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BRAINWAVE GRC
How Machine Learning makes continuous audit
and control possible
2
Continuous Audit combined continuous evaluation of risks and controls on
IT systems. Continuous audit allows the internal auditor to communicate his analysis of the
object under consideration far faster than in the traditional retrospective approach.
Continuous Control process executed by management that enables
them to verify that controls are functioning effectively (MPA 2320-4 : Continuous assurance).
GTAG3, Institute of Internal Auditors
Continuous Audit & Control?
© Brainwave GRC – Proprietary and Confidential Information – All Rights Reserved
Rapid adaptation to evolution of the enterprise:
More interactions with partners and outside providers
Evolution of systems, consolidation, cloud adoption
More sharing of data
Evolution of work: employees, consultants, outsourced operations
Reduce the impact of risk
Efficiency (Automation)
3
Why put in place continuous audit and controls?
© Brainwave GRC – Proprietary and Confidential Information – All Rights Reserved
Proactive vs Reactive
Add value to Line of Business
You?
 Data silos
 Data volume to manage
 Complexity of controls
 Identify best solutions
 Financial and operational support from IT
and Line of Business
What are the hurdles?
4
Hurdles to deploying continuous audit and controls –
Technology
© Brainwave GRC – Proprietary and Confidential Information – All Rights Reserved
 Computing power
 Progress of analytics
 Reliability and traceability
 Productivity (automation)
 Availability
Capabilities of technology
5
 The following is based on real deployment cases with clients
 Details have been anonymized
What approach to adopt?
© Brainwave GRC – Proprietary and Confidential Information – All Rights Reserved
Step 1 Step 2 Step 3 Step 4 Step 5
Exhaustive controls
on existing
perimeter
Add new controls
and extend
perimeter
Implement more
sophisticated
controls
Controls on
business processes
Behavioral analytics
6
Internal Audit– Preparation
 I take a sample
 Get results
 Remediate
External Audit – Big day
 New sample
 Unpleasant surprise !
 In-depth control (SoX), select more data and ask detailed
questions of IT, internal audit…
Motivation 1
© Brainwave GRC – Proprietary and Confidential Information – All Rights Reserved
1
Reduce
surprises !
7
1
Calendar
 Audit launched in February, results in August, corrections in
September
 In between, no visibility
Organization and risks change rapidly
 Reorganization / Acquisition / Sale
 New systems, partners
 New risks, new regulations
Motivation 2
© Brainwave GRC – Proprietary and Confidential Information – All Rights Reserved
Be more
proactive
8
1  I manage valuable data for my clients
 Very competitive and sensitive sector
 New client > new applications > new controls
 Explosive growth in cost of implementing a new control
 This is unsustainable, I do not want to be a permanent roadblock to
business!
Motivation 3
© Brainwave GRC – Proprietary and Confidential Information – All Rights Reserved
Enable
business
9
Step 1 : Exhaustive controls on existing perimeter
© Brainwave GRC – Proprietary and Confidential Information – All Rights Reserved
Define audit frequency
Automate collection process
Resume data extracts
Sample -> Comprehensive controls
1 2 3 4 5 1. Exhaustive controls on existing perimeter
Controls Dashboard
10
1 2 3 4 5 1. Exhaustive controls on existing perimeter
11
No more surprises : I have control over everyone
© Brainwave GRC – Proprietary and Confidential Information – All Rights Reserved
1 2 3 4 5 1. Exhaustive controls on existing perimeter
12
I have the answers to questions from my auditor
© Brainwave GRC – Proprietary and Confidential Information – All Rights Reserved
1 2 3 4 5 1. Exhaustive controls on existing perimeter
13
Complete view of access to applications
© Brainwave GRC – Proprietary and Confidential Information – All Rights Reserved
Individuals
and entities
Applications & permissions
1 2 3 4 5 1. Exhaustive controls on existing perimeter
14
Step 2 : Add new controls and extend the perimeter
© Brainwave GRC – Proprietary and Confidential Information – All Rights Reserved
The right automation solutions allows the addition of new controls with minimal
effort & no coding
Agile construction of control and rule matrix
1 2 3 4 5 2. Add new controls and extend the perimeter
Add new controls
15© Brainwave GRC – Proprietary and Confidential Information – All Rights Reserved
1 2 3 4 5 2. Add new controls and extend the perimeter
16
Visualization of data access
© Brainwave GRC – Proprietary and Confidential Information – All Rights Reserved
Individuals
and entities
Shared folders and type of access
1 2 3 4 5 2. Add new controls and extend the perimeter
17
Step 3 : Implement more sophisticated controls
© Brainwave GRC – Proprietary and Confidential Information – All Rights Reserved
Sophisticated control: FRAUD
 SoD + multiple operational steps across several applications
 Based on a fraud scenario
 Object : Trader on mandatory vacation must not access trading platform
 Data : vacation/time-tracking application (HR), physical access control
system (badge swipe), trading platform
 Results : List of suspects sent to manager in charge of control for
investigation
1500 controls
450 applications
2 times/ week
1 2 3 4 5 3. Implement more sophisticated controls
18
Residual access in real life, situation that must be
temporary
© Brainwave GRC – Proprietary and Confidential Information – All Rights Reserved
1 2 3 4 5 3. Implement more sophisticated controls
Sophisticated controls : INTERNAL MOBILITY
 Manufacturing client
 Temporary exception on SoD matrix: internal transfer
 Track deviations with a custom tolerance threshhold(x%)
 Alert temporarily suppressed (x days)
1 million identities
65 million tested
permissions
19
Pareto : identify priorities for remediation
© Brainwave GRC – Proprietary and Confidential Information – All Rights Reserved
Resolving conflicts on these 6 SoD rules would
eliminate 80% of problems.
