SlideShare a Scribd company logo
A model to
quantify
Compliance, Legal and
Contractual Risks
Prof. Hernan Huwyler, MBA CPA
Director Executive Education in Compliance, Risk, Control
IE Law and Business Schools
Gibraltar Association of Compliance Officers
effect of
uncertainty
on objectives
Risk
ISO 31000 Risks
ISO 31022 Legal risks
The objectives in compliance
are obligations
Mandatory
Laws and regulations
Contracts, permits and licenses
Voluntary
Social and environmental commitments
Business and transformation plans
Quality, fraud, ISOs, policies and
procedures
ISO 37301 Compliance
Compliance
register
Heatmaps
Risk matrices
Common malpractice
Scores
Escalation matrices
Best available data are not used
Biases are not minimized
Investment, control, insurance
and legal decisions are no made
Corporate defense is not efective
Qualitative assessments
What is wrong about risk matrices, Tony Cox, 2008
> worse than useless
Further thoughts on the utility of risk matrices, David
Ball, 2013 > untrustworthy picture
Some extensions on risk matrix approach, Huihui Ni, 2010
> defects still left unresolved
On the origin of probability consequence diagrams, Ben
Ale, 2015 > single factor impacts
Problems with scoring methods and ordinal scales, Doug
Hubbard, 2010 > arbitrary features of the scoring
Recommendations on the use and design of risk
matrices, Niels Duijm, 2015 > aggregation is
problematical
Back to Basics: Risk Matrices and ALARP, Glen
Wilkinson, 2010 > unable to compare risks
Debunked by science
Understanding that planning
compliance actions, controls, liability
reserves, legal responses and insurance
cannot be done with a wet finger in the
air is intuitive
Ignorance of
probabilistic models is
the issue
Compliance
risk
modeling
US Organizational Sentencing
Guideline
Prioritize periodically the elements
of the program in order to
focus on preventing and detecting
the criminal conduct
identified in the risk assessment
process as most likely to
occur
US Organizational Sentencing
Guideline
What is expected?
• A reasonable risk based approach
• Stronger controls addressing
higher risks
• Consistent application of controls
to risks
• Documenting the risk assessment
• Periodic review of the risk analysis
Distributions of events
Consequences
Impact
Log-normal > Long tail losses
Pareto > Only large losses
Normal > Symetrical
Causes
Frequency
Poisson > More than one event per year
Bernoulli > Less than one event per year
Triangular > Unsual, few data
Chain of events
First
tier losses
Penalties and compensations
Fines and sanctions
Legal and remediation costs
Loss of customers
Marketing depreciation
Loss of licenses and stock price
Second
tier losses
Types of losses
• Penalties, fines and punitive
damages
• Private settlements
• Legal fees and investigation costs
• Product liabilities and recalls
• Disadvantage with suppliers
• Withdrawal of capital
• Increased staff rotation
• Increased costs
• Lost of revenue by voided contracts
• Lost of market capitalization
Inputs and outputs
Techniques
Decision trees
Monte Carlo Simulations
Calibrated estimates
Histograms
Loss exceedance curves
Graphs
Sources of risk data
Internal
Paid compensations, fines and credits
Fraud losses, legal fees and complains
Investigation and response costs
Industry studies
Enforcement trackers
Case analysis
External
Log-normal distribution
Min Max
Confidence Interval
Loss £
Nr
Cases
Risk model
Business case
A Housing Maintenance Code provides for
a civil penalty of a minimum of $1,000 with
a maximum of $3,000 for lead violations
A Copyright Infringement Law sets
penalties of $200 to $150,000 for each work
infringed and attorney's fees and court
costs
Business case
A Privacy Regulation imposes fines in the
range from $100 to $50,000 per violation,
with a total of $25,000 to $1.5 million for all
violations of a single requirement in a
calendar year
A contractual clause sets a penalty for
invoices received beyond the 2 months
after a compulsory deadline. It applies an
immediate penalty of 5% of the value of the
invoice per month of delay with a minimum
of $200 penalty up to a maximum of 30% of
the value of the invoice
Model
demo
/in/hernanwyler
mastodon.world/
@hewyler
hewyler
Let´s connect

More Related Content

Similar to Model to Quantify Compliance Risks.pdf

Vendor risk management 2013
Vendor risk management 2013Vendor risk management 2013
Vendor risk management 2013Nidhi Gupta
 
Qualitative AnalysisLearning ObjectivesDiscu.docx
Qualitative AnalysisLearning ObjectivesDiscu.docxQualitative AnalysisLearning ObjectivesDiscu.docx
Qualitative AnalysisLearning ObjectivesDiscu.docx
amrit47
 
171713161 953dfggggg36579-nebosh-igc1-revision (4)
171713161 953dfggggg36579-nebosh-igc1-revision (4)171713161 953dfggggg36579-nebosh-igc1-revision (4)
171713161 953dfggggg36579-nebosh-igc1-revision (4)pmbeng
 
