SlideShare a Scribd company logo
1 of 29
INTEGRATING DATA ANALYTICS INTO A
RISK-BASED AUDIT PLAN
DRIVERS OF RISK MANAGEMENT
Risk is high on the agenda for boards today due to:
• A focus on cost reduction
• A desire for added value
• An evolving regulatory environment
• Technological changes and availability of data
STAKEHOLDER PERCEPTIONS
The overwhelming opinion of 1,700 executives participating in both the 9th
and 10th annual PwC State of the Internal Audit Profession Study is that IA
needs to reach for new heights and contribute to the organization in a
more meaningful way.
Source: PwC 2014 State of the Internal Audit Profession Study
VISIONARY APPROACH TO RISK
The building blocks to successful risk management
WHERE DO YOU WANT TO BE?
Source: IIA, Pulse of the Profession, Defining Our Role in a Changing Landscape Report
A VISIONARY APPROACH
Creating a visionary approach to risk is:
• Not just about technology
• Applicable to all levels of a business
• A matter of culture and philosophy
• Integrated into how things are done everyday
BUILDING BLOCKS
Visionary
Leadership
Stakeholder
Satisfaction
Staff
Development
Best
Practices and
Efficiency
Risk-Based
Audits
Results
Focused
Analytics
BUILDING BLOCKS
Visionary
Leadership
PAVING THE PATHWAY TO SUCCESS
To have a visionary team, you need a visionary leader. But
there will be challenges in forging this new path:
Innovation
and
Technology
External
Stakeholders
Internal
Challenge
BUILDING BLOCKS
Visionary
Leadership
Stakeholder
Satisfaction
BECOMING A TRUSTED ADVISOR
Source: PwC 2014 State of the Internal Audit Profession Study
BUILDING BLOCKS
Visionary
Leadership
Stakeholder
Satisfaction
Best
Practices and
Efficiency
BROADENING AUDIT LANDSCAPE
Comparison of average audit plan composition between 2013 and 2014
shows that in very little time, the coverage of internal audit is broadening
drastically. IA is now expected to allocate more time to business strategy,
risk management effectiveness, and governance than ever before.
Source: IIA, Pulse of the Profession, Enhancing Value Through Collaboration
Audit Plan Coverage in 2013 vs. Audit Plan Coverage in 2014
BUILDING BLOCKS
Visionary
Leadership
Stakeholder
Satisfaction
Staff
Development
Best
Practices and
Efficiency
BUILDING A TEAM OF EXPERTS
Gaining value from an investment in people and technology is
a top priority when building your audit team. Effective data
analysts are those who demonstrate critical thinking.
Source: IIA, Pulse of the Profession, Enhancing Value Through Collaboration
BUILDING BLOCKS
Visionary
Leadership
Stakeholder
Satisfaction
Staff
Development
Best
Practices and
Efficiency
Risk-Based
Audits
Adapted from: EDPACS, 2014, Performing a Strategic Risk-Based Assessment
RISK BASED AUDIT UNIVERSE
BUILDING BLOCKS
Visionary
Leadership
Stakeholder
Satisfaction
Staff
Development
Best
Practices and
Efficiency
Risk-Based
Audits
Results
Focused
Analytics
RESULTS FOCUSED ANALYTICS
Using insights to drive results in risk-based audits
Source: EDPACS, 2014, Performing a Strategic Risk-Based Assessment
DATA ANALYTICS FROM END TO END
First step to effectively incorporate data analytics within your
audit process using a risk-based approach is to begin with the
audit plan. Using data analytics will help to:
• Focus your audit
• Allocate resources effectively
• Save time (less time onsite)
• Learn more about the business
RISK AND CONTROLS ASSESSMENT
Purchasing Card Example:
DATA ANALYTICS FROM END TO END
In the execution phase, it is important to analyze 100% of the
data during your audit execution in order to:
• Eliminate sampling risk
• Report on validated insights
• Save time
• Address control deficiencies
• Establish a root cause analysis
NEXT STEPS
Using data analytics from end to end within the audit universe
requires a continuous stream of analytics processes. While
not entirely the final step, using analytics within your audit
report is important in gaining alliance with corporate
stakeholders. Your audit report should:
• Contain validated deficiencies
• Highlight root causes
• Provide recommendations
• Be clear and understandable
MOVING AHEAD: DATA DISCOVERY
We currently use data as a tool to display findings in a unique
and easy-to-digest format, but the future of audit lies in the
ability to use visual data discoveries to enhance your audit
potential and enable you to:
• Visualize frequencies and anomalies
• Probe further into visual discrepancies
• Visualize a more in-depth picture of a controls framework
SUMMARY
• Be creative about how you approach data analysis
• Invest in the people and tools necessary for success
• Provide value for management from data analytics
• Eliminate sampling risk
• Use data analytics to scope audit engagements
INTEGRATING DATA ANALYTICS INTO A
RISK-BASED AUDIT PLAN
Visit casewareanalytics.com
Email salesidea@caseware.com

