Analytics and Automation in Internal Audit...PwC Analytics and Automation in Internal Audit...

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Analytics and Automation in Internal Audit CAE Conference November 2019

Transcript of Analytics and Automation in Internal Audit...PwC Analytics and Automation in Internal Audit...

Page 1: Analytics and Automation in Internal Audit...PwC Analytics and Automation in Internal Audit Selecting analytics-enabled audits 8 Knowing where to start so you can get there quicker

Analytics and Automationin Internal Audit

CAE ConferenceNovember 2019

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PwC Analytics and Automation in Internal Audit

Introduction

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PwC Analytics and Automation in Internal Audit

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External pressures on Internal Audit.

The game has changed: Internal Audit now faces different external pressures than before

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Digitization creates opportunitiesThe amount of data in volume and variety is exponentially higher as a result of digitalisation. Analytics is one of the key enablers to identify, predict and provide recommendations to business leaders.

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Business patterns have become more complexBusinesses need to make quick and informed decisions based on the patterns and trends obtained from the data in order to success and leadthe market.

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The need to move at paceTraditional reactive or backward looking audit is obsolete in today’s fast paced world. It adds little value and IA risks being stood down.

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Regulations and compliance expect moreRegulatory expectations to monitor business activities are increasing. Deeper business understanding & focus on risk are critical.

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5 Do more with less is continuousThe bottom line is under threat and organizations are being forced to work harder and smarter.

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Internal audit has to have a seat at the table with management. As you build these out, you don’t want internal audit to come in afterwards and identify gaps in controls. They really need to be there right at the beginning. However, it’s one thing physically having a seat at the table but another having the credibilityto be listened to.

Vanessa C. L. Chang Member, Audit Committee, Edison International and Sykes Enterprises

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Analytics in Internal Audit

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PwC Analytics and Automation in Internal Audit

Internal Audit: Transform or risk becoming obsolete

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PwC Internal audit maturity modelWe believe the maturity is defined by 4 different aspects of an internal audit function.

Assurance provider Assurance provider Assurance provider Assurance provider

Problem solver Problem solver Problem solver

Insight generator Insight generator

Trusted advisor

Delivering objective assuranceof the effectiveness of an organisations’ internal controls

Bringing analysis and perspectiveon root causes of issue identifiedin audit findings to help businessunit take corrective action

Take a more proactive role in suggesting meaningfulimprovements and risk assurance

Providing value-added servicesand proactive strategic advice to the business well beyond the effective and efficient execution of the audit plan

• Align expectations

• Build capabilities• Deliver quality• Increase value

Unrealised value

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PwC Analytics and Automation in Internal Audit

Achieving your goals

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Transforming the Internal Audit function requires focus across multiple domains

• How should we manage and execute our audits?• What is the impact of leveraging analytics?• How do we align to key stakeholders in AC and Management

• What people, skills and training do we have or need?• Do we develop or acquire skills and talents?• Can we arrange job swaps with the business functions?

Continuous improvement

Performance monitoring

Technology, tools and data

Methodology, policies,standards and processes

People, capability management and training

Operating model

Strategy &vision

• What role do we want to take within the organisation?• What do we want to achieve and how do we measure success?• Where can we add most value?

• How should we structure ourselves?• How do we incubate and establish an analytics capability?• How do we access external expertise to accelerate development?

• What data (asset) do we have?• What tools do we have or need need for analytics and reporting?• Do we know how and where we should be using the tools?

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PwC Analytics and Automation in Internal Audit

Growing analytics and automation capabilities

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The IA analytics maturity stagesAdvanced Analytics capabilitiesBasic Analytics capabilities

Reactive

IA D

eliv

ery

effic

ienc

yB

usin

ess

enab

ler

PredictiveEffectiveness in monitoring of key risks

Valu

e to

or

gani

satio

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• Automated controls are monitored on a real time basis once and potential exceptions are flaggedto risk and/or controls owners on a realtime basis

• Responsibility to operate the program rests with the business. IA are a user and potentially custodian of the program

Continuous transaction monitoring • The extensive data

structures are dissected and normalised within the tool to facilitate understand of activities

• Normality is learned and relearned on demand using stylised scenarios including introduction of false positives and incorporating new scenarios and variables

• Exceptions to patternand subtle risk concentration exposed

• Proactive and predictive actions taken

Predictive analytics

Manual IA function

• Auditing is performed using hard copy documents

• Audit sampling is statistical and/or judgmental

Piloting and ad hoc

• IA function own analytical tools such as IDEA and ACL available

• Bespoke analytics arerun on a one off basis to address specificaudit requirement

Sustainable and periodic analytics

• Analytical scriptsare automated and standardised forspecific reviews

• Opportunity to utilise analytics is considered as part of scoping for every IA review

• Specialist staff support extract and analysisof data

Continuous auditing

• A physical and logical data repository linked to key systems and residing onsite and accessible by Internal Audit

• Overlay with dashboards and alerts to enable IA to monitor exceptions and hot spot areas on a continuous basis

• Key input in defining and updating the IA plan

Automated: Analytical tests which replace activities typically performed

Assisted: Analytical tests that provide information upon which IA judgements can be made

[acl] [IDEA]

[Ui Path]

[Oracle]

[Power BI]

[Wolters Kluwer]

[SS] [R]

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Selecting analytics-enabled audits

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Knowing where to start so you can get there quickerNot every test, review or audit is suitable for analytics. PwC’s framework is an effective way to facilitate a shortlisting of audit activities

Data availability and complexity

Process and data knowledge

Ability to leverage in future

Impact and risk mitigation

Start

Availability: Is relevant data available for the process in a format that is easy to access?

