Effective Management of Non-Financial Risks

Non-Financial Risk

Comprehensive consulting for the identification, assessment, and management of non-financial risks in your organization. From Operational Risk to Compliance and Cyber Risks, through to ESG risks and reputation management.

  • Regulatory Compliance
  • Improved Risk Resilience
  • Optimized Business Processes

Your strategic success starts here

Our clients trust our expertise in digital transformation, compliance, and risk management

30 Minutes • Non-binding • Immediately available

For optimal preparation of your strategy session:

  • Your strategic goals and objectives
  • Desired business outcomes and ROI
  • Steps already taken

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Certifications, Partners and more...

ISO 9001 CertifiedISO 27001 CertifiedISO 14001 CertifiedBeyondTrust PartnerBVMW Bundesverband MitgliedMitigant PartnerGoogle PartnerTop 100 InnovatorMicrosoft AzureAmazon Web Services

Comprehensive Non-Financial Risk Management

Our Strengths

  • Deep expertise in regulatory requirements (BaFin, EBA)
  • Experience with advanced risk management methods
  • Proven implementation strategies with demonstrable success

Expert Tip

Organizations with integrated NFR management systems experience 37% lower regulatory penalties and respond 28% faster to market disruptions.

ADVISORI in Numbers

11+

Years of Experience

120+

Employees

520+

Projects

We guide you with a structured approach in developing and implementing your Non-Financial Risk Management.

Our Approach:

Analysis of existing risk situation and processes

Development of tailored risk management frameworks

Implementation, training, and continuous improvement

"Effective management of non-financial risks is crucial for risk resilience and the long-term success of an organization in an increasingly complex regulatory and business environment."
Andreas Krekel

Andreas Krekel

Head of Risk Management, Regulatory Reporting

Expertise & Experience:

10+ years of experience, SQL, R-Studio, BAIS-MSG, ABACUS, SAPBA, HPQC, JIRA, MS Office, SAS, Business Process Manager, IBM Operational Decision Management

Our Services

We offer you tailored solutions for your digital transformation

Operational Risk Management

Identification, assessment, and management of operational risks in your organization

  • Process Risk Management
  • Business Continuity Management
  • Outsourcing Risk Management

Cyber and IT Risk Management

Protection of your IT infrastructure and data from cyber threats

  • IT Risk Assessment and Management
  • Cyber Security Concepts
  • Data Protection and Information Security

Compliance and Anti-Financial Crime

Compliance with regulatory requirements and combating financial crime

  • Anti-Money Laundering and KYC
  • Compliance Management Systems
  • Fraud Prevention and Forensics

Our Competencies in Risikomanagement

Choose the area that fits your requirements

Data-Driven Risk Management & AI Solutions

Transform your risk management through the targeted use of advanced data analytics and artificial intelligence. Our solutions enable more precise risk analyses, earlier risk identification, and more efficient risk processes through the use of Advanced Analytics, machine learning, and automation.

ESG Risk Management

Develop comprehensive ESG risk management that systematically captures, assesses, and controls both physical and transitional risks. Draw on our expertise to meet regulatory requirements while identifying and capturing the opportunities of the green transition.

Financial Risk

Comprehensive consulting for the identification, assessment, and control of market, credit, and liquidity risks in your organization.

Frequently Asked Questions about Non-Financial Risk

What are non-financial risks and why are they important?

Non-Financial Risks (NFR) encompass all risks that are not directly related to financial market movements or credit defaults, but can still have significant financial and reputational impacts:

🔍 **Definition and Delineation**

**Operational Risk**: Risks from internal processes, systems, human error, or external events
**Compliance Risks**: Risks from non-compliance with laws, regulations, and internal policies
**Cyber and IT Risks**: Threats to IT infrastructure, data security, and system availability
**Reputation Risks**: Potential damage to the organization's reputation and brand
**ESG Risks**: Risks related to environmental, social, and governance factors
**Conduct Risk**: Risks from inappropriate behavior by employees or business partners
**Strategic Risks**: Risks from poor decisions in business model development

📊 **Significance for Organizations**

**Financial Impact**: NFR can lead to significant financial losses (e.g., business interruptions, fines, legal costs)
**Regulatory Focus**: Increasing supervisory requirements for managing non-financial risks
**Reputation Damage**: Long-term negative effects on customer trust and market position
**Strategic Implications**: Influence on business decisions, product development, and market expansion
**Competitive Advantage**: Effective NFR management as a market differentiator⚙️ **Management Challenges**
**Quantification**: Difficulty in measuring and assessing qualitative risks
**Data Quality**: Limited historical data for risk modeling and forecasting
**Interdependencies**: Complex interactions between different risk types
**Risk Transfer**: Limited options for hedging or transferring non-financial risks
**Cultural Aspects**: Need for enterprise-wide risk culture and awareness

What are the regulatory requirements for Non-Financial Risk Management?