More Related Content

What's hot

Coso Internal Control Integrated Framework
Coso Internal Control Integrated FrameworkCoso Internal Control Integrated Framework
Coso Internal Control Integrated Framework
hyesue
 

What's hot (20)

Building continuous auditing capabilities
Building continuous auditing capabilitiesBuilding continuous auditing capabilities
Building continuous auditing capabilities
 
Introduction of Assurance
Introduction of AssuranceIntroduction of Assurance
Introduction of Assurance
 
Audit in computerised informaton system environment and recent development i...
Audit in computerised  informaton system environment and recent development i...Audit in computerised  informaton system environment and recent development i...
Audit in computerised informaton system environment and recent development i...
 
Positioning Internal Audit for the Future
Positioning Internal Audit for the FuturePositioning Internal Audit for the Future
Positioning Internal Audit for the Future
 
Internal Audit
Internal AuditInternal Audit
Internal Audit
 
Introduction to it auditing
Introduction to it auditingIntroduction to it auditing
Introduction to it auditing
 
Coso internal control integrated framework
Coso internal control   integrated frameworkCoso internal control   integrated framework
Coso internal control integrated framework
 
Internal audit ratings guide
Internal audit ratings guideInternal audit ratings guide
Internal audit ratings guide
 
Coso Internal Control Integrated Framework
Coso Internal Control Integrated FrameworkCoso Internal Control Integrated Framework
Coso Internal Control Integrated Framework
 
COSO Framework Model
COSO Framework ModelCOSO Framework Model
COSO Framework Model
 
Final (international standard on auditing 315)
Final (international standard on auditing 315)Final (international standard on auditing 315)
Final (international standard on auditing 315)
 
Computer-Assisted Audit Tools and Techniques
Computer-Assisted Audit Tools and TechniquesComputer-Assisted Audit Tools and Techniques
Computer-Assisted Audit Tools and Techniques
 
Internal audit report writing.pdf
Internal audit   report writing.pdfInternal audit   report writing.pdf
Internal audit report writing.pdf
 
Data Analytics and the Small Audit Department: How to Implement for Big Gains
Data Analytics and the Small Audit Department: How to Implement for Big GainsData Analytics and the Small Audit Department: How to Implement for Big Gains
Data Analytics and the Small Audit Department: How to Implement for Big Gains
 
Payroll Control, Risk Management & Fraud Prevention
Payroll Control, Risk Management & Fraud PreventionPayroll Control, Risk Management & Fraud Prevention
Payroll Control, Risk Management & Fraud Prevention
 
Role of Internal Audit in fraud prevention and detection
Role of Internal Audit in fraud prevention and detectionRole of Internal Audit in fraud prevention and detection
Role of Internal Audit in fraud prevention and detection
 
Chapter 1 auditing and internal control
Chapter 1 auditing and internal controlChapter 1 auditing and internal control
Chapter 1 auditing and internal control
 