1 2 3 4 5 3. Implement more sophisticated controls
20
Step 4 : Business process controls
© Brainwave GRC – Proprietary and Confidential Information – All Rights Reserved
Add financial dimension to IT risks
Additional level of confort for internal & external auditors
SoD on complete business processes
1 2 3 4 5 4. Business process controls
21© Brainwave GRC – Proprietary and Confidential Information – All Rights Reserved
End-to-end view of fraud risk in the « Purchase to Pay » process
Detect intra application fraudsDetect inter application frauds
Model segregation of duties conflicts
1 2 3 4 5 4. Business process controls
22© Brainwave GRC – Proprietary and Confidential Information – All Rights Reserved
Allocation of potential fraud risks by business process Impact of proven fraud by business process
Valuation of fraud risks on business processes
1 2 3 4 5 4. Business process controls
23
Details of dangerous transactions
© Brainwave GRC – Proprietary and Confidential Information – All Rights Reserved
Why did an
ASSISTANT perform
these dangerous
transactions ?
1 2 3 4 5 4. Business process controls
24
 Detect unknown risks
Step 5: Behavioral Analytics
© Brainwave GRC – Proprietary and Confidential Information – All Rights Reserved
Individuals with abnormal behavior
Accessed files
abnormally high for an
IT consultant
1 2 3 4 5 5. Behavioral analytics
25
Benefits
© Brainwave GRC – Proprietary and Confidential Information – All Rights Reserved
Before
After
Internal Audit
Data collection &
processing
Analysis of results
Remediation
Before
After
Line of Business/application manager
Time to perform reviews
Time to monitor reviews
Before
After
IT
Data collection
Response to auditors
Corrections
Better relations between business, IT,
internal audit, & external audit
Gain in productivity across the
organisation
Increased value add
26
Share !
© Brainwave GRC – Proprietary and Confidential Information – All Rights Reserved
Internal Audit
IT Security
Operational Risk
Application owners
Line of Business
External Auditors
Value added by analytics across the organisationDeliver value
30 to 90 days of effort to productionSpeed
Autonomy to create controls and analyse resultsFlexibility / Agility
Share results and benefits with:
 More confidence and comfort
 More value across the organisation
 More operational and financial support
Contacts
Emmanuel Sol
C: +1 514 647 6574
emmanuel.sol@brainwavegrc.com
Eric In
D: +1 437 836 3621
C: +1 647 544 6000
eric.in@brainwavegrc.com
© Brainwave GRC – Proprietary and Confidential Information – All Rights Reserved 27
Graeme Hein
C: +1 416 795 3858
graeme.hein@brainwavegrc.com

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Continous Audit and Controls with Brainwave GRC

  • 1. BRAINWAVE GRC How Machine Learning makes continuous audit and control possible
  • 2. 2 Continuous Audit combined continuous evaluation of risks and controls on IT systems. Continuous audit allows the internal auditor to communicate his analysis of the object under consideration far faster than in the traditional retrospective approach. Continuous Control process executed by management that enables them to verify that controls are functioning effectively (MPA 2320-4 : Continuous assurance). GTAG3, Institute of Internal Auditors Continuous Audit & Control? © Brainwave GRC – Proprietary and Confidential Information – All Rights Reserved
  • 3. Rapid adaptation to evolution of the enterprise: More interactions with partners and outside providers Evolution of systems, consolidation, cloud adoption More sharing of data Evolution of work: employees, consultants, outsourced operations Reduce the impact of risk Efficiency (Automation) 3 Why put in place continuous audit and controls? © Brainwave GRC – Proprietary and Confidential Information – All Rights Reserved Proactive vs Reactive Add value to Line of Business
  • 4. You?  Data silos  Data volume to manage  Complexity of controls  Identify best solutions  Financial and operational support from IT and Line of Business What are the hurdles? 4 Hurdles to deploying continuous audit and controls – Technology © Brainwave GRC – Proprietary and Confidential Information – All Rights Reserved  Computing power  Progress of analytics  Reliability and traceability  Productivity (automation)  Availability Capabilities of technology
