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Capital adequacy analytics

ICAAP and capital modelling

Build and document quantitative capital assessment methods across credit, market and operational risk, with scenario and stress testing support.

Regulatory context

What makes the work necessary

An Internal Capital Adequacy Assessment Process, ICAAP, needs defensible methods, controlled data and a clear connection between risk estimates, scenarios and capital conclusions.

Common challenges

Signals that the current approach needs attention

Capital methods are fragmented across risk types

Assumptions and data lineage are difficult to audit

Scenario and stress results cannot be reproduced efficiently

Methodology documentation does not match implementation

Intended outcomes

Capabilities the engagement is designed to create

  • Transparent capital models and scenario logic
  • Reproducible calculation and data collection
  • Clear assumptions, controls and limitations
  • Decision-ready capital adequacy evidence
Deliverables

Tangible outputs for analysis and handover

Credit risk capital model
Market and operational risk assessment
Stress and scenario analysis
Automated data collection and calculations
Methodology documentation
Methodology

Structured from framing to transfer

Each stage leaves an output that can be reviewed before the next stage begins.

01 Frame Clarify the question, users, outputs and governance requirements.
02 Assess Review data, methods, tools, controls and model risk.
03 Model Prepare data, test assumptions and build transparent analysis.
04 Validate Challenge performance, stability, implementation and limitations.
05 Automate Add repeatable code, controls, reconciliation and logging.
06 Transfer Document, train, hand over and define monitoring.
Models and methods

Methods selected around the analytical purpose

  • ASRF
  • CreditMetrics
  • AMA
  • SMA
  • Stress testing
  • Scenario analysis
  • Capital adequacy assessment
Technology

The tool follows the control environment

  • Python
  • R
  • SQL
  • Excel
Frameworks
  • ICAAP
  • Basel frameworks
Data requirements

Evidence needed to support the scope

  • Exposure and risk parameter data by relevant portfolio
  • Historical loss, market and operational risk information
  • Approved scenarios and governance assumptions
Governance

Controls that preserve accountability

  • Method selection and expert judgement are documented
  • Material limitations and conservative choices are visible
  • Calculation evidence is reproducible for review
Related experience

Source-verified implementation examples

Frequently asked

Before scoping the work

Can the engagement cover only one material risk?

Yes. Scope can focus on a specific risk type or on the integration of several risk components into an ICAAP assessment.

Are stress testing assumptions documented?

Yes. Scenario sources, transmission logic, parameter impacts and limitations should be recorded with the results.

Next step

Discuss a icaap and capital modelling requirement.

A short brief is enough to establish whether this is a fit. Describe the situation in general terms only. Do not send client data or model files.

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