The Internal Audit Framework
The Internal Audit FrameworkThe Internal Audit Framework
The Internal Audit Framework
 
Computer Assisted Audit Techniques (CAATS) - IS AUDIT
Computer Assisted Audit Techniques (CAATS) - IS AUDITComputer Assisted Audit Techniques (CAATS) - IS AUDIT
Computer Assisted Audit Techniques (CAATS) - IS AUDIT
 
Auditing SOX ITGC Compliance
Auditing SOX ITGC ComplianceAuditing SOX ITGC Compliance
Auditing SOX ITGC Compliance
 

Similar to Integrating Data Analytics into a Risk-Based Audit Plan

FINAL_OracleGuident-PPT
FINAL_OracleGuident-PPTFINAL_OracleGuident-PPT
FINAL_OracleGuident-PPT
Carolyn Reid
 
Ultimate guide to performance measurement
Ultimate guide to performance measurementUltimate guide to performance measurement
Ultimate guide to performance measurement
Rebecca Manjra
 
Balancedscorecardpresentation
BalancedscorecardpresentationBalancedscorecardpresentation
Balancedscorecardpresentation
Rizwan Ahmed
 

Similar to Integrating Data Analytics into a Risk-Based Audit Plan (20)

Measuring_HR_ROI-1.pdf
Measuring_HR_ROI-1.pdfMeasuring_HR_ROI-1.pdf
Measuring_HR_ROI-1.pdf
 
Delivering Assurance - Audit, Mark Reilly, APM ASSURANCE SIG conference
Delivering Assurance - Audit, Mark Reilly,  APM ASSURANCE SIG conferenceDelivering Assurance - Audit, Mark Reilly,  APM ASSURANCE SIG conference
Delivering Assurance - Audit, Mark Reilly, APM ASSURANCE SIG conference
 
How to build a data analytics strategy in a digital world
How to build a data analytics strategy in a digital worldHow to build a data analytics strategy in a digital world
How to build a data analytics strategy in a digital world
 
FINAL_OracleGuident-PPT
FINAL_OracleGuident-PPTFINAL_OracleGuident-PPT
FINAL_OracleGuident-PPT
 
Ultimate guide to performance measurement
Ultimate guide to performance measurementUltimate guide to performance measurement
Ultimate guide to performance measurement
 
Building and Striving for Data Analytics Excellence
Building and Striving for Data Analytics ExcellenceBuilding and Striving for Data Analytics Excellence
Building and Striving for Data Analytics Excellence
 
S&OP A Better Way to Run Your Business- Eyeon Solutions
S&OP A Better Way to Run Your Business- Eyeon SolutionsS&OP A Better Way to Run Your Business- Eyeon Solutions
S&OP A Better Way to Run Your Business- Eyeon Solutions
 
Balancedscorecardpresentation
BalancedscorecardpresentationBalancedscorecardpresentation
Balancedscorecardpresentation
 
How to Build a Business Case and Measure the Effects of Leadership Developmen...
How to Build a Business Case and Measure the Effects of Leadership Developmen...How to Build a Business Case and Measure the Effects of Leadership Developmen...
How to Build a Business Case and Measure the Effects of Leadership Developmen...
 
PRESTO Strategy Deployment - KPI management solution
PRESTO Strategy Deployment - KPI management solutionPRESTO Strategy Deployment - KPI management solution
PRESTO Strategy Deployment - KPI management solution
 
Balancedscorecard
BalancedscorecardBalancedscorecard
Balancedscorecard
 
Hur kan kvaliten förbättras på din internrevisionsaktivitet vad fungerar
Hur kan kvaliten förbättras på din internrevisionsaktivitet   vad fungerarHur kan kvaliten förbättras på din internrevisionsaktivitet   vad fungerar
Hur kan kvaliten förbättras på din internrevisionsaktivitet vad fungerar
 
