What Quantitative Risk Managment does

Quantitative Risk Management (QRM) is a privately held risk consultancy, founded in 1987 and headquartered in Chicago, that advises financial institutions on balance sheet management, mortgage pipeline analytics, and insurance risk. The firm serves more than 150 clients across depository institutions, mortgage lenders, insurance companies, building societies, and asset managers in over 60 countries, operating from offices in Chicago, London, and Singapore. QRM describes itself as an integrated partner combining consulting, research and data provision, and applications development under a single engagement model.

The company's core offerings span Balance Sheet Management Solutions (capital adequacy, liquidity, ALM mismatch, FTP/RAPM, IRRBB, FRTB), Pipeline Management Solutions for mortgage lenders (MSR valuation, hedge optimization, best execution), Stress Testing Solutions (CCAR, DFAST, BoE, recovery and resolution planning), and Insurance Risk Management (CECL/IFRS 9/17, economic capital, ORSA). These are delivered alongside Risk Practice Consulting, intraday Real-Time Research and Market Data, and a proprietary cloud technology platform that QRM states is updated quarterly in step with markets and regulatory change. The firm publishes trading and pricing models and develops customer behavior models for client products, positioning these as proprietary quantitative assets. Distribution is direct and consultative: enterprise field sales with thought-leadership seminars, industry conferences, and a content-led website funnel.

QRM generates revenue through professional services consulting and a technology platform, with bespoke engagements to financial institutions and no publicly disclosed pricing. No funding rounds, acquisitions, or ownership changes are reported in available sources; the firm has operated continuously since founding under Illinois incorporation.

Name

Quantitative Risk Managment

Legal name

Quantitative Risk Management, Inc.

Website

https://qrm.com

Company type

Private

Founded year

1987

Operating status

Operating

Headcount range

251–500 employees

Short description

Quantitative Risk Management (QRM) is a Chicago-based risk consultancy, founded in 1987, serving 150+ financial institutions across 60+ countries with integrated balance sheet management, mortgage pipeline analytics, stress testing, and a proprietary cloud risk platform.

Ownership category

akta.pro rank

Product category

Risk Management Consulting and Analytics

NAICS

Portfolio Management and Investment Advice (52394), Finance and Insurance (52)

SIC

Investment Advice (6282)

akta.pro primary industry

Prudential & Market Risk Management (VaR, Stress, Limits) (FSACAJAF)

akta.pro secondary industries

Model Risk Management & AI Governance (validation, monitoring, explainability) (FSAGAFAL), Model Risk Management (MRM) & Validation (FSAFAOAI)

Keywords

• Risk management consulting
• Balance sheet analytics
• Asset liability management
• Mortgage pipeline analytics
• Financial risk advisory

Headquarters

HQ city

Chicago

HQ country

United States

HQ region

North America

Offices3 records

Markets served

GTM type

B2B

Offering type

Services

Cost components

Personnel, Technology or R&D, Operations, Marketing or Sales, Infrastructure

Revenue model

1. Consulting and Advisory Services: QRM generates revenue through comprehensive risk practice consulting services, providing expert advice to financial institutions on maximizing risk-adjusted returns. The company also offers research, analytics, models, and technology as part of their integrated service offering.

Go-to-market motion1 record

Distribution channels2 records

Marketing channels4 records

Core offering

Quantitative Risk Management (QRM) is a global risk consultancy that advises financial institutions on maximizing risk-adjusted returns through an integrated offering of risk practice consulting, real-time research and intraday market data, and proprietary models delivered via a high-precision cloud technology platform. The firm specializes in balance sheet management, mortgage pipeline and MSR portfolio analytics, capital and liquidity stress testing, and insurance risk management for depository institutions, mortgage lenders, and insurance companies across more than 60 countries.

Product overview

QRM is a risk consultancy that provides a suite of integrated solutions for financial institutions. The company offers Balance Sheet Management Solutions covering capital adequacy, liquidity risk, and profitability measurement; Pipeline Management Solutions for mortgage lenders; Stress Testing Solutions for regulatory compliance; and Insurance Risk Management solutions. These are complemented by Risk Practice Consulting services, Real-Time Research and Market Data products, and a proprietary Cloud Technology Platform that delivers quarterly updates. QRM serves three primary segments: Depository Institutions, Mortgage Lenders, and Insurance Companies, providing consulting, analytics, and technology across these domains.