  • 5. 5  The following is based on real deployment cases with clients  Details have been anonymized What approach to adopt? © Brainwave GRC – Proprietary and Confidential Information – All Rights Reserved Step 1 Step 2 Step 3 Step 4 Step 5 Exhaustive controls on existing perimeter Add new controls and extend perimeter Implement more sophisticated controls Controls on business processes Behavioral analytics
  • 6. 6 Internal Audit– Preparation  I take a sample  Get results  Remediate External Audit – Big day  New sample  Unpleasant surprise !  In-depth control (SoX), select more data and ask detailed questions of IT, internal audit… Motivation 1 © Brainwave GRC – Proprietary and Confidential Information – All Rights Reserved 1 Reduce surprises !
  • 7. 7 1 Calendar  Audit launched in February, results in August, corrections in September  In between, no visibility Organization and risks change rapidly  Reorganization / Acquisition / Sale  New systems, partners  New risks, new regulations Motivation 2 © Brainwave GRC – Proprietary and Confidential Information – All Rights Reserved Be more proactive
  • 8. 8 1  I manage valuable data for my clients  Very competitive and sensitive sector  New client > new applications > new controls  Explosive growth in cost of implementing a new control  This is unsustainable, I do not want to be a permanent roadblock to business! Motivation 3 © Brainwave GRC – Proprietary and Confidential Information – All Rights Reserved Enable business
  • 9. 9 Step 1 : Exhaustive controls on existing perimeter © Brainwave GRC – Proprietary and Confidential Information – All Rights Reserved Define audit frequency Automate collection process Resume data extracts Sample -> Comprehensive controls 1 2 3 4 5 1. Exhaustive controls on existing perimeter
  • 10. Controls Dashboard 10 1 2 3 4 5 1. Exhaustive controls on existing perimeter
  • 11. 11 No more surprises : I have control over everyone © Brainwave GRC – Proprietary and Confidential Information – All Rights Reserved 1 2 3 4 5 1. Exhaustive controls on existing perimeter
  • 12. 12 I have the answers to questions from my auditor © Brainwave GRC – Proprietary and Confidential Information – All Rights Reserved 1 2 3 4 5 1. Exhaustive controls on existing perimeter
  • 13. 13 Complete view of access to applications © Brainwave GRC – Proprietary and Confidential Information – All Rights Reserved Individuals and entities Applications & permissions 1 2 3 4 5 1. Exhaustive controls on existing perimeter
  • 14. 14 Step 2 : Add new controls and extend the perimeter © Brainwave GRC – Proprietary and Confidential Information – All Rights Reserved The right automation solutions allows the addition of new controls with minimal effort & no coding Agile construction of control and rule matrix 1 2 3 4 5 2. Add new controls and extend the perimeter
  • 15. Add new controls 15© Brainwave GRC – Proprietary and Confidential Information – All Rights Reserved 1 2 3 4 5 2. Add new controls and extend the perimeter
  • 16. 16 Visualization of data access © Brainwave GRC – Proprietary and Confidential Information – All Rights Reserved Individuals and entities Shared folders and type of access 1 2 3 4 5 2. Add new controls and extend the perimeter
  • 17. 17 Step 3 : Implement more sophisticated controls © Brainwave GRC – Proprietary and Confidential Information – All Rights Reserved Sophisticated control: FRAUD  SoD + multiple operational steps across several applications  Based on a fraud scenario  Object : Trader on mandatory vacation must not access trading platform  Data : vacation/time-tracking application (HR), physical access control system (badge swipe), trading platform  Results : List of suspects sent to manager in charge of control for investigation 1500 controls 450 applications 2 times/ week 1 2 3 4 5 3. Implement more sophisticated controls
  • 18. 18 Residual access in real life, situation that must be temporary © Brainwave GRC – Proprietary and Confidential Information – All Rights Reserved 1 2 3 4 5 3. Implement more sophisticated controls Sophisticated controls : INTERNAL MOBILITY  Manufacturing client  Temporary exception on SoD matrix: internal transfer  Track deviations with a custom tolerance threshhold(x%)  Alert temporarily suppressed (x days) 1 million identities 65 million tested permissions
  • 19. 19 Pareto : identify priorities for remediation © Brainwave GRC – Proprietary and Confidential Information – All Rights Reserved Resolving conflicts on these 6 SoD rules would eliminate 80% of problems. 1 2 3 4 5 3. Implement more sophisticated controls