La Importancia del Análisis de la Información
La Importancia del Análisis de la InformaciónLa Importancia del Análisis de la Información
La Importancia del Análisis de la Información
 
Validating and Promoting HR Strategies with Data and Analytics
Validating and Promoting HR Strategies with Data and AnalyticsValidating and Promoting HR Strategies with Data and Analytics
Validating and Promoting HR Strategies with Data and Analytics
 
Developing a Road Map and Business Case – Deloitte Sponsor Session
Developing a Road Map and Business Case – Deloitte Sponsor SessionDeveloping a Road Map and Business Case – Deloitte Sponsor Session
Developing a Road Map and Business Case – Deloitte Sponsor Session
 
PIPL - Practice Area Management Development Practice
PIPL - Practice Area Management Development PracticePIPL - Practice Area Management Development Practice
PIPL - Practice Area Management Development Practice
 
Shared services - A Strategic Cost Management Platform
Shared services - A Strategic Cost Management PlatformShared services - A Strategic Cost Management Platform
Shared services - A Strategic Cost Management Platform
 
AGENDA CBI RBM 2019 | RISK-BASED TRIAL MANAGEMENT and MONITORING
AGENDA CBI RBM 2019 | RISK-BASED TRIAL MANAGEMENT and MONITORINGAGENDA CBI RBM 2019 | RISK-BASED TRIAL MANAGEMENT and MONITORING
AGENDA CBI RBM 2019 | RISK-BASED TRIAL MANAGEMENT and MONITORING
 
A quick Introduction to Employee Engagement Analytics Suite – EmPOWER
A quick Introduction to Employee Engagement Analytics Suite – EmPOWERA quick Introduction to Employee Engagement Analytics Suite – EmPOWER
A quick Introduction to Employee Engagement Analytics Suite – EmPOWER
 
Data analytics software selection and implementation
Data analytics software selection and implementationData analytics software selection and implementation
Data analytics software selection and implementation
 

More from CaseWare IDEA

The Three Lines of Defense Model & Continuous Controls Monitoring
The Three Lines of Defense Model & Continuous Controls MonitoringThe Three Lines of Defense Model & Continuous Controls Monitoring
The Three Lines of Defense Model & Continuous Controls Monitoring
CaseWare IDEA
 

More from CaseWare IDEA (20)

IDEA 10.3 Launch Webinar
IDEA 10.3 Launch WebinarIDEA 10.3 Launch Webinar
IDEA 10.3 Launch Webinar
 
Auditor Sous Les Projecteurs: Marcelo Barreto Rodrigues
Auditor Sous Les Projecteurs: Marcelo Barreto Rodrigues Auditor Sous Les Projecteurs: Marcelo Barreto Rodrigues
Auditor Sous Les Projecteurs: Marcelo Barreto Rodrigues
 
Auditor Destacado: Marcelo Barreto Rodrigues
Auditor Destacado: Marcelo Barreto Rodrigues Auditor Destacado: Marcelo Barreto Rodrigues
Auditor Destacado: Marcelo Barreto Rodrigues
 
Auditrice Sous Les Projecteurs: Bistra Dimitrova
Auditrice Sous Les Projecteurs: Bistra Dimitrova Auditrice Sous Les Projecteurs: Bistra Dimitrova
Auditrice Sous Les Projecteurs: Bistra Dimitrova
 
Auditor Descado - Robert Berry
Auditor Descado - Robert BerryAuditor Descado - Robert Berry
Auditor Descado - Robert Berry
 
Auditeur sous les Projecteurs - Robert Berry
Auditeur sous les Projecteurs - Robert BerryAuditeur sous les Projecteurs - Robert Berry
Auditeur sous les Projecteurs - Robert Berry
 
Auditor Spotlight: Robert Berry
Auditor Spotlight: Robert Berry Auditor Spotlight: Robert Berry
Auditor Spotlight: Robert Berry
 
The Data Behind Audit Analytics
The Data Behind Audit AnalyticsThe Data Behind Audit Analytics
The Data Behind Audit Analytics
 
