continuous transaction monitoring detect and analyze anomalous transactions to address risk control...
TRANSCRIPT
Continuous Transaction Monitoring Detect and analyze anomalous transactions to address risk control gaps, and improve internal and external compliance
Gianni GiacomelliSenior Vice President, Genpact
Senthilvel K Vice President, Genpact
PROCESS • ANALYTICS • TECHNOLOGY 2© 2014 Copyright Genpact. All Rights Reserved.
A Global Business Process Services Leader: Process Transformation and Outsourcing, Analytics, Technology
We help leaders of some of the largest enterprises transform and run their processes and operations, including the very complex and industry-specific
What we do
Unbiased, agile combination of process science, related technology and analytics limits upfront costs and enhances future adaptability
Right critical mass:
• we are large (64,000+ global staff) but our solutions appropriately flexible
• our top management is directly involved in our client partnerships
How we do it
Our impact
We help enterprises to be more competitive by becoming more intelligent: adaptive, innovative, globally effective and connected…
…by enabling tighter management of costs, risks, regulations, and supporting growth
The results: US$22B* of impact for 800+ global clients
PROCESS • ANALYTICS • TECHNOLOGY 3© 2014 Copyright Genpact. All Rights Reserved.
THE CHALLENGE
PROCESS • ANALYTICS • TECHNOLOGY 4© 2014 Copyright Genpact. All Rights Reserved.
Huge transaction volumes, exception identification, sub optimal post facto recovery, inconsistent practices are key issues
Audit analytics
CTM
1. Huge transaction volumes and large number of integrity
checks
4. Organization, process and technology drive varying levels of maturity in
compliance
Causes
Excessive reliance on external parties
due to lack of internally trained
staffBusiness process breakdowns more
frequently due to higher complexity
Controls fail to keep pace with the changing
landscape
Barriers to effective controls
Accounts payable
Vendor management
Accounts receivable
Customer management
InventoryGeneral ledger
Payroll
Detection of errors from audits is too late
2. Evaluating whether an exception is genuine or not is hard due to a large number of ‘business as
usual’ exceptions
3. Traditional post facto audithas significant limitations
PROCESS • ANALYTICS • TECHNOLOGY 5© 2014 Copyright Genpact. All Rights Reserved.
Inability to fix improper financial transactions in near-real time leads to high organizational risk and financial leakages
Improper financial transactions are a big issue
• Hard to find and fix exhaustively and quickly improper financial transactions in near-time, as well as to address respective inadequate controls and faulty business processes
• These misses can lead to 12-17% leakage in P2P and 20-30% in O2C
Increased organizational risk
Increased organizational vulnerability because of frauds, errors
• Increased business complexity increasing volume of transactions
• Inconsistent enterprise IT and data management systems, multiple transaction processing mechanisms in various ERPs
Increased regulatory requirements
• Greater compliance related obligations
• Serious consequences for compliance failures e.g. FCPA
Traditional measures are inadequate
Traditional protections against insider fraud, such as segregation of duties or employee authorizations, are no longer adequate
PROCESS • ANALYTICS • TECHNOLOGY 6© 2014 Copyright Genpact. All Rights Reserved.
Moreover traditional post facto recovery audit has also many limitations
Limitation Rationale
Takes too long Many audits lag at least 18 months behind the transaction, by then companies have missed out on cash flow and suppliers are asked to take a hit
Proving claim validity is difficult
Lack of documentation coupled with inconsistent and sub-par claim presentations can negatively impact vendor relationships and budgets
It is expensive Audits are labor intensive and disruptive to ongoing business operations
Compliance failures have consequences
Sarbanes Oxley and other regulations mandate the need for better processes and financial oversight
PROCESS • ANALYTICS • TECHNOLOGY 7© 2014 Copyright Genpact. All Rights Reserved.
THE SOLUTIONS
PROCESS • ANALYTICS • TECHNOLOGY 8© 2014 Copyright Genpact. All Rights Reserved.
Companies feel a combination of on-going monitoring, process and technology can help solve their compliance challenges
• Process diagnostics • Process redesign
Top 5 compliance related challenges
% agrees
1. Identifying and documenting compliance related shortfalls and exposures
74%
2. Changes to business processes to improve compliance
64%
3. Allocating budget and resources to compliance
60%
4. Sustaining on-going compliance
51%
5. Technology changes required for compliance
42%
Top 5 mitigations % agrees
1. On-going monitoring program 64%
2. Better audit procedures and policies
61%
3. Technology for monitoring business processes impacted by compliance
51%
4. Technology for managing authorized access to applications, information and documents
43%
5. External experts in audit and compliance
28%
Source: Aberdeen Group – Survey of 500 Controllers in US, Europe and Asia across multiple industry verticals
PROCESS • ANALYTICS • TECHNOLOGY 9© 2014 Copyright Genpact. All Rights Reserved.