Effektiv riskhantering - teori vs praktik - IBM Smarter Business 2011
Effektiv riskhantering - teori vs praktik - IBM Smarter Business 2011Effektiv riskhantering - teori vs praktik - IBM Smarter Business 2011
Effektiv riskhantering - teori vs praktik - IBM Smarter Business 2011
IBM Sverige
 
Boards of Directors and GDPR Prof. Hernan Huwyler, MBA CPA
Boards of Directors and GDPR Prof. Hernan Huwyler, MBA CPABoards of Directors and GDPR Prof. Hernan Huwyler, MBA CPA
Boards of Directors and GDPR Prof. Hernan Huwyler, MBA CPA
Hernan Huwyler, MBA CPA
 
Banking update for eastern connecticut chamber of commerce
Banking update for eastern connecticut chamber of commerceBanking update for eastern connecticut chamber of commerce
Banking update for eastern connecticut chamber of commerceJED Consulting Services LLC
 
International Standard on Assurance Engagements ISAE 3000 Audits
International Standard on Assurance Engagements ISAE 3000 AuditsInternational Standard on Assurance Engagements ISAE 3000 Audits
International Standard on Assurance Engagements ISAE 3000 Audits
Hernan Huwyler, MBA CPA
 
ISO 31022 Management of Legal Risks IE Law School Masterclass Hernan Huwyler
ISO 31022 Management of Legal Risks IE Law School Masterclass Hernan Huwyler ISO 31022 Management of Legal Risks IE Law School Masterclass Hernan Huwyler
ISO 31022 Management of Legal Risks IE Law School Masterclass Hernan Huwyler
Hernan Huwyler, MBA CPA
 
Corruption Risk Assessment
Corruption Risk AssessmentCorruption Risk Assessment
Corruption Risk AssessmentJasmeet Wadehra
 
Non-investment Issues In Manager Evaluation - A Brief Overview
Non-investment Issues In Manager Evaluation - A Brief OverviewNon-investment Issues In Manager Evaluation - A Brief Overview
Non-investment Issues In Manager Evaluation - A Brief Overview
amadei77
 
Risk assessment and internal controls - Internal Audit
Risk assessment and internal controls - Internal AuditRisk assessment and internal controls - Internal Audit
Risk assessment and internal controls - Internal Audit
Smitesh Bhosale
 
Vendor Management - Compliance Checklist Manifesto Series
Vendor Management - Compliance Checklist Manifesto SeriesVendor Management - Compliance Checklist Manifesto Series
Vendor Management - Compliance Checklist Manifesto Series
Continuity Control
 
Meet the buyer - July 2010
Meet the buyer - July 2010Meet the buyer - July 2010
Meet the buyer - July 2010
Business Link South West - Events
 
Managing Privacy Risk and Promoting Ethical Culture in the Digital Age
Managing Privacy Risk and Promoting Ethical Culture in the Digital AgeManaging Privacy Risk and Promoting Ethical Culture in the Digital Age
Managing Privacy Risk and Promoting Ethical Culture in the Digital Age
Perficient, Inc.
 
Information Security Program & PCI Compliance Planning for your Business
Information Security Program & PCI Compliance Planning for your BusinessInformation Security Program & PCI Compliance Planning for your Business
Information Security Program & PCI Compliance Planning for your Business
Laura Perry
 
Integrated Trade Compliance Strategy Presentation October 2010
Integrated Trade Compliance Strategy Presentation October 2010Integrated Trade Compliance Strategy Presentation October 2010
Integrated Trade Compliance Strategy Presentation October 2010
GHY International
 
Exploring Relationship Between Risk & Compliance
Exploring Relationship Between Risk & ComplianceExploring Relationship Between Risk & Compliance
Exploring Relationship Between Risk & Compliance
ComplianceTrack
 
Info Security & PCI(original)
Info Security & PCI(original)Info Security & PCI(original)
Info Security & PCI(original)NCTechSymposium
 

Similar to Model to Quantify Compliance Risks.pdf (20)

Vendor risk management 2013
Vendor risk management 2013Vendor risk management 2013
Vendor risk management 2013
 
Vendor risk management 2013
Vendor risk management 2013Vendor risk management 2013
Vendor risk management 2013
 
Vendor risk management 2013
Vendor risk management 2013Vendor risk management 2013
Vendor risk management 2013
 
Qualitative AnalysisLearning ObjectivesDiscu.docx
Qualitative AnalysisLearning ObjectivesDiscu.docxQualitative AnalysisLearning ObjectivesDiscu.docx
Qualitative AnalysisLearning ObjectivesDiscu.docx
 
171713161 953dfggggg36579-nebosh-igc1-revision (4)
171713161 953dfggggg36579-nebosh-igc1-revision (4)171713161 953dfggggg36579-nebosh-igc1-revision (4)
171713161 953dfggggg36579-nebosh-igc1-revision (4)
 