  • 20. 20 Step 4 : Business process controls © Brainwave GRC – Proprietary and Confidential Information – All Rights Reserved Add financial dimension to IT risks Additional level of confort for internal & external auditors SoD on complete business processes 1 2 3 4 5 4. Business process controls
  • 21. 21© Brainwave GRC – Proprietary and Confidential Information – All Rights Reserved End-to-end view of fraud risk in the « Purchase to Pay » process Detect intra application fraudsDetect inter application frauds Model segregation of duties conflicts 1 2 3 4 5 4. Business process controls
  • 22. 22© Brainwave GRC – Proprietary and Confidential Information – All Rights Reserved Allocation of potential fraud risks by business process Impact of proven fraud by business process Valuation of fraud risks on business processes 1 2 3 4 5 4. Business process controls
  • 23. 23 Details of dangerous transactions © Brainwave GRC – Proprietary and Confidential Information – All Rights Reserved Why did an ASSISTANT perform these dangerous transactions ? 1 2 3 4 5 4. Business process controls
  • 24. 24  Detect unknown risks Step 5: Behavioral Analytics © Brainwave GRC – Proprietary and Confidential Information – All Rights Reserved Individuals with abnormal behavior Accessed files abnormally high for an IT consultant 1 2 3 4 5 5. Behavioral analytics
  • 25. 25 Benefits © Brainwave GRC – Proprietary and Confidential Information – All Rights Reserved Before After Internal Audit Data collection & processing Analysis of results Remediation Before After Line of Business/application manager Time to perform reviews Time to monitor reviews Before After IT Data collection Response to auditors Corrections Better relations between business, IT, internal audit, & external audit Gain in productivity across the organisation Increased value add
  • 26. 26 Share ! © Brainwave GRC – Proprietary and Confidential Information – All Rights Reserved Internal Audit IT Security Operational Risk Application owners Line of Business External Auditors Value added by analytics across the organisationDeliver value 30 to 90 days of effort to productionSpeed Autonomy to create controls and analyse resultsFlexibility / Agility Share results and benefits with:  More confidence and comfort  More value across the organisation  More operational and financial support
  • 27. Contacts Emmanuel Sol C: +1 514 647 6574 emmanuel.sol@brainwavegrc.com Eric In D: +1 437 836 3621 C: +1 647 544 6000 eric.in@brainwavegrc.com © Brainwave GRC – Proprietary and Confidential Information – All Rights Reserved 27 Graeme Hein C: +1 416 795 3858 graeme.hein@brainwavegrc.com

Editor's Notes

  1. Cloisonnement des données : différents systèmes hétérogènes Volumes à gérer : volume liés aux systèmes et la fréquence Complexité des contrôles : contrôle à travers différents systèmes, réconciliation. C’est déjà long en mode classique ! Identifier les bonnes solutions : beaucoup de technologies spécialisées Support financier et opérationnel des TI et lignes d’affaires : implication au-delà de l’audit interne
  2. On prend l’existant mais on fait immédiatement mieux avec un contrôle exhaustif et des possibilités d’analyse complémentaire
  3. Fini les surprises j’ai contrôlé tout le monde
  4. En absence de matrice de droits théoriques, il est possible d’itérer et de la mettre à jour au fur et à mesure en partant de la situation existante
  5. Captures d’écrans définition d’un contrôle dans le studio Présentation avec un tableau de bord plus fourni Construction de matrice et de contrôle en continu (mode agile)
  6. avec audit interne, sécurité TI, risques opérationnels, responsables d’applications et ligne d’affaires, auditeurs Partager les résultats et les bénéfices avec audit interne, sécurité TI, risques opérationnels, responsables d’applications et ligne d’affaires, auditeurs Plus de confiance et de confort Plus de valeur à travers l’organisation = plus de soutien opérationnel et financier Exemple client : plus de confort avec l’auditeur (capture d’écran recherche en langage naturel + rapports) Exemple valeur pour TI sur la recertification des accès Exemple valeur pour les lignes d’affaires, focus sur les vrais risques, gestion des exceptions qui font partie de la vraie vie