Financial Modelling & Risk Analytics

Shubham
Malpani

I build and validate financial models: credit risk frameworks under IFRS 9 and Basel III/IV (PD, LGD, EAD), and company valuation models (DCF, trading comparables, 3-statement builds) in Python and Excel.

Credit Risk (PD / LGD / EAD) Valuation (DCF, EV/EBITDA) 3-Statement Modelling CFA Level II
Portrait of Shubham Malpani
Current Status
Quantitative Researcher

Building credit risk and valuation models independently. Open to finance and risk roles.

2y 4m
Industry experience
6+
Models & projects
760k+
Records modelled
CFA
Level II passed
Based in India
Background

Two disciplines, one skill set.

I spent 2 years 4 months at Infospectrum Ltd in London (acquired by Lloyd's List Intelligence) as a Credit Risk Analyst covering the shipping sector. I analysed financial statements and applied 40+ ratio measures to assess counterparty credit risk, and built an automated reconciliation model that reduced cross-standard reporting discrepancies (US GAAP, IFRS, local GAAPs) across 120+ companies. My findings fed directly into client-facing credit reports used for counterparty rating decisions.

Since then I have built quantitative models independently: Expected Loss frameworks (PD, LGD, EAD) validated against Basel III IRB standards, a documented model risk analysis relevant to SR 11-7 governance, and company valuation work spanning DCF, trading comparables, and 3-statement modelling.

"Credit risk models and valuation models answer different questions with the same discipline: understand the drivers, build them properly, then test whether the output holds."
Expertise

Skills & technical depth

Full background →
01

Credit Risk Modelling

End-to-end PD, LGD, and EAD frameworks using WoE-based feature engineering and interpretable scorecard scaling.

WoE / IVScorecardsLogistic RegressionECL
02

Valuation

DCF valuation via FCFF with full WACC build-up, terminal value under both exit multiple and growing perpetuity, cross-checked against trading comparables.

DCF / FCFFWACCEV/EBITDATerminal Value
03

Financial Modelling

Integrated 3-statement models with driver-based forecasting, debt schedules, and scenario and sensitivity analysis built in.

3-StatementDebt ScheduleSensitivityExcel / VBA
04

Regulatory Frameworks

IFRS 9 ECL staging and lifetime PD, Basel III/IV IRB parameter estimation, and COREP/FINREP reporting alignment.

IFRS 9Basel III/IV IRBCOREP/FINREPUS GAAP
05

Model Validation

Discriminatory power, calibration, and stability testing. CAP, ROC, Gini, KS, and PSI diagnostics with documented findings.

AUROC / GiniKS StatisticPSISR 11-7
06

Financial & Credit Analysis

Financial statement analysis, 40+ ratio measures, peer benchmarking, and industry research feeding counterparty credit decisions.

Ratio AnalysisPeer BenchmarkingDue DiligenceIndustry Research
Let's connect

Looking for a modelling hire?

Open to finance and risk roles across credit risk, valuation, and financial analysis. Available immediately.