Effektiv riskhantering - teori vs praktik - IBM Smarter Business 2011
Effektiv riskhantering - teori vs praktik - IBM Smarter Business 2011Effektiv riskhantering - teori vs praktik - IBM Smarter Business 2011
Effektiv riskhantering - teori vs praktik - IBM Smarter Business 2011
 
Boards of Directors and GDPR Prof. Hernan Huwyler, MBA CPA
Boards of Directors and GDPR Prof. Hernan Huwyler, MBA CPABoards of Directors and GDPR Prof. Hernan Huwyler, MBA CPA
Boards of Directors and GDPR Prof. Hernan Huwyler, MBA CPA
 
Banking update for eastern connecticut chamber of commerce
Banking update for eastern connecticut chamber of commerceBanking update for eastern connecticut chamber of commerce
Banking update for eastern connecticut chamber of commerce
 
International Standard on Assurance Engagements ISAE 3000 Audits
International Standard on Assurance Engagements ISAE 3000 AuditsInternational Standard on Assurance Engagements ISAE 3000 Audits
International Standard on Assurance Engagements ISAE 3000 Audits
 
ISO 31022 Management of Legal Risks IE Law School Masterclass Hernan Huwyler
ISO 31022 Management of Legal Risks IE Law School Masterclass Hernan Huwyler ISO 31022 Management of Legal Risks IE Law School Masterclass Hernan Huwyler
ISO 31022 Management of Legal Risks IE Law School Masterclass Hernan Huwyler
 
Corruption Risk Assessment
Corruption Risk AssessmentCorruption Risk Assessment
Corruption Risk Assessment
 
Non-investment Issues In Manager Evaluation - A Brief Overview
Non-investment Issues In Manager Evaluation - A Brief OverviewNon-investment Issues In Manager Evaluation - A Brief Overview
Non-investment Issues In Manager Evaluation - A Brief Overview
 
Risk assessment and internal controls - Internal Audit
Risk assessment and internal controls - Internal AuditRisk assessment and internal controls - Internal Audit
Risk assessment and internal controls - Internal Audit
 
Vendor Management - Compliance Checklist Manifesto Series
Vendor Management - Compliance Checklist Manifesto SeriesVendor Management - Compliance Checklist Manifesto Series
Vendor Management - Compliance Checklist Manifesto Series
 
Meet the buyer - July 2010
Meet the buyer - July 2010Meet the buyer - July 2010
Meet the buyer - July 2010
 
Managing Privacy Risk and Promoting Ethical Culture in the Digital Age
Managing Privacy Risk and Promoting Ethical Culture in the Digital AgeManaging Privacy Risk and Promoting Ethical Culture in the Digital Age
Managing Privacy Risk and Promoting Ethical Culture in the Digital Age
 
Information Security Program & PCI Compliance Planning for your Business
Information Security Program & PCI Compliance Planning for your BusinessInformation Security Program & PCI Compliance Planning for your Business
Information Security Program & PCI Compliance Planning for your Business
 
Integrated Trade Compliance Strategy Presentation October 2010
Integrated Trade Compliance Strategy Presentation October 2010Integrated Trade Compliance Strategy Presentation October 2010
Integrated Trade Compliance Strategy Presentation October 2010
 
Exploring Relationship Between Risk & Compliance
Exploring Relationship Between Risk & ComplianceExploring Relationship Between Risk & Compliance
Exploring Relationship Between Risk & Compliance
 
Info Security & PCI(original)
Info Security & PCI(original)Info Security & PCI(original)
Info Security & PCI(original)
 

More from Hernan Huwyler, MBA CPA

Prof. Hernan Huwyler IE Law School - AI Risks and Controls.pdf
Prof. Hernan Huwyler IE Law School - AI Risks and Controls.pdfProf. Hernan Huwyler IE Law School - AI Risks and Controls.pdf
Prof. Hernan Huwyler IE Law School - AI Risks and Controls.pdf
Hernan Huwyler, MBA CPA
 
Asociacion Profesionistas de Compliance - Initiatives to Reduce the Cost of C...
Asociacion Profesionistas de Compliance - Initiatives to Reduce the Cost of C...Asociacion Profesionistas de Compliance - Initiatives to Reduce the Cost of C...
Asociacion Profesionistas de Compliance - Initiatives to Reduce the Cost of C...
Hernan Huwyler, MBA CPA
 
Prof Hernan Huwyler MBA CPA - Ditch your Heat Maps
Prof Hernan Huwyler MBA CPA - Ditch your Heat MapsProf Hernan Huwyler MBA CPA - Ditch your Heat Maps
Prof Hernan Huwyler MBA CPA - Ditch your Heat Maps
Hernan Huwyler, MBA CPA
 
Profesor Hernan Huwyler MBA CPA - Operacional Compliance
Profesor Hernan Huwyler MBA CPA - Operacional ComplianceProfesor Hernan Huwyler MBA CPA - Operacional Compliance
Profesor Hernan Huwyler MBA CPA - Operacional Compliance
Hernan Huwyler, MBA CPA
 