Auditora Destacada - Anke Eckardt
Auditora Destacada - Anke EckardtAuditora Destacada - Anke Eckardt
Auditora Destacada - Anke Eckardt
 
Auditeur sous les Projecteurs - Anke Eckardt
Auditeur sous les Projecteurs - Anke EckardtAuditeur sous les Projecteurs - Anke Eckardt
Auditeur sous les Projecteurs - Anke Eckardt
 
Audit Webinar How to get the right data for your audit in 3 easy steps
Audit Webinar How to get the right data for your audit in 3 easy stepsAudit Webinar How to get the right data for your audit in 3 easy steps
Audit Webinar How to get the right data for your audit in 3 easy steps
 
How to find new ways to add value to your audits
How to find new ways to add value to your auditsHow to find new ways to add value to your audits
How to find new ways to add value to your audits
 
Auditor Spotlight - Erin Baker
Auditor Spotlight - Erin BakerAuditor Spotlight - Erin Baker
Auditor Spotlight - Erin Baker
 
Auditeur Sous Les Projecteurs: Fred Lyons
Auditeur Sous Les Projecteurs: Fred LyonsAuditeur Sous Les Projecteurs: Fred Lyons
Auditeur Sous Les Projecteurs: Fred Lyons
 
Auditeur Sous Les Projecteurs: Erin Baker
Auditeur Sous Les Projecteurs: Erin BakerAuditeur Sous Les Projecteurs: Erin Baker
Auditeur Sous Les Projecteurs: Erin Baker
 
Auditor Destacado - Fred Lyons
Auditor Destacado - Fred LyonsAuditor Destacado - Fred Lyons
Auditor Destacado - Fred Lyons
 
Auditor Spotlight - Fred Lyons
Auditor Spotlight - Fred LyonsAuditor Spotlight - Fred Lyons
Auditor Spotlight - Fred Lyons
 
Audit Webinar: Surefire ways to succeed with Data Analytics
Audit Webinar: Surefire ways to succeed with Data AnalyticsAudit Webinar: Surefire ways to succeed with Data Analytics
Audit Webinar: Surefire ways to succeed with Data Analytics
 
Why You Need to STOP Using Spreadsheets for Audit Analysis
Why You Need to STOP Using Spreadsheets for Audit AnalysisWhy You Need to STOP Using Spreadsheets for Audit Analysis
Why You Need to STOP Using Spreadsheets for Audit Analysis
 
The Three Lines of Defense Model & Continuous Controls Monitoring
The Three Lines of Defense Model & Continuous Controls MonitoringThe Three Lines of Defense Model & Continuous Controls Monitoring
The Three Lines of Defense Model & Continuous Controls Monitoring
 

Recently uploaded

Probability Grade 10 Third Quarter Lessons
Probability Grade 10 Third Quarter LessonsProbability Grade 10 Third Quarter Lessons
Probability Grade 10 Third Quarter Lessons
JoseMangaJr1
 
Junnasandra Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...
Junnasandra Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...Junnasandra Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...
Junnasandra Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...
amitlee9823
 
Vip Mumbai Call Girls Marol Naka Call On 9920725232 With Body to body massage...
Vip Mumbai Call Girls Marol Naka Call On 9920725232 With Body to body massage...Vip Mumbai Call Girls Marol Naka Call On 9920725232 With Body to body massage...
Vip Mumbai Call Girls Marol Naka Call On 9920725232 With Body to body massage...
amitlee9823
 
Vip Mumbai Call Girls Thane West Call On 9920725232 With Body to body massage...
Vip Mumbai Call Girls Thane West Call On 9920725232 With Body to body massage...Vip Mumbai Call Girls Thane West Call On 9920725232 With Body to body massage...
Vip Mumbai Call Girls Thane West Call On 9920725232 With Body to body massage...
amitlee9823
 
Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
ZurliaSoop
 
Call Girls In Bellandur ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Bellandur ☎ 7737669865 🥵 Book Your One night StandCall Girls In Bellandur ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Bellandur ☎ 7737669865 🥵 Book Your One night Stand
amitlee9823
 
Call Girls In Attibele ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Attibele ☎ 7737669865 🥵 Book Your One night StandCall Girls In Attibele ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Attibele ☎ 7737669865 🥵 Book Your One night Stand
amitlee9823
 
CHEAP Call Girls in Rabindra Nagar (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE
CHEAP Call Girls in Rabindra Nagar  (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICECHEAP Call Girls in Rabindra Nagar  (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE
CHEAP Call Girls in Rabindra Nagar (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE
9953056974 Low Rate Call Girls In Saket, Delhi NCR
 
Call Girls In Nandini Layout ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Nandini Layout ☎ 7737669865 🥵 Book Your One night StandCall Girls In Nandini Layout ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Nandini Layout ☎ 7737669865 🥵 Book Your One night Stand
amitlee9823
 
Call Girls Hsr Layout Just Call 👗 7737669865 👗 Top Class Call Girl Service Ba...
Call Girls Hsr Layout Just Call 👗 7737669865 👗 Top Class Call Girl Service Ba...Call Girls Hsr Layout Just Call 👗 7737669865 👗 Top Class Call Girl Service Ba...
Call Girls Hsr Layout Just Call 👗 7737669865 👗 Top Class Call Girl Service Ba...
amitlee9823
 
Call Girls Bommasandra Just Call 👗 7737669865 👗 Top Class Call Girl Service B...
Call Girls Bommasandra Just Call 👗 7737669865 👗 Top Class Call Girl Service B...Call Girls Bommasandra Just Call 👗 7737669865 👗 Top Class Call Girl Service B...
Call Girls Bommasandra Just Call 👗 7737669865 👗 Top Class Call Girl Service B...
amitlee9823
 
➥🔝 7737669865 🔝▻ Mathura Call-girls in Women Seeking Men 🔝Mathura🔝 Escorts...
➥🔝 7737669865 🔝▻ Mathura Call-girls in Women Seeking Men  🔝Mathura🔝   Escorts...➥🔝 7737669865 🔝▻ Mathura Call-girls in Women Seeking Men  🔝Mathura🔝   Escorts...
➥🔝 7737669865 🔝▻ Mathura Call-girls in Women Seeking Men 🔝Mathura🔝 Escorts...
amitlee9823
 
➥🔝 7737669865 🔝▻ Thrissur Call-girls in Women Seeking Men 🔝Thrissur🔝 Escor...
➥🔝 7737669865 🔝▻ Thrissur Call-girls in Women Seeking Men  🔝Thrissur🔝   Escor...➥🔝 7737669865 🔝▻ Thrissur Call-girls in Women Seeking Men  🔝Thrissur🔝   Escor...
➥🔝 7737669865 🔝▻ Thrissur Call-girls in Women Seeking Men 🔝Thrissur🔝 Escor...
amitlee9823
 
➥🔝 7737669865 🔝▻ Dindigul Call-girls in Women Seeking Men 🔝Dindigul🔝 Escor...
➥🔝 7737669865 🔝▻ Dindigul Call-girls in Women Seeking Men  🔝Dindigul🔝   Escor...➥🔝 7737669865 🔝▻ Dindigul Call-girls in Women Seeking Men  🔝Dindigul🔝   Escor...
➥🔝 7737669865 🔝▻ Dindigul Call-girls in Women Seeking Men 🔝Dindigul🔝 Escor...
amitlee9823
 

Recently uploaded (20)

Midocean dropshipping via API with DroFx
Midocean dropshipping via API with DroFxMidocean dropshipping via API with DroFx
Midocean dropshipping via API with DroFx
 
Thane Call Girls 7091864438 Call Girls in Thane Escort service book now -
Thane Call Girls 7091864438 Call Girls in Thane Escort service book now -Thane Call Girls 7091864438 Call Girls in Thane Escort service book now -
Thane Call Girls 7091864438 Call Girls in Thane Escort service book now -
 
