Finance is evolving. How we teach it, practise it and prepare people for it must evolve too. Explore the intersection of finance leadership, education and responsible AI with Janet Chumba.
Professional territory
Financial expertise remains essential. But finance professionals and educators must also consider how data, AI-assisted workflows, professional judgement and changing workplace expectations are reshaping the profession.
Explore the role of financial understanding, accountability and clear communication in helping people make better decisions.
ExploreExplore practical learning, professional development and the capabilities emerging finance professionals need.
ExploreExplore appropriate AI use cases, workflow experimentation and the importance of verification and human responsibility.
Explore
Meet Janet
Janet Chumba is a finance professional and educator interested in the relationship between financial expertise, education and artificial intelligence.
Her perspective is grounded in finance, teaching and academic leadership. As finance education and professional practice evolve, she is exploring how AI literacy, critical thinking and practical learning can help prepare people for changing expectations.
Discover Janet's JourneyBooks by Janet Chumba
Explore Janet Chumba's books on artificial intelligence, financial intelligence, business decision-making, and the future of professional work. Each book offers a different perspective on how people and organisations can navigate a changing business landscape.
Why Artificial Intelligence Will Replace Old Ways of Working — and Reward Those Who Evolve
Discover how artificial intelligence is changing accounting and finance, why traditional ways of working are evolving, and how professionals can develop the skills and judgment needed to remain valuable in an AI-enabled world.
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The Hidden Stories Your Numbers Tell About Your Business, Your Decisions, and Your Future
Explore the stories behind financial numbers and discover how business decisions, financial patterns, and the way resources are managed can influence future performance.
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Interpret the Numbers. Understand the Business.
Learn to look beyond financial statements and understand what the numbers reveal about business performance, profitability, cash flow, and better decision-making.
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Transform Processes. Redesign Systems. Empower Teams.
Explore how finance teams can rethink processes, improve reporting workflows, apply automation responsibly, and build more intelligent financial operations.
Get the BookA proposed framework
The F.A.C.T. Model connects financial knowledge with AI application and professional accountability. It is a proposed professional learning framework, not a formally accredited standard.
Understand the objective, principles, data and business context.
Choose an appropriate tool and structure the task and inputs.
Reconcile outputs, test calculations and challenge assumptions.
Interpret verified information and retain accountability.
Finance in practice
AI can help organise data and draft possible explanations while a finance professional checks the figures.
Illustrative scenarioAI can assist with summaries and commentary, subject to source verification and review.
Illustrative scenarioAI can organise questions and identify patterns for investigation without becoming unquestionable advice.
Illustrative scenarioFeatured insights
Why financial expertise, judgement and digital capability must develop together.
A fictional example of separating a useful draft from a verified conclusion.
The practical capabilities that help new professionals contribute with confidence.
FREE PROFESSIONAL RESOURCE
A practical starter kit for identifying appropriate AI use cases, structuring useful prompts and checking outputs without compromising financial accuracy or confidentiality.
Get the Free ToolkitTHE FINANCE ACADEMY
A connected learning ecosystem for people strengthening finance knowledge and exploring AI-enabled professional practice.
$100 USD
One-time membership payment
Speaking & collaboration
Janet welcomes relevant professional and academic conversations about finance education, practical AI literacy, responsible technology use and the changing expectations of finance professionals.
Discuss an EngagementExplore Janet's ideas, access practical resources or begin your learning journey through the Finance Academy.