Hernan Huwyler - IE Compliance Corporate Risk Management Full 2023
Hernan Huwyler - IE Compliance Corporate Risk Management Full 2023 Hernan Huwyler - IE Compliance Corporate Risk Management Full 2023
Hernan Huwyler - IE Compliance Corporate Risk Management Full 2023
Hernan Huwyler, MBA CPA
 
The Behavioral Science of Compliance CUMPLEN.pdf
The Behavioral Science of Compliance CUMPLEN.pdfThe Behavioral Science of Compliance CUMPLEN.pdf
The Behavioral Science of Compliance CUMPLEN.pdf
Hernan Huwyler, MBA CPA
 
R is for Risk 2 Risk Management using R
R is for Risk 2 Risk Management using RR is for Risk 2 Risk Management using R
R is for Risk 2 Risk Management using R
Hernan Huwyler, MBA CPA
 
Compliance and the russian invasion - Prof Hernan Huwyler
Compliance and the russian invasion - Prof Hernan HuwylerCompliance and the russian invasion - Prof Hernan Huwyler
Compliance and the russian invasion - Prof Hernan Huwyler
Hernan Huwyler, MBA CPA
 
DPO Day Conference - Minimizing Privacy Risks
DPO Day Conference - Minimizing Privacy RisksDPO Day Conference - Minimizing Privacy Risks
DPO Day Conference - Minimizing Privacy Risks
Hernan Huwyler, MBA CPA
 
Master in Sustainability Leadership Sustainability Risks Prof Hernan Huwyler
Master in Sustainability Leadership Sustainability Risks Prof Hernan HuwylerMaster in Sustainability Leadership Sustainability Risks Prof Hernan Huwyler
Master in Sustainability Leadership Sustainability Risks Prof Hernan Huwyler
Hernan Huwyler, MBA CPA
 
Cyber Laundering and the AML Directives
Cyber Laundering and the AML DirectivesCyber Laundering and the AML Directives
Cyber Laundering and the AML Directives
Hernan Huwyler, MBA CPA
 
Hernan Huwyler - Iberoamerican Compliance Conference UCM Congreso Iberoameric...
Hernan Huwyler - Iberoamerican Compliance Conference UCM Congreso Iberoameric...Hernan Huwyler - Iberoamerican Compliance Conference UCM Congreso Iberoameric...
Hernan Huwyler - Iberoamerican Compliance Conference UCM Congreso Iberoameric...
Hernan Huwyler, MBA CPA
 
ARENA - Prof Hernan Huwyler - Debate Is Machine Learning Mature Enough?
ARENA - Prof Hernan Huwyler - Debate Is Machine Learning Mature Enough?ARENA - Prof Hernan Huwyler - Debate Is Machine Learning Mature Enough?
ARENA - Prof Hernan Huwyler - Debate Is Machine Learning Mature Enough?
Hernan Huwyler, MBA CPA
 
10 Mistakes in Implementing the ISO 37301
10 Mistakes in Implementing the ISO 3730110 Mistakes in Implementing the ISO 37301
10 Mistakes in Implementing the ISO 37301
Hernan Huwyler, MBA CPA
 
Qa Financials - 10 Smart Controls for Software Development
Qa Financials  - 10 Smart Controls for Software DevelopmentQa Financials  - 10 Smart Controls for Software Development
Qa Financials - 10 Smart Controls for Software Development
Hernan Huwyler, MBA CPA
 
Information Risk Management - Cyber Risk Management - IT Risks
Information Risk Management - Cyber Risk Management - IT RisksInformation Risk Management - Cyber Risk Management - IT Risks
Information Risk Management - Cyber Risk Management - IT Risks
Hernan Huwyler, MBA CPA
 
Stronger 2021 Building the Blocks to Quantify Cyber Risks - Prof hernan huwyler
Stronger 2021 Building the Blocks to Quantify Cyber Risks - Prof hernan huwylerStronger 2021 Building the Blocks to Quantify Cyber Risks - Prof hernan huwyler
Stronger 2021 Building the Blocks to Quantify Cyber Risks - Prof hernan huwyler
Hernan Huwyler, MBA CPA
 
IE Curso ISO 37301 Aseguramiento de Controles de Cumplimiento
IE Curso  ISO 37301 Aseguramiento de Controles de Cumplimiento IE Curso  ISO 37301 Aseguramiento de Controles de Cumplimiento
IE Curso ISO 37301 Aseguramiento de Controles de Cumplimiento
Hernan Huwyler, MBA CPA
 
Strategy Insights - How to Quantify IT Risks
Strategy Insights - How to Quantify IT Risks Strategy Insights - How to Quantify IT Risks
Strategy Insights - How to Quantify IT Risks
Hernan Huwyler, MBA CPA
 
Hernan Huwyler - Boards in a Digitalized World
Hernan Huwyler - Boards in a Digitalized WorldHernan Huwyler - Boards in a Digitalized World
Hernan Huwyler - Boards in a Digitalized World
Hernan Huwyler, MBA CPA
 

More from Hernan Huwyler, MBA CPA (20)

Prof. Hernan Huwyler IE Law School - AI Risks and Controls.pdf
Prof. Hernan Huwyler IE Law School - AI Risks and Controls.pdfProf. Hernan Huwyler IE Law School - AI Risks and Controls.pdf
Prof. Hernan Huwyler IE Law School - AI Risks and Controls.pdf
 
Asociacion Profesionistas de Compliance - Initiatives to Reduce the Cost of C...
Asociacion Profesionistas de Compliance - Initiatives to Reduce the Cost of C...Asociacion Profesionistas de Compliance - Initiatives to Reduce the Cost of C...
Asociacion Profesionistas de Compliance - Initiatives to Reduce the Cost of C...
 