An effective Continuous Transaction Monitoring (CTM) approach
Control environment setup
Platform hosting and data mining
Transaction analytics
Exception management
Management reporting
Extractor
• Acquires data from relevant data source
Mapper
• Maps data into normalized databases
• Continuously updates data warehouse
• Allows for reuse of similar data
• Facilitated definition of complex analytics
• Predictive analytics (e.g. fuzzy logic, pattern recognition, statistical analysis)
• Continuously improving algorithms
• Risk profiling of exceptions
• Efficient resolution and follow up of exception cases
• Looping and closing of exception cases
• Periodic updates by process, analytics, criticality, vendor
• Recommen-dations for process improvement
• Understand enterprise goals and risks to them
• Assess controls required and monitoring frequency
• Identify relevant data
• Define, manage and run CTM CoE
A B C D E
PROCESS • ANALYTICS • TECHNOLOGY 10© 2014 Copyright Genpact. All Rights Reserved.
Time effective set up of effective control environment after appropriate risk assessment
A
What can be achieved
• Risk assessment and quantification, development of mitigation control plan; control environment set up within 3-4 weeks
• Continuous assessment and improvement of implemented controls
• Data cleansing to ensure optimal utilization of available datasets
Delivery approach
Domain and CTM experts work in collaboration with the client to
• Assess the current control environment and the risks to the organizational goals and objectives
• Build a complete control environment for the organization
• Determine the frequency for monitoring the controls
• Identify and capture the data which provide indicators of the health of risk management and related controls
ILLUSTRATIVE
Sample deliverable
Controls, frequency and ownership
PROCESS • ANALYTICS • TECHNOLOGY 11© 2014 Copyright Genpact. All Rights Reserved.
Seamless platform hosting and improved data mining to ensure comprehensive issue detection and analysis
B
What can be achieved
• Manual effort and errors reduced by 30-40% using automation
• Pre‐built extraction from major ERP like SAP, Oracle, JDE, PeopleSoft, Amex, Lawson, etc. (used by ~75% of global businesses)
• Increased availability of datasets for analysis through error and completeness checks
Delivery approach
• Pre built data request templates by process/vendor/analysis/ERP system type
• Custom scripts to rapidly extract data in an automated manner
• Dedicated experts with expertise in gathering data quickly and ensuring accuracy and integrity of data prior to analysis
• Collaborative approach with client to ensure contextual understanding of extracted data
ILLUSTRATIVE
PROCESS • ANALYTICS • TECHNOLOGY 12© 2014 Copyright Genpact. All Rights Reserved.
In depth and near time transaction analytics for early detection of error patterns
C
What can be achieved
• Near real time identification of error patterns improves turnaround time by 20% and recovery % between 30-40% compared to post audit
• Granular and actionable insights by process and sub-process, IT system type, nature of transaction, etc.
Delivery approach
• List of analytics performed under each area – sub area with detailed sub analytics by process/vendor/ ERP system, etc.
• Heuristic algorithms which learn and improve continuously
• Findings are presented graphically using user friendly and configurable GUI
• Collaborative approach with client to ensure that the right analytics are performed and corrective action taken
Analytics example
ILLUSTRATIVE
PROCESS • ANALYTICS • TECHNOLOGY 13© 2014 Copyright Genpact. All Rights Reserved.
Risk profiling of exceptions and follow up till closure of genuine exceptions
D
What can be achieved
• Exception reduction by 20-25% YoY
• Detailed listing of exception cases for proactive process improvement
• Ideas and initiatives to eliminate exceptions
Delivery approach
• Risk profiling of exceptions based on type, criticality, etc.
• Collaborative approach with client to determine “genuine” exceptions to reduce handling time of false exceptions
• Integrated exceptions in instances where exceptions are linked to each other
• Follow up of genuine exceptions and recommendations on process, technology fixes, etc. to eliminate them
Listing of exceptions
ILLUSTRATIVE
PROCESS • ANALYTICS • TECHNOLOGY 14© 2014 Copyright Genpact. All Rights Reserved.