April 2024 - Crypto Market Report's Analysis
April 2024 - Crypto Market Report's AnalysisApril 2024 - Crypto Market Report's Analysis
April 2024 - Crypto Market Report's Analysis
 
Probability Grade 10 Third Quarter Lessons
Probability Grade 10 Third Quarter LessonsProbability Grade 10 Third Quarter Lessons
Probability Grade 10 Third Quarter Lessons
 
Junnasandra Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...
Junnasandra Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...Junnasandra Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...
Junnasandra Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...
 
Vip Mumbai Call Girls Marol Naka Call On 9920725232 With Body to body massage...
Vip Mumbai Call Girls Marol Naka Call On 9920725232 With Body to body massage...Vip Mumbai Call Girls Marol Naka Call On 9920725232 With Body to body massage...
Vip Mumbai Call Girls Marol Naka Call On 9920725232 With Body to body massage...
 
Vip Mumbai Call Girls Thane West Call On 9920725232 With Body to body massage...
Vip Mumbai Call Girls Thane West Call On 9920725232 With Body to body massage...Vip Mumbai Call Girls Thane West Call On 9920725232 With Body to body massage...
Vip Mumbai Call Girls Thane West Call On 9920725232 With Body to body massage...
 
Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
 
Call Girls In Bellandur ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Bellandur ☎ 7737669865 🥵 Book Your One night StandCall Girls In Bellandur ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Bellandur ☎ 7737669865 🥵 Book Your One night Stand
 
Call Girls In Attibele ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Attibele ☎ 7737669865 🥵 Book Your One night StandCall Girls In Attibele ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Attibele ☎ 7737669865 🥵 Book Your One night Stand
 
5CL-ADBA,5cladba, Chinese supplier, safety is guaranteed
5CL-ADBA,5cladba, Chinese supplier, safety is guaranteed5CL-ADBA,5cladba, Chinese supplier, safety is guaranteed
5CL-ADBA,5cladba, Chinese supplier, safety is guaranteed
 
Predicting Loan Approval: A Data Science Project
Predicting Loan Approval: A Data Science ProjectPredicting Loan Approval: A Data Science Project
Predicting Loan Approval: A Data Science Project
 
Detecting Credit Card Fraud: A Machine Learning Approach
Detecting Credit Card Fraud: A Machine Learning ApproachDetecting Credit Card Fraud: A Machine Learning Approach
Detecting Credit Card Fraud: A Machine Learning Approach
 
CHEAP Call Girls in Rabindra Nagar (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE
CHEAP Call Girls in Rabindra Nagar  (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICECHEAP Call Girls in Rabindra Nagar  (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE
CHEAP Call Girls in Rabindra Nagar (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE
 
Call Girls In Nandini Layout ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Nandini Layout ☎ 7737669865 🥵 Book Your One night StandCall Girls In Nandini Layout ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Nandini Layout ☎ 7737669865 🥵 Book Your One night Stand
 
Call Girls Hsr Layout Just Call 👗 7737669865 👗 Top Class Call Girl Service Ba...
Call Girls Hsr Layout Just Call 👗 7737669865 👗 Top Class Call Girl Service Ba...Call Girls Hsr Layout Just Call 👗 7737669865 👗 Top Class Call Girl Service Ba...
Call Girls Hsr Layout Just Call 👗 7737669865 👗 Top Class Call Girl Service Ba...
 
Call Girls Bommasandra Just Call 👗 7737669865 👗 Top Class Call Girl Service B...
Call Girls Bommasandra Just Call 👗 7737669865 👗 Top Class Call Girl Service B...Call Girls Bommasandra Just Call 👗 7737669865 👗 Top Class Call Girl Service B...
Call Girls Bommasandra Just Call 👗 7737669865 👗 Top Class Call Girl Service B...
 
