JCapRisk

Quantitative capital and risk solutions that stand up to scrutiny.

JCapRisk solves urgent capital and risk problems for banks and regulated financial institutions. We build quantitative solutions across data, methodology, process, governance, controls, and software. We take them through testing, validation readiness, production, and handover.

Built for scrutiny. Designed for control. Less manual effort. Lower complexity. Better use of capital and specialist resources.

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Confidential. No fee. No commitment.

Why institutions work with JCapRisk

Quantitative rigor. Clear ownership. Transferable results.

Built for scrutinyTransparent methods. Strong testing. Clear evidence. Robust governance.

Institutional experienceSenior experience across capital, risk, models, regulation, and technology.

Quantitative and practicalDeep modeling expertise linked to capital, controls, systems, and management use.

International contextExperience across Swiss and international regulatory environments.

Specialist capacityApproved specialists can support defined quantitative, process, data, and software workstreams.

End-to-end deliveryUrgent stabilization. Methodology. Process. Governance. Software. Validation readiness. Handover.

For banks and regulated financial institutions under regulatory, delivery, and cost pressure. Especially when critical work cannot wait for a permanent hire.

View the Delivery Bridge

Immediate Delivery Bridge

Critical work cannot wait for the perfect hire.

A vacant role or delayed hire can leave essential work without an owner. A deadline can make the gap urgent. JCapRisk takes time-limited ownership of a defined workstream. We deliver the agreed outputs and transfer a controlled, documented solution to the permanent team.

Quantitative delivery gap

Modeling, analysis, testing, documentation, monitoring, and reporting must continue during recruitment or reorganization.

Regulatory or validation deadline

A finding or remediation commitment needs senior ownership, clear evidence, and a firm timetable.

Capital and stress testing pressure

ICAAP, capital planning, stress testing, risk appetite, and executive reporting cannot wait.

Process and software gap

A manual or fragmented process needs redesign, controls, software implementation, testing, and production handover.

Not staff augmentation. Every Delivery Bridge has a defined problem, scope, milestones, outputs, acceptance criteria, and handover point. Permanent hiring can continue in parallel.

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Problems we solve

When technical risk issues become executive problems.

Risk, capital, and control functions face tougher standards, scarce capacity, and cost pressure. JCapRisk fixes the quantitative issue and the operating model behind it.

Regulatory and validation findings

Open findings often have one cause: methodology, data, implementation, documentation, and governance are managed separately. JCapRisk connects them in one remediation plan.

Model deterioration and calibration weaknesses

Weak performance, unstable parameters, overlays, and hidden conservatism need more than a statistical fix. We review the full model and decision process.

Stress testing, ICAAP, and risk appetite

Scenarios, model response, capital impact, governance, and management use must work as one framework.

Integration and legacy retirement

Mergers, platform changes, and model consolidation create linked technical and control risks. They need clear ownership and a controlled transition.

Process, software, and resource efficiency

Manual calculations, controls, and reporting absorb scarce capacity. We redesign the process and implement controlled software, checks, monitoring, and reporting.

Primary solutions

Defined work. Clear outcomes.

Start with the problem, deadline, and decision need. We define the smallest viable work package. We can also deliver the full chain from methodology and data to process, governance, software, testing, validation readiness, and handover.

Quantitative Risk Delivery Bridge

Critical capital or risk work cannot wait for a permanent hire, internal reorganization, or full program launch.

Discuss a Delivery Bridge

Typical durationSix weeks to six months

Commercial modelTime-limited work package, milestones, or defined monthly engagement

Typical outputs

Rapid stabilization and prioritized delivery plan
Ownership of agreed quantitative deliverables
Modeling, analysis, testing, and documentation
Process, governance, controls, and decision forums
Software implementation or automation where required
Management reporting and transparent issue escalation
Knowledge transfer and structured handover

Engagement parameters

Target institution: Banks and regulated financial institutions with urgent capital or risk work and a temporary ownership gap.
Consequences of delay: Missed deadlines. Open findings. Weak management information. Duplicated effort. Operational risk.
Client responsibilities: Confirm scope and decision rights. Provide access, evidence, accountable stakeholders, and timely decisions.
Delivery and governance: Founder-led ownership. Clear milestones. Decision forums. Controls. Transparent reporting.
Acceptance criteria: Deliverables completed. Limits documented. Operating ownership established. Handover accepted.
Relevant experience: Senior institutional experience across modeling, capital, stress testing, remediation, automation, governance, and handover.

Capital and Risk Diagnostic

Management needs a clear, independent view of a model, capital, regulatory, or delivery problem.

Discuss a diagnostic

Typical duration Two to six weeks

Commercial model Fixed fee

Typical outputs

Executive current-state assessment
Regulatory and validation gap analysis
Risk and dependency inventory
Capital-impact hypotheses
Immediate control actions
Remediation roadmap
Resource and governance plan

Engagement parameters

Target institution: Banks and regulated financial institutions that need an independent view of a model, capital, regulatory, or delivery problem.
Consequence of delay: Unclear root causes delay decisions, increase cost, and weaken management confidence.
Client responsibilities: Provide relevant documents, data, stakeholder access, and decision criteria.
Delivery and governance: Founder-led assessment. Evidence review. Focused interviews. Executive readout.
Acceptance criteria: A clear current-state view, prioritized findings, and an agreed action plan.
Relevant experience: Senior institutional work across diagnostics, capital frameworks, remediation, integration, and model governance.

