AM-XGAF: Research Materials for an Adaptive Multi-Agent Explainable AI Governance Framework for Enterprise Digital Banking Ecosystems
Description
This repository contains all research materials supporting the manuscript "AM-XGAF: An Adaptive Multi-Agent Explainable AI Governance Framework for Enterprise Digital Banking Ecosystems" by Mustapha Ayobami Jamiu. The materials include the complete AM-XGAF artefact specification, regulatory compliance mapping dataset (covering GDPR, EU AI Act, SR 11-7, MAS TRM, NIST AI RMF, ISO/IEC 42001, OECD AI Principles, and FSB guidance), literature extraction dataset, five banking AI governance scenario testing protocols, expert evaluation instruments (Delphi questionnaire and assessment matrices), design principle derivation documentation, coding frameworks, and a replication guide enabling independent reproduction of the study's analytical procedures. All materials are released under Creative Commons Attribution 4.0 International (CC BY 4.0) license to support open science and research reproducibility.
Files
Steps to reproduce
To reproduce the AM-XGAF framework development and evaluation: (1) Consult the Research Protocol (D14) for database search strings SS1-SS14 and screening criteria; execute searches in Scopus and Web of Science to replicate the literature identification process. (2) Apply the Coding Framework (D15) to code retrieved literature into the Literature Extraction Dataset schema (D13). (3) Map AM-XGAF artefact components against regulatory requirements using the schema in the Regulatory Mapping Dataset (D12) and the coding definitions therein. (4) Execute the five scenario walkthroughs using the Scenario Testing Protocol (D21) and the AM-XGAF Artefact Specification (D17). (5) Administer the Expert Evaluation Instrument (D20) to a qualified expert panel following the recruitment criteria and Delphi procedure in the Expert Validation Package (D10). Full replication procedures are documented in the Replication Package (D16) and Replication Guide (D24).
Institutions
- Nexford UniversityDistrict of Columbia, Washington