White paper reveals a new risk assessment methodology quantifying human factors in organisational failures, suggesting improved risk management practices.
Between 60 and 80 percent of significant organisational failures trace their root causes to human behaviour rather than technical malfunction. Yet Failure Mode and Effects Analysis (FMEA) — the dominant structured risk assessment methodology across aerospace, healthcare, manufacturing, and financial services — treats all process actors as behaviourally equivalent, creating a systematic blind spot for human-factor risk. This white paper introduces the Pattern-Adjusted Risk Priority Number (PRPN), a fourth-variable extension of FMEA that quantifies behavioural risk through Pattern Susceptibility (P), derived from the DCSA Decision-Patterns Framework (Shoukathali, 2025). The corrected PRPN formula — PRPN = S × O × D × (1 + P/10) — preserves the traditional RPN as an absolute floor while amplifying it by 10 to 100 percent based on the decision-making tendencies active in a given process step. The theoretical range is 1 to 2,000, calibrated against recalibrated Low / Medium / High / Critical thresholds. The DCSA Decision-Patterns Framework identifies four fundamental behavioural modes — Dominant, Connector, Stabilizer, and Analyst — and quantifies how susceptible each pattern is to eight categories of organisational failure: Communication Breakdown, Decision Delay, Process Deviation, Quality Failure, Timing Failure, Change Resistance, Interpersonal Conflict, and Innovation Failure. Pattern scores describe process design vulnerability, not individual character; the methodology is designed for process redesign, not personnel evaluation. Three applied case studies demonstrate PRPN across a SaaS product launch, a post-merger integration, and a client onboarding process, with documented outcomes including on-time delivery, 85% key talent retention against a 40% industry baseline, and a 60% reduction in onboarding complaints. Each case includes full calculation chains, confidence bands (±20%), and pattern-specific intervention designs. The paper includes a complete methodology hedge reference, a calibration framework for the Pattern Susceptibility Matrix, a seven-step implementation guide, an explicit research agenda for prospective validation, and appendices covering a DCSA self-assessment instrument, a pattern-tailored intervention guide, a calculation worksheet, a consolidated limitation reference, a glossary, and full references. PRPN is a practitioner-facing methodology grounded in established behavioural science. It is not yet a validated psychometric instrument; the paper frames an explicit validation agenda and encourages organisational calibration against longitudinal incident data before decision-grade deployment. Keywords: PRPN, pattern-adjusted risk priority number, FMEA extension, human factors, behavioural risk, DCSA, decision-patterns, pattern susceptibility, organisational risk management, Six Sigma, CARE-5, risk priority number, human-aware risk management, behavioural science, applied psychology Author: Shoukathali O P — M.Sc. Counseling and Psychotherapy | Certified Six Sigma Black Belt (SSBB) | Founder: CARE-5 Readiness Framework, DCSA Decision-Patterns License: CC BY-NC-ND 4.0 Year: 2025
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Shoukathali O P (2026) studied this question.
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