Regulatory Model Remediation

A regulatory, validation, audit, or model-risk issue has a firm deadline.

Discuss remediation

Typical duration Eight to sixteen weeks

Commercial model Fixed fee by milestone or work package

Typical outputs

Root-cause analysis
Methodology refinement
Calibration and backtesting
Stability and sensitivity analysis
Overlay and conservatism review
Monitoring design
Documentation and governance package
Validation-readiness support

Engagement parameters

Target institution: Institutions facing regulatory, validation, audit, or model-risk issues with a defined deadline.
Consequence of delay: Open issues can restrict model use, weaken governance, delay delivery, and affect capital decisions.
Client responsibilities: Confirm the issue. Provide evidence and data. Assign accountable stakeholders. Make timely decisions.
Delivery and governance: Defined workstreams. Senior methodology ownership. Implementation coordination. Regular decision forums.
Acceptance criteria: Tested changes. Clear evidence. Documented limitations. A validation-ready governance package.
Relevant experience: Senior remediation experience across Swiss, US, UK, and European regulatory environments.

Model Development and Industrialization

A quantitative model must be built, replaced, materially changed, or moved into controlled production.

Discuss a model program

Typical durationThree to twelve months

Commercial model Milestones or managed work packages

Typical outputs

Requirements, data, and process assessment
Methodology and quantitative implementation
Software requirements and solution design
Benchmarking, testing, and validation support
Controls, monitoring, and management reporting
Production integration and transition
Documentation, training, and knowledge transfer

Engagement parameters

Target institution: Institutions building, replacing, materially changing, or industrializing quantitative capital or risk models.
Consequence of delay: Fragmented methodology, process, and software increase rework, maintenance cost, operational risk, and validation pressure.
Client responsibilities: Provide requirements, data, process owners, subject-matter input, technology access, and timely design decisions.
Delivery and governance: One delivery chain. Methodology. Process. Software. Testing. Controls. Documentation. Monitoring. Production transition.
Acceptance criteria: Agreed methodological, functional, software, control, security, documentation, and handover criteria are met.
Relevant experience: Senior institutional experience across IRB credit risk, operational-risk capital, stress testing, automation, and production transition.

Risk Process, Governance, and Software Implementation

A risk or capital process is manual, fragmented, costly, or hard to control. The institution needs a production-ready solution.

Discuss implementation

Typical durationSix weeks to nine months

Commercial modelMilestones, managed work packages, or a time-limited delivery bridge

Typical outputs

Current-state process and control map
Target operating model and governance
Business, data, and software requirements
Solution architecture and implementation plan
Quantitative software build or integration
Automated controls and exception management
Testing, deployment, and monitoring
Operating procedures, training, and handover

Engagement parameters

Target institution: Institutions that need to redesign, implement, or automate a risk, capital, model, or regulatory process.
Consequence of delay: Manual effort, inconsistent results, delayed reporting, operational risk, and dependence on scarce specialists or legacy tools.
Client responsibilities: Provide process owners, data and system access, architecture and security requirements, and timely decisions.
Delivery and governance: Founder-led delivery across methodology, process, governance, controls, and software. Approved specialists support where needed.
Acceptance criteria: The solution meets agreed functional, methodological, control, testing, security, integration, documentation, and handover criteria.
Relevant experience: Senior institutional work across R-based workflows, automated reporting, controls, legacy replacement, and production transition.

Need something not listed?

Send the problem, deadline, and required outcome. We will assess a focused work package and the right delivery model.

Discuss a specific request

Timelines are confirmed after scope, dependencies, and client responsibilities are agreed.

Supporting capabilities

We solve the full problem, not one isolated symptom. We connect methodology, data, process, governance, controls, software, and operating ownership.

Stress testing, capital, and balance sheet

What we provide: Integrated support across regulatory capital, ICAAP, IRRBB, NII, stress testing, and risk appetite.

Why it matters: Risk, Treasury, Finance, and senior leaders work from one coherent view.

Risk technology, AI, and transformation

What we provide: Data, quantitative software, automation, Applied AI, and cross-functional implementation.

Why it matters: Less manual work. Stronger controls. More scalable delivery.

Fractional quantitative risk leadership

What we provide: Senior methodology and delivery ownership without a permanent executive appointment.

Why it matters: One accountable lead keeps complex work moving.

Senior specialist team mobilization

What we provide: Approved specialists across quantitative risk, non-financial risk and controls, Treasury, balance sheet, investment risk, model validation, finance, data, and technology for defined workstreams.

Why it matters: The right expertise is added without losing accountability.

Delivery model

From issue to controlled handover.

Diagnose

Clarify the problem, decision, evidence, stakeholders, constraints, and success criteria.