Prof Hernan Huwyler MBA CPA - Ditch your Heat Maps
Prof Hernan Huwyler MBA CPA - Ditch your Heat MapsProf Hernan Huwyler MBA CPA - Ditch your Heat Maps
Prof Hernan Huwyler MBA CPA - Ditch your Heat Maps
 
Profesor Hernan Huwyler MBA CPA - Operacional Compliance
Profesor Hernan Huwyler MBA CPA - Operacional ComplianceProfesor Hernan Huwyler MBA CPA - Operacional Compliance
Profesor Hernan Huwyler MBA CPA - Operacional Compliance
 
Hernan Huwyler - IE Compliance Corporate Risk Management Full 2023
Hernan Huwyler - IE Compliance Corporate Risk Management Full 2023 Hernan Huwyler - IE Compliance Corporate Risk Management Full 2023
Hernan Huwyler - IE Compliance Corporate Risk Management Full 2023
 
The Behavioral Science of Compliance CUMPLEN.pdf
The Behavioral Science of Compliance CUMPLEN.pdfThe Behavioral Science of Compliance CUMPLEN.pdf
The Behavioral Science of Compliance CUMPLEN.pdf
 
R is for Risk 2 Risk Management using R
R is for Risk 2 Risk Management using RR is for Risk 2 Risk Management using R
R is for Risk 2 Risk Management using R
 
Compliance and the russian invasion - Prof Hernan Huwyler
Compliance and the russian invasion - Prof Hernan HuwylerCompliance and the russian invasion - Prof Hernan Huwyler
Compliance and the russian invasion - Prof Hernan Huwyler
 
DPO Day Conference - Minimizing Privacy Risks
DPO Day Conference - Minimizing Privacy RisksDPO Day Conference - Minimizing Privacy Risks
DPO Day Conference - Minimizing Privacy Risks
 
Master in Sustainability Leadership Sustainability Risks Prof Hernan Huwyler
Master in Sustainability Leadership Sustainability Risks Prof Hernan HuwylerMaster in Sustainability Leadership Sustainability Risks Prof Hernan Huwyler
Master in Sustainability Leadership Sustainability Risks Prof Hernan Huwyler
 
Cyber Laundering and the AML Directives
Cyber Laundering and the AML DirectivesCyber Laundering and the AML Directives
Cyber Laundering and the AML Directives
 
Hernan Huwyler - Iberoamerican Compliance Conference UCM Congreso Iberoameric...
Hernan Huwyler - Iberoamerican Compliance Conference UCM Congreso Iberoameric...Hernan Huwyler - Iberoamerican Compliance Conference UCM Congreso Iberoameric...
Hernan Huwyler - Iberoamerican Compliance Conference UCM Congreso Iberoameric...
 
ARENA - Prof Hernan Huwyler - Debate Is Machine Learning Mature Enough?
ARENA - Prof Hernan Huwyler - Debate Is Machine Learning Mature Enough?ARENA - Prof Hernan Huwyler - Debate Is Machine Learning Mature Enough?
ARENA - Prof Hernan Huwyler - Debate Is Machine Learning Mature Enough?
 
10 Mistakes in Implementing the ISO 37301
10 Mistakes in Implementing the ISO 3730110 Mistakes in Implementing the ISO 37301
10 Mistakes in Implementing the ISO 37301
 
Qa Financials - 10 Smart Controls for Software Development
Qa Financials  - 10 Smart Controls for Software DevelopmentQa Financials  - 10 Smart Controls for Software Development
Qa Financials - 10 Smart Controls for Software Development
 
Information Risk Management - Cyber Risk Management - IT Risks
Information Risk Management - Cyber Risk Management - IT RisksInformation Risk Management - Cyber Risk Management - IT Risks
Information Risk Management - Cyber Risk Management - IT Risks
 
Stronger 2021 Building the Blocks to Quantify Cyber Risks - Prof hernan huwyler
Stronger 2021 Building the Blocks to Quantify Cyber Risks - Prof hernan huwylerStronger 2021 Building the Blocks to Quantify Cyber Risks - Prof hernan huwyler
Stronger 2021 Building the Blocks to Quantify Cyber Risks - Prof hernan huwyler
 
