Evidence Framework
Research & Evidence
Risk Accounting combines a defined measurement method with a developing body of empirical, methodological and practitioner research. This page separates what has been tested and published from what remains under investigation.
Evidence Taxonomy
Evidence Map
These evidentiary classes differ in methodological purpose, peer evaluation, and evidentiary weight. They should not be conflated across analytical boundaries.
PUBLISHED RESEARCH
Peer-reviewed literature establishing defined methods, study designs, and formal empirical analyses in specific settings.
INDEPENDENT REVIEW
External methodological assessment distinct from empirical validation, focusing on conceptual coherence and operational logic.
RASB RESEARCH & WHITEPAPERS
Institutional papers covering measurement conventions, standards development, operational mechanics, and practitioner context.
ONGOING RESEARCH
Open inquiries and active questions requiring supplemental evidence, multi-firm testing, and accounting consequence studies.
Featured Empirical Publication
A Test of the Inherent Predictiveness of the RU, a New Metric to Express All Forms of Operational Risk in Banks
Authors: Peter Hughes and Mahmoud Marzouk
Year: 2021
Publication: Journal of Risk Management in Financial Institutions, Vol. 14, No. 2, pp. 173–194
Empirical analysis bounded strictly to a defined historical U.S. bank sample and an association test evaluating metric behavior under specified observational constraints.
Methodological Scope Boundary
This study does not establish universal predictive validity.
Results represent an association test within the specified historical sample and do not infer cross-jurisdictional cardinal guarantees.
Foundational Literature
Earlier Method Research
A Test of the Feasibility of a Common Risk Accounting Metric for Enterprise Risks
Reference: Hughes & Williams, 2018 — Journal of Risk Management for Financial Institutions (JRMFI research paper)
Initial methodological exploration examining structural feasibility of standardized unit formulation for operational risk dimensions.
A Test of the Feasibility of a Common Risk Accounting Metric for Enterprise Risks – JRMFI Research Paper
Qualitative Evaluation
Independent Review
External assessment and independent academic review evaluate conceptual coherence, operational logic, and methodological structure. Independent qualitative review does not replace empirical statistical testing across multi-institution datasets.
Such assessments provide vital structural scrutiny of assumptions, terminology, and procedural consistency without standing as statistical confirmations of risk outcome distribution.
Dr Tom Butler Review
Characterized as an external qualitative assessment and methodological review examining core conceptual principles and operational architecture.
Visit on the Wiley Onlinne Library
Institutional Publications
RASB Whitepapers & Research
Institutional documentation comprises technical working papers, standards exposure drafts, measurement conventions, and operational mechanics frameworks developed for standards practitioners.
The Silicon Valley Bank crisis highlights the need for Next-Generation Risk Accounting
The Silicon Valley Bank crisis highlights the need for next-generation risk accounting [ba_info_box...
Testing the inherent predictive ability of the Risk Unit (RU), a new metric to express all forms of non-financial risk in banks
A test of the inherent predictiveness of the RU, a new metric to express all forms of operational risk in banks Research paper...
Predictive capability test of the Risk Unit – a new metric to express all forms of operational risk in banks
Embracing Risk Accounting for ESG Compliance in European Banking The next paradigm change in accounting and risk management In...
Operational Risk Metrics: Seeing Is Believing – GARP article
Operational Risk Metrics: Seeing Is Believing GARP.org article by Peter Hughes Tests conducted by researchers at the Durham...
Research Update: A Common Metric for Non-Financial Risks
Research Update - A common metric for non-financial risks In conjunction with the Durham University Business School, we are...
A Test of the Feasibility of a Common Risk Accounting Metric for Enterprise Risks – JRMFI Research Paper
Using a Common Risk Accounting Metric for Expressing Enterprise Risk Accumulations The research paper “A test of the feasibility...
Methodological Taxonomy
How to Read the Evidence
Navigating Risk Accounting literature requires distinguishing between procedural definitions, bounded historical testing, qualitative reviews, and institutional standard-setting papers.
METHOD DEFINITION
Formal mathematical and operational rules. Specifies measurement mechanics, aggregation schemas, and accounting architecture, but is not an empirical result.
EMPIRICAL TEST
Statistical evaluation against historical loss datasets, strictly bounded to specific sample conditions and periods, and not universal predictive validity.
INDEPENDENT REVIEW
Qualitative appraisal by external authorities. Represents independent conceptual critique and structural review rather than empirical validation.
WHITEPAPER
Institutional discussion of standards development, operational conventions, and practitioner guidance; not automatically peer-reviewed evidence.
Boundary Discipline
What Has Been Tested — And What Has Not
Maintaining clear distinctions between published empirical inquiries and unresolved research hypotheses is central to rigorous standards development.
Tested and Published Scope
Feasibility of a common Risk Accounting metric in specific research settings.
Initial testing of RU predictiveness in a defined historical banking dataset.
Methodological and practitioner assessment in published literature.
Open Research Inquiries
• Universal cardinal validity of the Risk Unit.
• Broad cross-risk or cross-institution commensurability.
• Incremental predictive value across contemporary datasets.
• General outcome discrimination across varying jurisdictions.
• Universal monetary valuation mechanisms.
• Accounting-recognition consequences under financial reporting regimes.
These topics represent active inquiries requiring supplemental evidence, not falsified claims or resolved conclusions.
Future Roadmap
Current Research Programme
The ongoing research programme directs standards-related inquiry, structured taxonomy definitions, measurement protocols, and peer-reviewable models. The RASB continues to formalize evidentiary thresholds without asserting premature or completed validation.
Participation & Inquiry
Contribute to the Evidence Base
Researchers, academics, risk practitioners, financial institutions, and professional bodies are invited to examine the measurement framework, test empirical hypotheses on institutional datasets, and contribute to methodological standards development.