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Artificial Intelligence & Data Governance

Auditing in a Digitised Caribbean Economy: Why Modern Audits Must Test Populations, Not Just Samples

For decades, the external audit has been a sampling exercise. The auditor would select a small subset of transactions — perhaps thirty journal entries, perhaps sixty invoices, perhaps a hundred customer accounts — and from that sample draw conclusions about the entire population. The methodology was sound when the audit was its only practical option....

The Three-Owner Principle: Who Is Accountable When an AI-Influenced Decision Goes Wrong?

Who is accountable when an AI-influenced decision goes wrong — and why three separate owners are required for every consequential decision class   THE ARGUMENT IN ONE PARAGRAPH When a credit decision goes wrong, the institution must be able to identify, within hours, who is accountable for what. Traditional governance answers this with a single...

Distributed Oversight Architecture: Why Caribbean Boards Must Federate AI Decision Rights — and How to Do It Without Losing Central Authority

  THE ARGUMENT IN ONE PARAGRAPH Traditional governance routes consequential decisions to the centre. Artificial intelligence makes consequential decisions at the edge — in the credit officer’s interface, in the underwriter’s screen, in the analyst’s recommendation engine — at machine speed, in volumes the centre cannot review. Pillar I of the AEGIS™ framework — Distributed...

Introducing AEGIS™: A Five-Pillar AI Governance Framework for Caribbean Institutions

  THE ARGUMENT IN ONE PARAGRAPH Artificial intelligence does not extend the risk surface of an institution — it inverts the assumptions on which the institution’s governance was built. The Landmark Edition of Caribbean Boardroom Perspectives set out The Governance Inversion Thesis, arguing that AI requires governance itself to be re-architected, not merely extended. This...

AI and the New Economics of Scaling: What Caribbean Businesses Must Prepare For

Executive Summary Artificial intelligence is no longer a distant technology trend. It is becoming a strategic force reshaping how businesses are built, financed, valued, governed, staffed, and scaled. For Caribbean businesses, this shift presents both a major opportunity and a serious competitive risk. A recent World Economic Forum report, produced in collaboration with the Stanford...

The AI Skill Premium : Reading the Caribbean Job Market the Way the IDB Reads It

In Article 2 of this series, I argued that the Caribbean’s growth model — built for sixty years on more workers rather than better-deployed workers — has expired. With working-age population growth slowing across CARICOM, productivity is now the only remaining growth lever. This week, the question becomes: which workers, with which skills, will lift...

AI in Audit: Opportunity, Oversight, and Executive Accountability

How leaders should think about AI in assurance without confusing technical capability with evidential reliability. AI is changing how audit and assurance work is performed, but it also raises questions about evidence quality, model governance, documentation, and accountability. Executives need a governance lens, not just a productivity lens.   The promise and the temptation AI...

The Caribbean AI Adoption Imperative: Why Caribbean Businesses Cannot Sit This One Out

  IN THIS ARTICLE This is the first of twelve articles. It argues that a technology cycle arriving now will reshape Caribbean enterprise faster than any before it — and that the time available to act is shorter than most boards are treating it as. This series will equip Caribbean executives and board members with...

AI READINESS AND GOVERNANCE REVIEW:  Governing Artificial Intelligence as a Strategic Enterprise Capability

  Executive Summary Artificial intelligence has rapidly crossed from experimental technology to strategic business imperative. Organisations across every sector are deploying AI to accelerate productivity, sharpen decision-making, deepen customer engagement, and compress operating costs. Yet in the rush to adopt, many are building on an unstable foundation: the tools are in place, but the governance...

Explainability and Transparency:  The Right to Understand AI Decisions

The Explainability Imperative Explainability — the capacity to provide a meaningful account of why an AI system produced a specific output — is one of the most contested and commercially consequential dimensions of AI governance. It creates tension between the opacity of high-performing machine learning models (the ‘black box’ problem) and the legitimate expectations of...

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Dawgen Global is an integrated multidisciplinary professional service firm in the Caribbean Region. We are integrated as one Regional firm and provide several professional services including: audit,accounting ,tax,IT,Risk, HR,Performance, M&A,corporate recovery and other advisory services

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https://www.dawgen.global/wp-content/uploads/2023/07/Foo-WLogo.png

Dawgen Global is an integrated multidisciplinary professional service firm in the Caribbean Region. We are integrated as one Regional firm and provide several professional services including: audit,accounting ,tax,IT,Risk, HR,Performance, M&A,corporate recovery and other advisory services

Where to find us?
https://www.dawgen.global/wp-content/uploads/2019/04/img-footer-map.png
Dawgen Social links
Taking seamless key performance indicators offline to maximise the long tail.

© 2023 Copyright Dawgen Global. All rights reserved.

© 2024 Copyright Dawgen Global. All rights reserved.