IE Curso ISO 37301 Aseguramiento de Controles de Cumplimiento
IE Curso  ISO 37301 Aseguramiento de Controles de Cumplimiento IE Curso  ISO 37301 Aseguramiento de Controles de Cumplimiento
IE Curso ISO 37301 Aseguramiento de Controles de Cumplimiento
 
Strategy Insights - How to Quantify IT Risks
Strategy Insights - How to Quantify IT Risks Strategy Insights - How to Quantify IT Risks
Strategy Insights - How to Quantify IT Risks
 
Hernan Huwyler - Boards in a Digitalized World
Hernan Huwyler - Boards in a Digitalized WorldHernan Huwyler - Boards in a Digitalized World
Hernan Huwyler - Boards in a Digitalized World
 

Recently uploaded

Search Disrupted Google’s Leaked Documents Rock the SEO World.pdf
Search Disrupted Google’s Leaked Documents Rock the SEO World.pdfSearch Disrupted Google’s Leaked Documents Rock the SEO World.pdf
Search Disrupted Google’s Leaked Documents Rock the SEO World.pdf
Arihant Webtech Pvt. Ltd
 
Meas_Dylan_DMBS_PB1_2024-05XX_Revised.pdf
Meas_Dylan_DMBS_PB1_2024-05XX_Revised.pdfMeas_Dylan_DMBS_PB1_2024-05XX_Revised.pdf
Meas_Dylan_DMBS_PB1_2024-05XX_Revised.pdf
dylandmeas
 
Unveiling the Secrets How Does Generative AI Work.pdf
Unveiling the Secrets How Does Generative AI Work.pdfUnveiling the Secrets How Does Generative AI Work.pdf
Unveiling the Secrets How Does Generative AI Work.pdf
Sam H
 
What are the main advantages of using HR recruiter services.pdf
What are the main advantages of using HR recruiter services.pdfWhat are the main advantages of using HR recruiter services.pdf
What are the main advantages of using HR recruiter services.pdf
HumanResourceDimensi1
 
The effects of customers service quality and online reviews on customer loyal...
The effects of customers service quality and online reviews on customer loyal...The effects of customers service quality and online reviews on customer loyal...
The effects of customers service quality and online reviews on customer loyal...
balatucanapplelovely
 
Buy Verified PayPal Account | Buy Google 5 Star Reviews
Buy Verified PayPal Account | Buy Google 5 Star ReviewsBuy Verified PayPal Account | Buy Google 5 Star Reviews
Buy Verified PayPal Account | Buy Google 5 Star Reviews
usawebmarket
 
Putting the SPARK into Virtual Training.pptx
Putting the SPARK into Virtual Training.pptxPutting the SPARK into Virtual Training.pptx
Putting the SPARK into Virtual Training.pptx
Cynthia Clay
 
Attending a job Interview for B1 and B2 Englsih learners
Attending a job Interview for B1 and B2 Englsih learnersAttending a job Interview for B1 and B2 Englsih learners
Attending a job Interview for B1 and B2 Englsih learners
Erika906060
 
LA HUG - Video Testimonials with Chynna Morgan - June 2024
LA HUG - Video Testimonials with Chynna Morgan - June 2024LA HUG - Video Testimonials with Chynna Morgan - June 2024
LA HUG - Video Testimonials with Chynna Morgan - June 2024
Lital Barkan
 
ikea_woodgreen_petscharity_dog-alogue_digital.pdf
ikea_woodgreen_petscharity_dog-alogue_digital.pdfikea_woodgreen_petscharity_dog-alogue_digital.pdf
ikea_woodgreen_petscharity_dog-alogue_digital.pdf
agatadrynko
 
April 2024 Nostalgia Products Newsletter
April 2024 Nostalgia Products NewsletterApril 2024 Nostalgia Products Newsletter
April 2024 Nostalgia Products Newsletter
NathanBaughman3
 
Improving profitability for small business
Improving profitability for small businessImproving profitability for small business
Improving profitability for small business
Ben Wann
 
CADAVER AS OUR FIRST TEACHER anatomt in your.pptx
CADAVER AS OUR FIRST TEACHER anatomt in your.pptxCADAVER AS OUR FIRST TEACHER anatomt in your.pptx
CADAVER AS OUR FIRST TEACHER anatomt in your.pptx
fakeloginn69
 
Memorandum Of Association Constitution of Company.ppt
Memorandum Of Association Constitution of Company.pptMemorandum Of Association Constitution of Company.ppt
Memorandum Of Association Constitution of Company.ppt
seri bangash
 
The Parable of the Pipeline a book every new businessman or business student ...
The Parable of the Pipeline a book every new businessman or business student ...The Parable of the Pipeline a book every new businessman or business student ...
The Parable of the Pipeline a book every new businessman or business student ...
awaisafdar
 
RMD24 | Retail media: hoe zet je dit in als je geen AH of Unilever bent? Heid...
RMD24 | Retail media: hoe zet je dit in als je geen AH of Unilever bent? Heid...RMD24 | Retail media: hoe zet je dit in als je geen AH of Unilever bent? Heid...
RMD24 | Retail media: hoe zet je dit in als je geen AH of Unilever bent? Heid...
BBPMedia1
 