Regulatory requirements for Non-Financial Risk Management have increased significantly in recent years and include various regulations and standards:

🏦 **BaFin and MaRisk**

**5th MaRisk Amendment 2023**: Explicit requirements for integrating NFR into risk-bearing capacity calculations
**Three-Lines-of-Defense Model**: Mandatory implementation with central NFR management unit
**Risk Capital Quantification**: Requirement to use advanced scenario analysis methods
**Annual Stress Tests**: Mandatory execution for critical NFR categories such as cyber resilience or ESG compliance

🇪 🇺 **European Banking Authority (EBA)**

**EBA Guidelines on ICT Risk Assessment (2024)**: Standardized KRIs (Key Risk Indicators) for IT system disruptions
**EBA NFR Reporting Standard v2.1**:

78 mandatory data elements for risk disclosure

**SREP Process**: Integration of NFR into the supervisory review and evaluation process
**Proportionality Principle**: Requirements dependent on size, complexity, and risk profile of the institution

🌐 **International Standards**

**Basel Committee on Banking Supervision**: Guidelines for operational risk management
**ISO 31000:2024**: Risk management standard with expanded focus on AI-based risk early detection
**COSO ERM

2023 Update**: Integration of dynamic risk capital calculations

**TCFD (Task Force on Climate-related Financial Disclosures)**: Requirements for climate-related risk disclosure

📋 **Industry-Specific Requirements**

**Financial Sector**: Specific requirements for banks, insurance companies, and asset management firms
**Energy Sector**: Special requirements for cyber risk management for critical infrastructure
**Healthcare**: Specific requirements for protecting sensitive patient data
**Telecommunications**: Special requirements for operational reliability and data protection⚙️ **Implementation Requirements**
**Documentation Obligations**: Comprehensive documentation of risk assessments, controls, and measures
**Reporting**: Regular reporting to supervisory authorities and internal stakeholders
**Training Requirements**: Regular training for employees and management
**Review Obligations**: Regular independent review of NFR management effectiveness

How do you develop an effective Non-Financial Risk Management Framework?

Developing an effective Non-Financial Risk Management Framework requires a structured approach and integration of various components:🏗️ **Fundamental Architecture**

**Governance Structure**: Clear definition of roles, responsibilities, and reporting lines
**Three-Lines-of-Defense Model**: - First Line: Business units with risk identification obligation via Embedded Risk Controls - Second Line: Central NFR unit for methodology development and risk aggregation - Third Line: Independent risk audits by internal audit
**Risk Taxonomy**: Development of organization-specific NFR taxonomy with at least

150 risk drivers

**Risk Appetite**: Definition of quantitative and qualitative risk appetite statements for all NFR categories

📊 **Methodological Components**

**Risk Assessment Methodology**: Combination of qualitative and quantitative approaches
**Scenario Analysis**: Development of plausible worst-case scenarios for critical risks
**Key Risk Indicators (KRIs)**: Definition of early warning indicators with thresholds
**Control Framework**: Systematic capture and assessment of controls
**Loss Data Collection**: Systematic capture and analysis of loss events

💻 **Technology Support**

**GRC Platforms**: Integrated Governance, Risk & Compliance systems
**Automated Control Testing**: Continuous Control Monitoring for critical controls
**Predictive Analytics**: AI-based prediction of potential risk situations
**Dashboarding**: Real-time visualization of risk profiles and trends
**Process Mining**: Automated identification of process risks

🔄 **Implementation Phases**

**Phase 1: Risk Inventory and Taxonomy Development

**

Comprehensive inventory of all NFR categories
Development of tailored risk taxonomy
Alignment with regulatory requirements
**Phase 2: Risk Assessment and Prioritization

**

Assessment of probability and impact
Prioritization based on risk matrix
Identification of top risks for detailed analysis
**Phase 3: Control Design and Implementation

**

Development of effective controls for prioritized risks
Implementation of controls in business processes
Training of employees on controls
**Phase 4: Monitoring and Continuous Improvement

**

Regular review of control effectiveness
Update of risk assessments
Adaptation of framework to changing conditions

🌱 **Cultural Aspects**

**Tone from the Top**: Visible commitment from leadership
**Risk Awareness**: Promotion of enterprise-wide risk culture
**Incentive Systems**: Integration of risk management in performance evaluations
**Communication**: Regular communication on risk topics
**Training**: Continuous education on NFR management

What role does the Three-Lines-of-Defense Model play in NFR management?

