The financial visibility of a CFO, at a fraction of the cost.

I provide fractional FP&A, financial modelling, and credit & risk analytics to growing businesses and lenders: models, forecasts, and analysis that turn clean books into confident decisions. Fixed-fee engagements, wherever your business runs.

Who I work with

Founders and operators

Growing businesses in e-commerce, agencies, SaaS, and professional services, with clean books but no finance function. The bookkeeping is handled; the question is what the numbers mean and what to do next.

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Lenders and fintechs

Institutions originating credit without in-house quantitative capability. Underwriting runs on judgment and policy rules; the loan book has data that could price risk better, but nobody on staff builds models.

Credit & risk analytics

Track record

Every loan, scored

A credit model lenders actually use

A deployed credit scoring model at a microfinance lender, scoring applications at origination. Credit officers see exactly why each score is what it is, in documentation a regulator can audit.

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94 out of 100

Risk called correctly, at sovereign scale

Across 49 economies, my research model ranks a country heading for debt distress above a stable one 94 times out of 100 on unseen data (AUROC 0.943). Now being prepared for peer-reviewed publication.

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33+ operators

A federal authority's revenue, computed by my system

Tax-compliance and backduty-assessment infrastructure for a federal revenue authority: every operator assessed under one consistent, auditable set of rules. Built end to end as sole technical lead; now at handover stage.

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In their words

Whenever you detect a money leakage or a discrepancy, Muhammed is the one to go to. He is very good as a consultant.
CEO, financial services group
He once saved me from losing $10k. He is just so good at what he does.
CEO, retail group
A real problem-solver. I valued having him as a consultant on the work.
CEO, fintech lender
You tackled a real business pain point instead of building for the sake of building.
Product leader (ex-Meta), three-time founder

Attributions are anonymised by role and sector at clients’ discretion. The work itself is open below.

See the work before you buy it

These are live systems. Open them, use them. Each one can be replicated and personalised to your business, your data, and your decisions.

Credit Default Risk Model — live preview

Credit Default Risk Model

Interpretable credit scoring with feature-level risk factors and regulator-ready documentation. Built for a lender; adaptable to any loan book.

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Financial Statement Diagnostic — live preview

Financial Statement Diagnostic

Upload a financial statement and get automated variance analysis, key ratios, anomaly flags, and a plain-English summary. The Financial Diagnostic engagement, in miniature.

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Financial KPI Intelligence — live preview

Financial KPI Intelligence

An executive dashboard with variance decomposition and period-over-period analysis. The kind of monthly reporting pack a retainer client receives.

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Revenue Optimization Model — live preview

Revenue Optimization Model

Price elasticity and discount-impact modelling with a full scenario matrix. Shows what your pricing decisions cost, and what they could earn.

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Churn & LTV Intelligence — live preview

Churn & LTV Intelligence

Customer lifetime value and churn prediction with actionable retention triggers, for subscription and e-commerce businesses.

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Fraud Detection Engine — live preview

Fraud Detection Engine

Real-time anomaly scoring on financial transactions with adaptive thresholds. Protection that scales with your volume.

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More client tools are in the case studies; the quantitative laboratory, where the methodology gets stress-tested, lives under Research & Writing.

If the books are clean but the decisions are hard, that is the gap this practice closes.

An introductory call is thirty minutes: what you are trying to decide, what your numbers can already tell you, and whether one of the five engagements fits. No preparation needed on your side.