Credit — From First Principles to Distressed
The most important and least-taught discipline in finance. From the 5 Cs to the credit cycle to credit ratings to the maths of expected loss; from personal credit to corporate to sovereign to securitisation; from origination to workout. The course every banker, analyst, and CFO wishes they'd had before they needed it.
13
Modules
~11h 0m
Reading time
Mixed
Level
Self-paced
Format
Syllabus
- 01→
What credit is
A promise to repay across time. The time value of money, default risk, and why every credit transaction is a bet that the future will look enough like the past.
~45 minModule 01 - 02→
The credit cycle: origination to workout
Origination, underwriting, servicing, monitoring, collection, workout. The full life of a loan and where each step can fail.
~50 minModule 02 - 03→
The 5 Cs of credit
Character, Capacity, Capital, Collateral, Conditions. The framework lenders have used since the 1920s — and still teach in 2026.
~45 minModule 03 - 04→
Credit scoring — FICO, CRB Kenya, alternative data
What credit scores actually measure, what they ignore, and how Kenyan CRBs (Metropol, TransUnion, Creditinfo) work alongside mobile-money behavioural data.
~50 minModule 04 - 05→
Personal credit — cards, installment, secured
Credit cards, auto loans, mortgages, personal loans, BNPL, SACCO loans. The retail credit landscape and the consumer-protection rules that shape it.
~45 minModule 05 - 06→
Commercial lending — working capital to project finance
Working-capital lines, term loans, asset-based, project finance, syndicated loans. How banks underwrite businesses across the size spectrum.
~55 minModule 06 - 07→
Corporate credit and rating agencies
Investment grade vs high yield. How Moody's, S&P, and Fitch turn 1,000 pages of financials into a single letter grade — and what each notch actually means.
~55 minModule 07 - 08→
Sovereign credit and Eurobonds
Country ratings, sovereign default risk, Eurobonds, IMF programmes, Kenya's debt trajectory — and what default actually looks like when a state, not a company, can't pay.
~50 minModule 08 - 09→
Credit risk modelling — PD, LGD, EAD, Basel
Probability of default, loss given default, exposure at default, expected loss. The mathematics regulators built Basel III around — and that every bank lives by.
~60 minModule 09 - 10→
Leverage, haircuts, and secured-lending mechanics
The haircut-to-leverage identity, repo and margin-lending mechanics in full numerical depth, LTV cascades, margin-call cascades, and RAROC loan pricing. The working language of secured credit.
~60 minModule 10 - 11→
Credit derivatives and securitisation
Credit default swaps, MBS, CLOs, ABS. How risk is transferred and tranched — and what the 2008 crisis actually taught us about it.
~55 minModule 11 - 12→
Distressed debt and workouts
Covenants, defaults, restructurings, Chapter 11 vs Kenya's Insolvency Act, the role of distressed-debt funds and what 'cents on the dollar' means.
~50 minModule 12 - 13→
Working in credit — careers, paths, what good looks like
Credit analyst at a bank, structured finance, rating agency, distressed fund, sovereign analyst. The roles, the daily work, and the senior judgement that separates ordinary from excellent.
~40 minModule 13
How to use this course
Start with module 01 if the material is new; skip ahead if you have prior exposure. Each module is self-contained but the arc is sequential — the projects in the final module assume the toolkit from modules 1-11. Every module ends with key takeaways and a curated further-reading list with primary sources.