The Three-Lines-of-Defense Model forms the organizational backbone of effective NFR management and defines clear responsibilities:

🏢 **First Line of Defense**

Business units with direct risk identification obligation
Embedded Risk Controls in business processes
Daily risk management activities
Responsibility for risk mitigation measures
Regular self-assessments (Risk Control Self Assessments)

🔍 **Second Line of Defense**

Central NFR unit for methodology development
Risk aggregation and reporting
Monitoring compliance with policies
Development of risk management frameworks
Support for First Line on complex risk issues

🔎 **Third Line of Defense**

Independent risk audits by internal audit
Review of risk management effectiveness
Reporting to board and supervisory board
Identification of improvement opportunities
Independent assessment of risk situation⚙️ **Implementation Aspects**
Clear delineation of responsibilities
Avoidance of duplication and control gaps
Establishment of effective communication channels
Regular review of model effectiveness
Adaptation to organizational changes

How can non-financial risks be quantified?

Quantifying non-financial risks requires advanced methods that combine qualitative and quantitative approaches:

📊 **Statistical Modeling Approaches**

Monte Carlo simulations for reputation risk quantification
Bayesian Belief Networks for modeling cascading risk effects
Extreme Value Theory for tail-risk events
Multivariate regression models for risk driver analysis
Copula functions for modeling risk dependencies

🔢 **Scenario Analysis Techniques**

Structured expert workshops for scenario development
Reverse Stress Testing for critical risk scenarios
Multi-factor scenarios with correlation analyses
Historical simulation based on loss data
Forward-Looking Assessments with future projections

📱 **Data-Driven Approaches**

Natural Language Processing for text data analysis
Social Media Sentiment Analysis for reputation risks
Machine Learning for anomaly detection
Process Mining for identifying process risks
Big Data Analytics for pattern recognition

🧮 **Risk Metrics and KRIs**

Risk Exposure Reduction Rate (annual reduction of risk profile)
Control Effectiveness Index (effectiveness of implemented controls)
Regulatory Gap Closure Velocity (time to close compliance gaps)
Risk-Weighted Asset Equivalent for NFR capital allocation
Expected Loss vs. Unexpected Loss modeling

What role do ESG risks play in Non-Financial Risk Management?

ESG risks (Environmental, Social, Governance) have evolved into a central component of NFR management:

🌍 **Environmental Risks**

Climate change risks (physical and transition risks)
Resource scarcity and biodiversity loss
Environmental pollution and waste management
Energy efficiency and renewable energy
Carbon footprint and emissions reduction

👥 **Social Risks**

Labor standards and human rights
Diversity and inclusion
Health and safety in the workplace
Data protection and information security
Community relations and social impacts🏛️ **Governance Risks**
Corporate ethics and compliance
Board structure and compensation
Transparency and disclosure
Anti-corruption and bribery
Risk management and internal controls

📋 **Regulatory Requirements**

EU Taxonomy for sustainable activities
Corporate Sustainability Reporting Directive (CSRD)
Sustainable Finance Disclosure Regulation (SFDR)
Task Force on Climate-related Financial Disclosures (TCFD)
Supply Chain Act and Due Diligence requirements

How do you integrate cyber risks into NFR management?

Integrating cyber risks into NFR management requires a specialized approach:

🔒 **Cyber Risk Taxonomy**

Data theft and loss
System failures and business interruptions
Ransomware and malware attacks
Social engineering and phishing
Advanced Persistent Threats (APTs)🛡️ **Cyber Risk Assessment**
Threat Intelligence and Vulnerability Scanning
Penetration testing and Red Team exercises
Cyber Risk Scoring and quantification
Attack Surface Management
Third-Party Cyber Risk Assessment

📊 **Cyber KRIs and Metrics**

Mean Time to Detect (MTTD) for security incidents
Mean Time to Respond (MTTR) for Incident Response
Patch Management Compliance Rate
Security Awareness Training Completion Rate
Successful Phishing Simulation Rate

🔄 **Cyber Resilience**

Incident Response Planning and Testing
Cyber Crisis Management
Backup and Recovery strategies
Cyber insurance and risk transfer
Cyber emergency exercises and simulations

What role does AI play in modern NFR management?