Differentiator

Problem solved

Functional benefit

Products and services

• Risk Practice Consulting Expert advisory service providing decision support through comprehensive risk analysis, strategy development, stress testing design, model validation, and ongoing balance sheet consulting for enterprise financial institutions across depository, mortgage, and insurance segments.
• Balance Sheet Management Solutions Comprehensive balance sheet analytics and advisory solution enabling depository institutions to measure, manage, and optimize capital adequacy (economic, regulatory, statutory), liquidity risk, profitability measurement, funds transfer pricing, ALM mismatch alignment, hedge identification and rebalancing, and investment portfolio analysis.
• Pipeline and MSR Portfolio Management Solutions Integrated mortgage pipeline and mortgage servicing rights (MSR) portfolio management solution for mortgage lenders and REITs, covering pipeline risk profiling, value at risk, profitability and hedge cost analysis, rate sheet and bulk pricing, trade management, hedge optimization, best execution, and warehouse line optimization.
• Stress Testing Solutions Comprehensive stress testing design and execution service including enterprise-wide impact analyses, recovery and resolution planning (RRP), scenario design, and traditional silo-based capital and liquidity stress testing aligned with CCAR, DFAST, and Bank of England regulatory frameworks.
• Insurance Risk Management Solutions Specialized risk management offering for insurance companies covering CECL/IFRS 9 and IFRS 17 reserving, economic capital calculation, multi-risk exposure calculation (ALM, credit, insurance, lapse, longevity, liquidity, market), statutory reserving, capital markets hedging, tactical and strategic asset allocation, and ORSA assessments.
• Real-Time Research and Market Data Subscription data and research product delivering intraday market data snapshots and real-time research outputs to enable accurate, automated risk management and finance processes for financial institution clients.
• Proprietary Trading, Pricing, and Customer Behavior Models Proprietary suite of trading and pricing models for financial instruments, plus customer behavior models for financial products, designed, developed, tested, and in some cases published by QRM researchers to support robust risk management and finance analysis under any market scenario.

Quantifiable outcome

• QRM serves over 150 financial institutions across 60+ countries, demonstrating proven track record and scale of impact.

Named customers1 record

Segments4 records

Ideal customer profiles4 records

Technology focussed Yes

API detail

Has API

No

API docs

API detail

Core technology

AI maturity

App detail

Feature3 records

Scale indicators3 records

Recent moves5 records

Expansion highlights4 records

Direct peers

• Zanders: Zanders is a niche treasury, risk, and ALM consultancy serving banks, insurers, and corporates internationally. Its specialty consulting-plus-technology model and target customer base closely mirror QRM's value proposition, making it one of the most directly comparable independent peers in the risk advisory space.
• AxiomSL: AxiomSL provides risk and regulatory reporting solutions for banks, insurers, and large corporates, with deep focus on Basel, CCAR, and liquidity reporting. Its product-led model competes with QRM's regulatory compliance and ALM advisory practice, particularly where clients want standardized technology over bespoke consulting.

Broad incumbents

• Oracle Financial Services Analytical Applications: Oracle (formerly OFSA / Oracle Financial Services) provides enterprise ALM, FTP, profitability, and regulatory capital solutions to large global banks and insurers. It overlaps with QRM's balance sheet, capital planning, and stress testing offerings, but as part of Oracle's broader financial services software suite rather than as a dedicated risk consultancy.
• Murex: Murex provides a front-to-back trading, risk, and post-trade platform widely used by capital markets participants. Its market risk, XVA, and pricing analytics overlap with QRM's trading/pricing model expertise, but Murex primarily competes as a packaged trading platform rather than through bespoke advisory services.
• Moody's Analytics: Moody's Analytics is a large incumbent offering ALM, balance sheet, credit risk, and regulatory compliance solutions (e.g., RiskFrontier, Capital Risk Viewer) to banks and insurers globally. It competes head-on with QRM across stress testing, CECL/IFRS 9, and model risk, but as part of a much broader data, ratings, and analytics portfolio.
• Bloomberg L.P. Bloomberg offers integrated market data, analytics, and risk tools via the Bloomberg Terminal used by virtually every large bank, insurer, and asset manager. Its risk and regulatory analytics modules (e.g., MRM, liquidity) directly overlap with QRM's pricing/risk model and ALM advisory work, though Bloomberg competes primarily through data and workflow rather than bespoke consulting.
• SAS Risk: SAS offers enterprise risk management, fraud, stress testing, and IFRS 9/CECL solutions used by large global banks and insurers. Its risk analytics platform overlaps with QRM's model risk and stress testing offerings, but SAS competes primarily as enterprise software rather than as a specialized risk consultancy.
• MSCI: MSCI provides risk analytics (Barra), multi-asset portfolio and risk models, and ESG/climate analytics to financial institutions. It overlaps with QRM's market risk, VaR, and pricing model capabilities, but serves a wider buy-side and sell-side audience and bundles analytics into enterprise platforms.
• Wolters Kluwer (OneSumX): Wolters Kluwer's OneSumX suite provides regulatory reporting, ALM, liquidity, and IFRS 9/17 solutions for banks and insurers. It directly competes with QRM's regulatory and balance sheet management offerings as a packaged software platform, but does not match QRM's deep bespoke consulting layer.

Emerging players

• Oliver Wyman: Oliver Wyman's Financial Services practice advises banks and insurers on risk, balance sheet, and regulatory strategy, often paired with technology implementation. It directly competes with QRM in advisory mandates, especially around model validation, capital, and stress testing, but draws on broader management consulting resources rather than a dedicated risk IP stack.

Market position

Strengths4 records

Weaknesses4 records

Competitive moat4 records

Key risks5 records

Key highlights6 records

Customer concentration

• LinkedInlinkedin.com/company/quantitative-risk-management

Revenue estimate

Valuation estimate

Number of profiles

Profiles2 records

Funding overview

Funding rounds

Investors

Funding detail is available on the Subscription and Enterprise plan.Contact sales →

M&A

Investments

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

Frequently asked questions about Quantitative Risk Managment