Frequent and granular management reporting
E
What can be achieved
• In depth reports at an agreed frequency
• Comprehensive view of all relevant exceptions that cause fraud, errors, compliance failures etc.
Delivery approach
• Granular reporting of exceptions based on process type, ERP system, vendor etc.
• Assessing the root cause of the exception and validating the same with the business/process owner
• Detailing of initiatives (e.g. process changes, technology improvements, etc.) to eliminate exceptions
• User friendly dashboards with slicing and dicing capability
Example report
ILLUSTRATIVE
PROCESS • ANALYTICS • TECHNOLOGY 15© 2014 Copyright Genpact. All Rights Reserved.
Significant improvement potential in operating and process metrics through CTM
P r o c u r e - to -p a y
Procure-to-pay
O r d e r - to -c a s h
Order-to-cash
T r a v e l & l iv in g
Travel & living
G e n e r a l le d g e r
General ledger
F C P A
FCPA
P -C a r d
P-Card
Top 3 leakage pointsBusiness process
• Data errors and omission• Unauthorized payments• Overpayment
• Delayed collections• Unauthorized changes in masters• Invoice and billing mismatch
• Policy non-compliance• Overpayment• Unauthorized payments
• SoD conflict• Whole number entries - rounding off • Unusual account pairing analysis
• Out of country payments• Gift /sponsorships/government
payment analysis• Unusual payments
• Purchases from approved/ regular vendors
• Policy non compliance• Improper/illegal payments
% transaction value at stake
1 2 -1 7 %
12-17%
2 0 -3 0 %
20-30%
7 -1 2 %
7-12%
1 1 -1 7 %
11-17%
6 -7 %
6-7%
1 0 -1 5 %
10-15%
% prevented through CTM
~ 9 0 %
~90%
~ 9 7 %
~97%
~ 8 5 %
~85%
~ 9 7 %
~97%
~ 8 0 %
~80%
~ 8 0 %
~80%
O perating m etric• D ecrease in w orking
cap ita l by up to 3-
5%• Increase in cash
flow by 2-3%• Bottom line
im provem ent by up
to 0 .1-0 .2% of
revenues• Im prove revenues
up to 1%• D SO reduction by
10-15%
Process m etric• 10-15% savings
from em ployee
recoveries • P revention o f
accounts m is-
reporting • P revention o f
fo re ign corrupt
practices by up to
80% , reducing
probability o f
penalties
Operating metric• Decrease in working
capital by up to 3-5%
• Increase in cash flow by 2-3%
• Bottom line improvement by up to 0.1-0.2% of revenues
• Improve revenues up to 1%
• DSO reduction by 10-15%
Process metric• 10-15% savings
from employee recoveries
• Prevention of accounts mis-reporting
• Prevention of foreign corrupt practices by up to 80%, reducing probability of penalties
PROCESS • ANALYTICS • TECHNOLOGY 16© 2014 Copyright Genpact. All Rights Reserved.
CONTACT GENPACT TO EXPLORE THE “ART OF THE POSSIBLE”
PROCESS • ANALYTICS • TECHNOLOGY 17© 2014 Copyright Genpact. All Rights Reserved.
About Genpact
Genpact Limited (NYSE: G) is a global leader in transforming and running business processes and operations, including those that are complex and industry-specific. Our mission is to help clients become more competitive by making their enterprises more intelligent through becoming more adaptive, innovative, globally effective and connected to their own clients.
Genpact stands for Generating Impact – visible in tighter cost management as well as better management of risk, regulations and growth for hundreds of long-term clients including more than 100 of the Fortune Global 500. Our approach is distinctive – we offer an unbiased, agile combination of smarter processes, crystallized in our Smart Enterprise Processes (SEPSM) proprietary framework, along with analytics and technology, which limits upfront investments and enhances future adaptability.
We have global critical mass – 62,000+ employees in 24 countries with key management and corporate offices in New York City – while remaining flexible and collaborative, and a management team that drives client partnerships personally.
Our history is unique – behind our single-minded passion for process and operational excellence is the Lean and Six Sigma heritage of a former General Electric division that has served GE businesses for more than 15 years.
For more information, visit www.genpact.com. Follow Genpact on Twitter, Facebook, and LinkedIn.
Gianni.giacomelli[at]genpact.com
Senthilvel.K[at]axisindia.co.in
www.genpact.com/home/solutions/risk-management-services/continuous-transaction-monitoring
Thank You