Artificial Intelligence is revolutionizing NFR management through effective applications:

🔍 **Risk Identification and Early Detection**

Natural Language Processing for analyzing regulatory changes
Anomaly detection in transaction and behavioral data
Automated identification of new risk sources
Predictive Analytics for emerging risks
Sentiment Analysis for reputation risks

📊 **Risk Assessment and Quantification**

Machine Learning for risk assessment models
Deep Learning for complex risk patterns
Automated scenario analysis and simulation
AI-supported correlation analysis between risk factors
Reinforcement Learning for risk mitigation strategies🛠️ **Risk Control and Monitoring**
Continuous Control Monitoring with AI support
Automated compliance checks
AI-supported fraud detection
Robotic Process Automation for control testing
Computer Vision for physical security controls⚠️ **Challenges and Risks**
Explainability and transparency of AI decisions
Data quality and availability
Model risks and Algorithmic Bias
Ethical implications of AI applications
Regulatory requirements for AI systems

How do you measure the success of NFR management?

Measuring success in NFR management requires a differentiated system of metrics:

📉 **Risk Reduction Metrics**

Risk Exposure Reduction Rate (annual reduction of risk profile)
Incident Frequency Reduction (reduction in incident frequency)
Loss Event Reduction (reduction in loss amounts)
Near-Miss Reporting Rate (reporting of near-miss incidents)
Risk Mitigation Completion Rate (completion of risk mitigation measures)

🎯 **Control Effectiveness Metrics**

Control Effectiveness Index (effectiveness of implemented controls)
Control Testing Coverage (coverage through control testing)
Control Deficiency Remediation Time (time to remediate control weaknesses)
Automated vs. Manual Controls Ratio (ratio of automated to manual controls)
Control Self-Assessment Completion Rate (completion of self-assessments)

💼 **Business Value Metrics**

Regulatory Fine Avoidance (avoided regulatory penalties)
Capital Requirement Reduction (reduction in capital requirements)
Operational Efficiency Gains (efficiency improvements)
Insurance Premium Reduction (reduction in insurance premiums)
Reputation Value Protection (protection of reputation value)

🔄 **Process Metrics**

Issue Resolution Time (time to resolve issues)
Regulatory Gap Closure Velocity (time to close compliance gaps)
Risk Assessment Completion Rate (completion of risk assessments)
Training Completion Rate (completion of training)
Reporting Timeliness and Accuracy (timeliness and accuracy of reporting)

How do you integrate NFR management into corporate strategy?

Strategic integration of NFR management requires a comprehensive approach:

🎯 **Strategic Alignment**

Alignment with corporate goals and strategy
Integration into strategic planning processes
Consideration in business decisions
Risk-oriented resource allocation
Strategic risk tolerance definition🏛️ **Governance Integration**
Board responsibility for NFR management
Regular reporting to supervisory bodies
Integration into decision-making processes
Risk-oriented compensation systems
Clear responsibilities at all levels

💼 **Business Process Integration**

Embedding risk controls in core processes
Risk assessment in product development
Integration into project management methods
Risk-oriented budgeting
Consideration in outsourcing decisions

🌱 **Cultural Integration**

Promotion of positive risk culture
Risk awareness at all levels
Open communication about risks
Learning from mistakes and incidents
Continuous improvement of risk management

What role do reputation risks play in NFR management?

Reputation risks present a special challenge in NFR management:

🔍 **Characteristics of Reputation Risks**

Difficult to quantify and often subjective
Rapid spread through social media
Long-term effects on brand and trust
Often secondary effect of other risk types
High relevance for all stakeholders

📊 **Assessment Approaches**

Social Media Sentiment Analysis
Reputation Scorecards and Indices
Stakeholder Perception Surveys
Media Coverage Analysis
Brand Value Assessment🛡️ **Preventive Measures**
Proactive stakeholder management
Transparent communication strategy
Ethical business practices
Corporate Social Responsibility
Crisis management preparation

🔄 **Reactive Measures**

Fast and transparent crisis communication
Stakeholder engagement in crisis situations
Remediation and compensation
Lessons Learned and process improvements
Long-term reputation recovery

How does NFR management differ across industries?

