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Beyond Accountability: When Influence and Decision-Making Diverge in AI-Assisted Organisations
Why publish a paper on SSRN before a journal? Because some ideas deserve to start a conversation before they become a finished piece of research. SSRN (Social Science Research Network) is one of the world's leading repositories for working papers and early-stage research. It allows researchers to share new ideas, receive feedback, and stimulate future academic and professional research. My latest working paper explores a question that I believe organisations will increasingl


𝐇𝐮𝐦𝐚𝐧-𝐂𝐞𝐧𝐭𝐫𝐞𝐝 𝐀𝐈 𝐇𝐚𝐬 𝐌𝐨𝐯𝐞𝐝 𝐔𝐩 𝐭𝐡𝐞 𝐎𝐫𝐠 𝐂𝐡𝐚𝐫𝐭
Human-centred AI is no longer about fancy tools. It reshapes roles, power, and responsibility. The real test now is leadership: when to slow decisions, protect judgement, and keep accountability human. #leadershipresponsibility; #aigovernance; #decisionaccountability; #humanintheloop; #trustinai; #responsibleautomation; #futureofwork; #managementandai Article Link


The AI Risk 'Expert' Myth & the BA Legacy
𝐘𝐨𝐮 𝐝𝐨𝐧’𝐭 𝐧𝐞𝐞𝐝 𝐭𝐨 𝐥𝐞𝐚𝐫𝐧 𝐏𝐲𝐭𝐡𝐨𝐧 𝐭𝐨 𝐠𝐨𝐯𝐞𝐫𝐧 𝐀𝐈 You didn't need to learn COBOL to manage the mainframe, and you don't need to learn Python to govern AI in ServiceNow. AI risk is a business process issue, not a coding bug. Driving Business Process Evolution requires AI Governance and Risk Stewardship.( Linda Restrepo ) ☺️ Why are we still trapping cross-functional accountability in technical silos? #aigovernance #businessprocessevolution #riskstew


𝐇𝐮𝐦𝐚𝐧-𝐂𝐞𝐧𝐭𝐫𝐞𝐝 𝐄𝐱𝐩𝐥𝐚𝐢𝐧𝐚𝐛𝐥𝐞 𝐀𝐈 (𝐇𝐂𝐗𝐀𝐈)
AI is becoming more capable but harder to understand. Decisions are automated, yet humans remain accountable. This is why explainability must move beyond models and outputs, toward helping people keep clarity, confidence, and judgement when working with AI systems over time. 💁 #explainableAI #AIgovernance #AIleadership #HumanCenteredAI full article


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