➥🔝 7737669865 🔝▻ Mathura Call-girls in Women Seeking Men 🔝Mathura🔝 Escorts...
➥🔝 7737669865 🔝▻ Mathura Call-girls in Women Seeking Men  🔝Mathura🔝   Escorts...➥🔝 7737669865 🔝▻ Mathura Call-girls in Women Seeking Men  🔝Mathura🔝   Escorts...
➥🔝 7737669865 🔝▻ Mathura Call-girls in Women Seeking Men 🔝Mathura🔝 Escorts...
 
➥🔝 7737669865 🔝▻ Thrissur Call-girls in Women Seeking Men 🔝Thrissur🔝 Escor...
➥🔝 7737669865 🔝▻ Thrissur Call-girls in Women Seeking Men  🔝Thrissur🔝   Escor...➥🔝 7737669865 🔝▻ Thrissur Call-girls in Women Seeking Men  🔝Thrissur🔝   Escor...
➥🔝 7737669865 🔝▻ Thrissur Call-girls in Women Seeking Men 🔝Thrissur🔝 Escor...
 
➥🔝 7737669865 🔝▻ Dindigul Call-girls in Women Seeking Men 🔝Dindigul🔝 Escor...
➥🔝 7737669865 🔝▻ Dindigul Call-girls in Women Seeking Men  🔝Dindigul🔝   Escor...➥🔝 7737669865 🔝▻ Dindigul Call-girls in Women Seeking Men  🔝Dindigul🔝   Escor...
➥🔝 7737669865 🔝▻ Dindigul Call-girls in Women Seeking Men 🔝Dindigul🔝 Escor...
 

Integrating Data Analytics into a Risk-Based Audit Plan

Editor's Notes

  1. Why do we need to be proactive with a risk based approach? “Living at risk is jumping off the cliff and building your wings on the way down” - Ray Bradbury –
  2. 3 years ago, the VP, IA got audit committee buy-in to implement IT audit and data analytics capabilities within the department. Implementing advanced data analytics capabilities within a department cannot be treated as a “side of desk” job, but rather has to be treated as an all-out project Implementing data analytics requires people, process & technology
  3. Established via added value, which comes from good (value added) recommendations. What is value added?: Quantifiable impact, expense reductions, process improvements Although a necessary part of the audit function, compliance audits are the least value added from the perspective of operations and understandably so. Therefore make the findings and recommendations (for action items) make sense by properly outlining the residual risk of NOT addressing the finding)
  4. Talk about output (20% increase in audit reports – more coverage with same udgeted hours – not just a mile wide or mile deep)
  5. The talent crunch: It is estimated that by 2018, between 150-180K jobs requiring deep analytical skills will be vacant. Another 1.5M managers and staff members who know how to analyse large data will be vacant. Hire talent, keep it and develop internally In our case, I was brought in 2 years ago, and am in the process of developing a secondary resource with expert analytical skills and plan on working with a 3rd staff member in the future. Advance data analysis skills are no longer an asset, but a requirement for a strong audit department.
  6. Planning process before analytics: The inherent risk is known and interviews, process flow diagrams and control descriptions are used to identify residual risks (essentially unaddressed inherent risk); professional judgment is used in determining scope and objectives. How does data analytics contribute in planning? Another way in which to help identify residual risk; Another way in which to identify control failures; A tool (over and above professional judgment) to identify high inherent risk areas so as to include in the testing; and A tool to help identify potential control weaknesses to include in testing or findings Result: Smaller scope, less budgeted hours per mandate, larger and more value added coverage of risks. Also we deliver more reports in 1 year. ------------------------------------------------------------------------------------------------------------------------------------------- Testing process prior to data analytics: Random and Judgmental sampling based on scope. Substantive testing. How does data analytics contribute in testing? Targeted sampling Fine tuning of scope based on objectives (as new data is received) 100% sample testing as opposed to substantive sampling (when possible) Results: Less hours spent testing, more coverage of processes with 100% testing, greater coverage of risks