite organisations spending an average of $1,300 per employee on learning and development annually, 89% of L&D leaders cannot demonstrate programme ROI to their board with any statistical confidence. The Phillips ROI Methodology and Kirkpatrick's four-level model both require pre- and post-measurement against a defined baseline. Without a Phase 1 diagnostic, there is no baseline. Without a Phase 2, there is no proof.
HBR / Deloitte Human Capital Trends; Phillips, J.J. — ROI Methodology (1997)
Academic Foundations

The theoretical pillars
behind the methodology.

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.
The gap between what leaders think is happening and what is actually happening.
PDA Platform was built to close this gap — delivering the same quality of diagnostic insight that strategy consultants charge six figures to produce, directly through your coach or HR partner, within days.
67%
of managers feel unsupportedyet only 18% of their organisations have identified this as a priority — McKinsey OHI
34%
of annual salary lost per disengaged employeein productivity, absenteeism, and quality — Gallup
89%
of L&D leaders cannot prove programme ROIto their board with statistical confidence — HBR