Complexity: • Are there three

or less data sources for the internal audit?

• Is the data able to be validated for consistency and completeness?

Impact/Risk:Does the process represent a high risk area to the company, and is there a high perceived impact of the internal audit?

Repeatability: Is the internal audit activity performed with regular frequency, or does it represent a common audit focus area?

Familiarity: Does Internal Audit have sufficient knowledge of the business process to understand and interpret the data?

Applicability: Is the dataset or risk area applicable to other potential internal audits or business units?

Yes Yes Yes Yes Yes Yes

No No No No No No

Not a likely analytics candidate Potential analytics candidate Strong analytics candidate

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Automation in Internal Audit

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PwC Analytics and Automation in Internal Audit

“RPA and AI are the next big technologies. It will be important for Internal Audit to understand these technologies and be able to push the business in how they implement new solutions in the future. With new technology comes new security risk, and this should be a concern of boards going forward.”

Alvin BledsoeAudit Committee Chair

SunCoke Energy

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Software macros

Data prep and analysis tools

Robotic desktop automation

Workflow automation software

Rule engines

Automation-enabled enterprise platforms

Robotic process automation

Computer vision

Natural language processing

Machine learning

Intelligent business process

management systems

Intelligent processautomation platforms

The new automation

toolbox

Level of business-IT collaborationHighLow

Pwc.com/automation

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PwC Analytics and Automation in Internal Audit

What is RPA?

Configurations that automate manual, repeatable tasks

Algorithms that solve specific problems

Software that plugs into, and accesses, existing business software

Workflow enabled interaction

RPA is…

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A humanoid robot Something that can entirely replace humans

Something that replicates human cognitive functions

Purely just another cost play

RPA is not…

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PwC Analytics and Automation in Internal Audit

Example opportunities for RPA in internal audit

Internal Audit offers a broad range of opportunities for automation using both RPA and potentially IPA technology. Below are example areas for potential automation across the foundational, risk assessment and execution phases.

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Foundational Risk assessment and audit plan development Execution

Identifying and understanding stakeholders’ expectations

Building or internal audit’s strategy

Driving internal audit quality

Understanding the business

Gather information to identify risks

Evaluate and prioritise risk universe

Develop and communicate the risk based audit plan

Preparingthe audit

Planning the audit

Conducting fieldwork

Audit reporting

Issue management

Comm. w/ stakeholder

Setting Internal Audit’s mission

Managing talent

Understand organisation structure

Conduct interviews

Develop the risk universe

Draft the audit plan

Audit project staffing

Establishing engagement objectives

Identifying controls based on risk

Preparing the final audit report

Monitoring management actions

Maintain business relationship

Developing Internal Audit Charter

Managing delivery

Understand stakeholder expectations

Risk rating Audit plan comm.

Coordinating logistic and project milestones

Performing fact finding

Evaluating the control design

Distributing the report

Validation of management actions

Coordinate Assurance across org.

Developing a strategic plan

Managing performance

Prioritizing risks

Ongoing risk assessment

Confirming scope

Creating risk and control matrix

Operational effectiveness testing overview

Report quality review

Archiving documentation

Audit plan updates

Preparing the document request list

Creating the audit program

Conductinga closure Meeting

Gathering and sharing feedback

Planning memo

Finalizing scope

Preparing management action plans

Automation opportunities with RPA Potential automation opportunity with IPA

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Lessons learned

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Many have failed, many more will do thesame unless we adjust

Global lessons learnedWe share our global experience with you to help you avoidmaking the same mistakes as others.

Common pitfalls

No. 1Embarking on

the journeywithout a defined

strategyNo. 2

Going it alone

No. 3Underestimating

thepower of

organisationalcultureNo. 4

Falling into theautomation trap

No. 5Seeing analytics as

just a bolt-on to existing auditprocedures

No. 6Isolating the

analytics team

PwC Analytics and Automation in Internal Audit

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Questions?

This content is for general information purposes only, and should not be used as a substitute for consultation with professional advisors.

© 2019 PwC. All rights reserved. PwC refers to the PwC network and/or one or more of its member firms, each of which is a separate legal entity. Please see www.pwc.com/structure for further details.

191117-163322-SA-OS

Clement ChanDirector – Digital TrustT: +971 501 5236 19E: [email protected]

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