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Course Outline
AI Foundations for Finance Professionals
- Understanding AI and machine learning in the context of finance
- Overview of AI models: classification, regression, and generative models
- Responsible AI: ensuring accuracy, transparency, and ethical use in reporting
Automation of Financial Data Processing
- Employing AI tools for data ingestion and extraction from PDFs and spreadsheets
- Data cleaning and transformation for advanced analysis
- Using OCR, NLP, and LLMs to interpret unstructured financial text
AI-Driven Analysis of Financial Statements
- Automated ratio analysis and benchmarking
- Detecting trends and analyzing variances using machine learning
- Visualizing insights through AI-powered dashboards
Generative AI for Narrative Reporting
- Drafting executive summaries and variance commentary using LLMs
- Creating management discussion & analysis (MD&A) with AI assistance
- Prompt engineering for financial storytelling and precision control
Scenario Planning and Forecasting with AI
- Introduction to scenario modeling and simulation via ML
- Developing dynamic models for forecasting revenue, expenses, and cash flow
- Stress testing financials against macroeconomic assumptions
Integrating AI into Existing FP&A Workflows
- Enhancing spreadsheet workflows with Python or AI plugins
- Collaborative tools and automation for monthly and quarterly closes
- Embedding AI into Excel, Power BI, or cloud-based FP&A platforms
Audit, Governance, and Internal Controls
- AI explainability and preparation for internal audits
- Documenting assumptions and AI outputs for compliance purposes
- Establishing controls for AI-assisted processes in financial reporting
Summary and Next Steps
Requirements
- Knowledge of key financial statements and metrics
- Experience with spreadsheets or basic data tools
- Some familiarity with Python or a willingness to utilize AI-enhanced interfaces
Target Audience
- Corporate finance analysts
- FP&A teams
- Controllers
14 Hours
Testimonials (1)
The background / theory of LLMs, the exercise