NFR management has industry-specific characteristics:

🏦 **Financial Services Sector**

Strict regulatory requirements (MaRisk, BAIT, EBA Guidelines)
Focus on Operational Risk and Compliance
Quantitative capital requirements for operational risks
High importance of cyber and fraud risks
Comprehensive reporting obligations to supervisory authorities

🏭 **Industrial Sector**

Focus on supply chain and production risks
High relevance of ESG and sustainability risks
Integration into quality and safety management
Technology risks in Industry 4.0• Product liability and product safety risks

🏥 **Healthcare**

Patient safety as top priority
Strict data protection requirements
Regulatory compliance for medical devices
Risks in clinical trials
Ethical risks in medical decisions

🛒 **Retail and Consumer Goods**

Focus on supply chain and reputation risks
Product safety and recall management
Data protection for customer data
E-commerce-specific risks
Sustainability and ethical sourcing

How do you develop effective Key Risk Indicators (KRIs)?

Developing effective Key Risk Indicators (KRIs) follows a structured process:

🎯 **Characteristics of Effective KRIs**

Relevance for specific risks
Measurability and quantifiability
Predictive character (early warning indicators)
Action-oriented and controllable
Cost-effective data collection

📊 **Development Process**

Identification of relevant risk drivers
Definition of thresholds and escalation levels
Determination of data sources and collection methods
Validation through historical data and expert assessments
Regular review and adjustment

🔢 **KRI Types by Risk Categories**

Operational Risk: Process error rates, system downtime
Compliance Risk: Training rates, compliance violations
Cyber Risk: Security incidents, patch management metrics
Conduct Risk: Customer complaints, employee turnover
ESG Risk: CO 2 emissions, diversity metrics

📈 **Reporting and Monitoring**

Integration into risk dashboards
Trend analyses and benchmarking
Correlation analyses between KRIs
Automated alerting mechanisms
Regular reporting to management

How do you implement effective incident management for non-financial risks?

Effective incident management for non-financial risks includes several key components:

🔍 **Incident Identification and Classification**

Clear definition of incidents and near-misses
Multi-layered classification by severity and risk type
Low-threshold reporting options for employees
Automated detection through monitoring systems
Timely escalation of critical incidents🛠️ **Incident Response and Management**
Defined incident response processes
Clear responsibilities and escalation paths
Cross-functional incident response teams
Documentation of all measures and decisions
Communication strategies for internal and external stakeholders

📊 **Root Cause Analysis and Lessons Learned**

Structured methods for cause analysis (5-Why, Fishbone)
Identification of system weaknesses and control deficiencies
Development of sustainable corrective measures
Knowledge transfer and organizational learning
Follow-up and effectiveness review of measures

📈 **Incident Reporting and Analysis**

Central incident database
Trend analyses and pattern recognition
Quantification of losses and impacts
Regular reporting to management
Integration into overall risk management

How do you integrate outsourcing risks into NFR management?

Integrating outsourcing risks requires a specialized approach in NFR management:

🔍 **Risk Assessment Before Outsourcing**

Due diligence review of potential service providers
Criticality assessment of the function to be outsourced
Analysis of country and jurisdictional risks
Assessment of information security and data protection measures
Review of Business Continuity provisions

📋 **Contractual Safeguards**

Service Level Agreements (SLAs) with clear performance metrics
Audit and access rights for controls
Data protection and information security clauses
Exit strategies and transition arrangements
Liability and indemnification provisions

🔄 **Ongoing Monitoring**

Regular performance reviews
Continuous risk assessment
Monitoring of key indicators
Regular audits and controls
Monitoring of sub-outsourcing activities🛡️ **Governance and Oversight**
Clear responsibilities for outsourcing management
Regular reporting to management
Escalation paths for issues and incidents
Coordination with other risk functions
Regular review of outsourcing strategy

How do you integrate compliance risks into NFR management?