Exploring Patterns of Connection with Social Dreaming
Exploring Patterns of Connection with Social DreamingExploring Patterns of Connection with Social Dreaming
Exploring Patterns of Connection with Social Dreaming
Nicola Wreford-Howard
 
VAT Registration Outlined In UAE: Benefits and Requirements
VAT Registration Outlined In UAE: Benefits and RequirementsVAT Registration Outlined In UAE: Benefits and Requirements
VAT Registration Outlined In UAE: Benefits and Requirements
uae taxgpt
 
The-McKinsey-7S-Framework. strategic management
The-McKinsey-7S-Framework. strategic managementThe-McKinsey-7S-Framework. strategic management
The-McKinsey-7S-Framework. strategic management
Bojamma2
 
FINAL PRESENTATION.pptx12143241324134134
FINAL PRESENTATION.pptx12143241324134134FINAL PRESENTATION.pptx12143241324134134
FINAL PRESENTATION.pptx12143241324134134
LR1709MUSIC
 

Recently uploaded (20)

Search Disrupted Google’s Leaked Documents Rock the SEO World.pdf
Search Disrupted Google’s Leaked Documents Rock the SEO World.pdfSearch Disrupted Google’s Leaked Documents Rock the SEO World.pdf
Search Disrupted Google’s Leaked Documents Rock the SEO World.pdf
 
Meas_Dylan_DMBS_PB1_2024-05XX_Revised.pdf
Meas_Dylan_DMBS_PB1_2024-05XX_Revised.pdfMeas_Dylan_DMBS_PB1_2024-05XX_Revised.pdf
Meas_Dylan_DMBS_PB1_2024-05XX_Revised.pdf
 
Unveiling the Secrets How Does Generative AI Work.pdf
Unveiling the Secrets How Does Generative AI Work.pdfUnveiling the Secrets How Does Generative AI Work.pdf
Unveiling the Secrets How Does Generative AI Work.pdf
 
What are the main advantages of using HR recruiter services.pdf
What are the main advantages of using HR recruiter services.pdfWhat are the main advantages of using HR recruiter services.pdf
What are the main advantages of using HR recruiter services.pdf
 
The effects of customers service quality and online reviews on customer loyal...
The effects of customers service quality and online reviews on customer loyal...The effects of customers service quality and online reviews on customer loyal...
The effects of customers service quality and online reviews on customer loyal...
 
Buy Verified PayPal Account | Buy Google 5 Star Reviews
Buy Verified PayPal Account | Buy Google 5 Star ReviewsBuy Verified PayPal Account | Buy Google 5 Star Reviews
Buy Verified PayPal Account | Buy Google 5 Star Reviews
 
Putting the SPARK into Virtual Training.pptx
Putting the SPARK into Virtual Training.pptxPutting the SPARK into Virtual Training.pptx
Putting the SPARK into Virtual Training.pptx
 
Attending a job Interview for B1 and B2 Englsih learners
Attending a job Interview for B1 and B2 Englsih learnersAttending a job Interview for B1 and B2 Englsih learners
Attending a job Interview for B1 and B2 Englsih learners
 
LA HUG - Video Testimonials with Chynna Morgan - June 2024
LA HUG - Video Testimonials with Chynna Morgan - June 2024LA HUG - Video Testimonials with Chynna Morgan - June 2024
LA HUG - Video Testimonials with Chynna Morgan - June 2024
 
ikea_woodgreen_petscharity_dog-alogue_digital.pdf
ikea_woodgreen_petscharity_dog-alogue_digital.pdfikea_woodgreen_petscharity_dog-alogue_digital.pdf
ikea_woodgreen_petscharity_dog-alogue_digital.pdf
 
April 2024 Nostalgia Products Newsletter
April 2024 Nostalgia Products NewsletterApril 2024 Nostalgia Products Newsletter
April 2024 Nostalgia Products Newsletter
 
Improving profitability for small business
Improving profitability for small businessImproving profitability for small business
Improving profitability for small business
 
CADAVER AS OUR FIRST TEACHER anatomt in your.pptx
CADAVER AS OUR FIRST TEACHER anatomt in your.pptxCADAVER AS OUR FIRST TEACHER anatomt in your.pptx
CADAVER AS OUR FIRST TEACHER anatomt in your.pptx
 
Memorandum Of Association Constitution of Company.ppt
Memorandum Of Association Constitution of Company.pptMemorandum Of Association Constitution of Company.ppt
Memorandum Of Association Constitution of Company.ppt
 
The Parable of the Pipeline a book every new businessman or business student ...
The Parable of the Pipeline a book every new businessman or business student ...The Parable of the Pipeline a book every new businessman or business student ...
The Parable of the Pipeline a book every new businessman or business student ...
 