Design

Set the target method, operating model, work packages, responsibilities, governance, and acceptance criteria.

Build and implement

Develop data, models, process, software, controls, tests, documentation, and management outputs as one solution.

Prepare for scrutiny

Challenge assumptions. Test sensitivity and stability. Build the evidence for validation, audit, and governance review.

Govern and industrialize

Embed ownership. Replace fragile manual steps with controlled workflows, interfaces, monitoring, and exception handling.

Transfer

Document decisions. Transfer knowledge. Complete handover. Reduce long-term external dependence.

Working with JCapRisk

Terms are clear before work starts. Scope, confidentiality, access, technology, specialists, governance, acceptance, and handover are agreed upfront.

Clear contract. Clear accountability.

Each engagement names the contracting entity, engagement lead, scope, responsibilities, and decision path.

Confidentiality and access

Conflict checks, system access, and information handling are agreed before work starts.

Defined scope and acceptance

Work packages state deliverables, dependencies, client responsibilities, exclusions, acceptance, and change control.

Senior leadership

Dr. Jasmin Šahbegović is the named engagement lead and accountable client contact.

Knowledge transfer

Documentation, continuity, knowledge transfer, and handover are part of the engagement.

Approved specialists and delivery partners

Independent specialists and delivery partners support defined workstreams only after availability, conflict, security, role and client checks are complete.

Partners

Integrated risk expertise. Technology delivery. One coordinated solution.

Complex capital and risk challenges increasingly extend beyond methodology. Sustainable solutions can require data analysis, architecture, technology implementation, automation, project delivery and controlled transition into operation.

JCapRisk works with selected delivery partners where complementary capabilities strengthen the client outcome.

MDS Digital AG

Technology & Delivery Partner

JCapRisk and MDS Digital collaborate on assignments where quantitative capital and risk solutions require broader technology and implementation capabilities.

Together, JCapRisk and MDS Digital can provide integrated capital, risk, data and technology solutions for regulated financial institutions.

JCapRisk leads

Senior ownership of the capital, risk, quantitative methodology, regulatory, model and governance dimensions of the engagement.

Capital and risk methodology
Quantitative models
Regulatory and validation readiness
Model governance and controls
Risk and capital decision support
Senior engagement leadership

MDS Digital contributes

Complementary technology, architecture and implementation capabilities required to translate defined solutions into robust operating environments.

IT Consulting & Digital Transformation
Business Analysis & Solution Architecture
IT Services & Application Management

Certified quality and information-security management: ISO 9001 / ISO 27001

Additional senior risk expertise: Senior specialists can support defined workstreams with extensive leadership and hands-on experience across quantitative risk, model validation, model governance and risk analytics, including regulator-facing responsibilities, subject to availability, conflict checks, confidentiality and client approval.

Integrated delivery chain

Capital & Risk Methodology

Controls & Governance

Technical Architecture, Implementation & Automation

Production & Handover

The delivery model, responsibilities and client interfaces are defined for each engagement. For JCapRisk-led capital and risk assignments, JCapRisk remains the accountable client interface for the JCapRisk scope, while partner responsibilities, access and deliverables are agreed transparently with the client.

Discuss a capital or risk challenge Visit MDS Digital

References

Evidence from prior institutional roles.

Selected experience across capital, models, validation, stress testing, process redesign, software implementation, integration, governance, and automation.

View references

Dr. Jasmin Šahbegović, founder and engagement lead of JCapRisk

Why JCapRisk

Senior accountability. Specialist depth.

Dr. Jasmin Šahbegović. Founder and Engagement Lead.

Capital and risk executive. PhD in Mathematics. More than 15 years in regulated financial institutions.

Experience across models, remediation, stress testing, capital, process redesign, risk technology, software, and governance.

Led specialist teams from diagnosis and methodology through implementation, testing, validation readiness, governance, and handover.

Every engagement is led by Dr. Jasmin Šahbegović.

Approved specialists and delivery partners can support defined workstreams. This remains subject to scope, availability, conflict checks, and client approval.

One accountable lead remains responsible for priorities, quality, coordination, communication, delivery, and knowledge transfer.

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Insights

Questions to resolve early.

When is a model finding a delivery problem?

Findings persist when methodology, data, implementation, documentation, and governance are fixed separately. Sustainable closure needs one end-to-end view.

Discuss the issue

Is conservatism justified or avoidable?

The answer needs evidence on performance, assumptions, overlays, data limits, uncertainty, and governance. It is not a simple parameter choice.

Discuss the issue

What does industrialization mean?

It turns expert analysis into a controlled capability. Data flows, software, ownership, controls, testing, monitoring, documentation, governance, and handover all matter.

Discuss the issue

Contact

Start with the problem.

Share the issue, deadline, and required outcome. We will assess a Delivery Bridge, a defined work package, or a tailored model.

Dr. Jasmin Šahbegović Founder and Engagement Lead
info@jcaprisk.ch
Switzerland
JCapRisk – Dr. Jasmin Šahbegović, Kreuzlingen, Switzerland

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