Integrating compliance risks into NFR management requires a systematic approach:

📋 **Compliance Risk Assessment**

Regulatory Mapping and gap analysis
Compliance Risk Assessment methodology
Prioritization based on impact and probability
Consideration of reputational and financial impacts
Assessment of control effectiveness

🔍 **Compliance Monitoring**

Continuous Compliance Monitoring
Regulatory Change Management
Compliance Testing and Reviews
Whistleblowing systems and complaint management
Compliance Incident Tracking

📊 **Compliance Reporting**

Integrated compliance dashboards
Escalation of critical compliance risks
Regular reporting to management and supervisory bodies
Regulatory Reporting to supervisory authorities
Transparent communication of compliance topics🛠️ **Compliance Controls**
Preventive controls (policies, training)
Detective controls (monitoring, testing)
Corrective controls (remediation, sanctions)
Automation of compliance controls
Integration into business processes

What role does Business Continuity Management play in the NFR framework?

Business Continuity Management (BCM) is an integral part of the NFR framework:

🔄 **BCM Lifecycle**

Business Impact Analysis (BIA)
Risk assessment and scenario analysis
Development of continuity strategies
Implementation of Business Continuity plans
Testing, exercises, and continuous improvement

🎯 **Key Components**

Recovery Time Objectives (RTOs) and Recovery Point Objectives (RPOs)
Critical business functions and processes
IT Disaster Recovery Planning
Crisis management and emergency plans
Alternative workplaces and remote work

📊 **BCM Metrics and KRIs**

BCM maturity measurement
Test and exercise effectiveness
Recovery times in tests and real incidents
Plan update frequency
Employee awareness and training

🔗 **Integration into NFR Framework**

Alignment with operational risk assessments
Coordination with cyber resilience
Consideration in outsourcing management
Integration into crisis management
Reporting within NFR reporting

How do you develop a positive risk culture for NFR management?

Developing a positive risk culture is crucial for effective NFR management:

👥 **Cultural Fundamentals**

Tone from the Top: Leadership role modeling
Open communication about risks without blame
Appreciation of risk awareness and proactive action
Transparency about risks and incidents
Continuous learning from mistakes and near-misses

🎓 **Training and Awareness**

Regular risk management training for all employees
Role-specific training for risk officers
Practical case studies and simulations
Communication campaigns on risk topics
Integration into onboarding processes

🎯 **Incentive Systems and Performance Management**

Integration of risk management in performance evaluations
Recognition for proactive risk management
Avoidance of incentives for excessive risk-taking
Consequences for non-compliance with risk policies
Rewards for reporting risks and near-misses

📊 **Culture Measurement and Development**

Regular risk culture surveys
Culture indicators and metrics
Targeted measures for culture development
Benchmarking with other organizations
Continuous improvement of risk culture

How do you integrate NFR management into mergers and acquisitions (M&A)?

Integrating NFR management into M&A processes is crucial for transaction success:

🔍 **Due Diligence Phase**

Assessment of target company's NFR profile
Identification of risk hotspots and compliance gaps
Assessment of risk management maturity
Analysis of historical incidents and losses
Assessment of risk culture and governance

💰 **Valuation and Negotiation Phase**

Quantification of identified risks
Pricing of risks into valuation
Negotiation of warranties and guarantees
Development of risk mitigation strategies
Planning of post-merger integration from risk perspective

🔄 **Integration Phase**

Harmonization of risk management frameworks
Integration of risk processes and systems
Cultural integration and change management
Training and knowledge transfer
Monitoring of integration risks

📊 **Post-Integration Monitoring**

Monitoring of risk indicators
Assessment of integrated control effectiveness
Identification of new or changed risks
Adaptation of NFR framework to new organization
Lessons Learned for future transactions

What does the future of NFR management look like?

The future of NFR management will be shaped by several trends and developments:

🤖 **Technological Innovations**

AI and Machine Learning for risk early detection
Quantum Computing for complex risk simulations
Blockchain for transparent and tamper-proof risk data
Internet of Things for real-time risk monitoring
Automation and Robotics for control testing

🌐 **Regulatory Developments**

Increasing integration of ESG into risk management requirements
Enhanced requirements for cyber resilience
Harmonization of international standards
Focus on non-financial reporting
Regulation of AI and algorithmic decisions

📊 **Methodological Advancements**

Integration of behavioral economics into risk models
Dynamic and adaptive risk modeling
Real-time risk assessment and management
Improved quantification methods for qualitative risks
Integrated consideration of risk and opportunity

🔄 **Organizational Trends**

Stronger integration into strategic decision processes
Agile risk management approaches
Decentralization of risk responsibility
Enhanced collaboration between risk functions
Development of specialized NFR competence centers

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