RMD24 | Retail media: hoe zet je dit in als je geen AH of Unilever bent? Heid...
RMD24 | Retail media: hoe zet je dit in als je geen AH of Unilever bent? Heid...RMD24 | Retail media: hoe zet je dit in als je geen AH of Unilever bent? Heid...
RMD24 | Retail media: hoe zet je dit in als je geen AH of Unilever bent? Heid...
 
Exploring Patterns of Connection with Social Dreaming
Exploring Patterns of Connection with Social DreamingExploring Patterns of Connection with Social Dreaming
Exploring Patterns of Connection with Social Dreaming
 
VAT Registration Outlined In UAE: Benefits and Requirements
VAT Registration Outlined In UAE: Benefits and RequirementsVAT Registration Outlined In UAE: Benefits and Requirements
VAT Registration Outlined In UAE: Benefits and Requirements
 
The-McKinsey-7S-Framework. strategic management
The-McKinsey-7S-Framework. strategic managementThe-McKinsey-7S-Framework. strategic management
The-McKinsey-7S-Framework. strategic management
 
FINAL PRESENTATION.pptx12143241324134134
FINAL PRESENTATION.pptx12143241324134134FINAL PRESENTATION.pptx12143241324134134
FINAL PRESENTATION.pptx12143241324134134
 

Model to Quantify Compliance Risks.pdf

  • 1. A model to quantify Compliance, Legal and Contractual Risks Prof. Hernan Huwyler, MBA CPA Director Executive Education in Compliance, Risk, Control IE Law and Business Schools Gibraltar Association of Compliance Officers
  • 2. effect of uncertainty on objectives Risk ISO 31000 Risks ISO 31022 Legal risks
  • 3. The objectives in compliance are obligations Mandatory Laws and regulations Contracts, permits and licenses Voluntary Social and environmental commitments Business and transformation plans Quality, fraud, ISOs, policies and procedures ISO 37301 Compliance
  • 6. Best available data are not used Biases are not minimized Investment, control, insurance and legal decisions are no made Corporate defense is not efective Qualitative assessments
  • 7. What is wrong about risk matrices, Tony Cox, 2008 > worse than useless Further thoughts on the utility of risk matrices, David Ball, 2013 > untrustworthy picture Some extensions on risk matrix approach, Huihui Ni, 2010 > defects still left unresolved On the origin of probability consequence diagrams, Ben Ale, 2015 > single factor impacts Problems with scoring methods and ordinal scales, Doug Hubbard, 2010 > arbitrary features of the scoring Recommendations on the use and design of risk matrices, Niels Duijm, 2015 > aggregation is problematical Back to Basics: Risk Matrices and ALARP, Glen Wilkinson, 2010 > unable to compare risks Debunked by science
  • 8. Understanding that planning compliance actions, controls, liability reserves, legal responses and insurance cannot be done with a wet finger in the air is intuitive Ignorance of probabilistic models is the issue
  • 10. US Organizational Sentencing Guideline Prioritize periodically the elements of the program in order to focus on preventing and detecting the criminal conduct identified in the risk assessment process as most likely to occur
  • 11. US Organizational Sentencing Guideline What is expected? • A reasonable risk based approach • Stronger controls addressing higher risks • Consistent application of controls to risks • Documenting the risk assessment • Periodic review of the risk analysis
  • 12. Distributions of events Consequences Impact Log-normal > Long tail losses Pareto > Only large losses Normal > Symetrical Causes Frequency Poisson > More than one event per year Bernoulli > Less than one event per year Triangular > Unsual, few data
  • 13. Chain of events First tier losses Penalties and compensations Fines and sanctions Legal and remediation costs Loss of customers Marketing depreciation Loss of licenses and stock price Second tier losses
  • 14. Types of losses • Penalties, fines and punitive damages • Private settlements • Legal fees and investigation costs • Product liabilities and recalls • Disadvantage with suppliers • Withdrawal of capital • Increased staff rotation • Increased costs • Lost of revenue by voided contracts • Lost of market capitalization
  • 15. Inputs and outputs Techniques Decision trees Monte Carlo Simulations Calibrated estimates Histograms Loss exceedance curves Graphs
  • 16. Sources of risk data Internal Paid compensations, fines and credits Fraud losses, legal fees and complains Investigation and response costs Industry studies Enforcement trackers Case analysis External
  • 17. Log-normal distribution Min Max Confidence Interval Loss £ Nr Cases
  • 19. Business case A Housing Maintenance Code provides for a civil penalty of a minimum of $1,000 with a maximum of $3,000 for lead violations A Copyright Infringement Law sets penalties of $200 to $150,000 for each work infringed and attorney's fees and court costs
  • 20. Business case A Privacy Regulation imposes fines in the range from $100 to $50,000 per violation, with a total of $25,000 to $1.5 million for all violations of a single requirement in a calendar year A contractual clause sets a penalty for invoices received beyond the 2 months after a compulsory deadline. It applies an immediate penalty of 5% of the value of the invoice per month of delay with a minimum of $200 penalty up to a maximum of 30% of the value of the invoice