Topic preview · selected local editorial content

Make financial analysis easier to explain and use.

Explore AI-assisted workflows for financial analysis, budgeting, and financial planning and analysis (FP&A). Work from the numbers, check calculations, and develop commentary that separates observed results from assumptions and possible explanations.

Finance guides

workflow · beginner

Analyze financial statements with AI assistance

Use a small financial statement extract to calculate growth, margins, and liquidity, then ask AI to explain the results within the evidence. Keep reporting periods, source references, and unanswered questions visible throughout the analysis.

No coding required

workflow · beginner

Use AI to draft budget-versus-actual commentary

Turn a small budget comparison into clear management commentary. Calculate the variances, give AI the facts, and check its explanation before sharing the result.

No coding required

workflow · intermediate

Automate a historical liquidity ratio analysis with Python

Reproduce a historical liquidity analysis using Python, a small CSV, and a reusable ratio module. Validate the inputs, export the results, and create plots while keeping formula conventions and the limits of historical data clear.

Python required

workflow · intermediate

Build a reusable financial ratio module with Python

Put twenty financial ratio calculations into a reusable Python module with explicit input definitions and error handling. Test the functions, distinguish percentages from multiples, and understand which accounting conventions changed from the original tutorial.

Python required

Build the common skills

Practice giving useful context, checking evidence, and communicating results.

Start learning