AutomateyourAML/FIU
Robotics Process Automation
About
Matrix-
IFS
Market
Leader
End-to-End
Solutions
Innovative
Ecosystem
Cost
Effective
Specialized
Expertise
Global
Footprint
Vast
Experience
Projects
2
Anshul Arora
Director,
Head of DeliveryCenter
Matrix-IFS
Background
Program Manager, Architect and
Specialist
Experience
11 years. Over 100+ projects in
Compliance,
AML, Trade Surveillance & Fraud
Expertise
Analysis, services & solutions on
multiple
platforms
Education
Degree in Computer Science and
Engineering
3
You will
Learn:
RPA: Only proven self-funding
project!
How RPA can enhance my Operations team
throughput
How and where to start your
journey
Problems RPA solves for “Fin Crime”
operations
Best options to approach automation
implementation
4
Problem
Definition:
Industry
Trends
75% – 90% false positives
in Fraud & AML monitoring
80/20 new generation
problems
Data gathering, data sorting,
charting & external systems
dependencyInconsistencies, no standards,
auditing gaps (accessing external
systems)
‘‘Over half the time our investigators
spend on an alert is simple data
gathering.”
- Matrix-IFS Client – Top 10 US Retail Bank
Decentralized systems
Manual tasks and calculations
High turnover – training
overheads
Non-technical operations
Key known contributors:
5
Lackof standards
Inabilityto supervise standards
Staff turnover&training overhead
Waste of talent
Manual reporting
No decision standards
No audit
Humanerrors Operations
Challenges
People
Processes
Products
6
Typical
Operations
Process
(Today)
Alert
Cases
Detection System Processes
Internal Data
Sys
Address Data
KYC Data
Social Data
Historical Data
Reports
Fraud Data
Data Valid
Systems
Google
Suspect Lists
System Queries
Excel
Pivots/Macro
Internal Data
Base
RFI Systems
7
Introduction:
What is RPA?
(1) https://www.cio.com/article/3236451/business-process-management/what-is-rpa-robotic-process-
automation-explained.html
CIO(1):
“RPA is an
application of
technology aimed
at automating
business
processes.”
IRPAAI(2):
“Robotic process
automation (RPA) is the
use of software with
artificial intelligence
(AI) and machine learning
capabilities to handle
high-volume, repeatable
tasks that previously
required humans to
perform…”
(2) https://irpaai.com/what-is-robotic-process-automation/ 8
RPA
Application
s (Generic) Insurance Manufacturing BPO
Healthcare FinanceBanking
Many companies provide automation solutions, incl
9
Why RPA Makes Sense in FIU
FIUoperations similarities:
Predefineddecisionpoints
Predefinedinvestigationworkflow
Triggeredwhenlaunderingscheme suspectedand/orconfirmed
Heavymanualinteractionwiththesystem
AMLalertvolumesarehigherthaneverbefore
RPA
Implementation
Criteria
Tasks decision points
documented
Triggeredat a
particular event
Performed
Manually
Repetitive
tasks
High-volume
10
Opportunitie
s of RPA in
FIU
…andmanymoreidentifiedduringassessmentphase
Automation
in FIU
External
RFI
Systems
Internal
DB
Systems
One-Stop
Ecosystem
Customer
Historical
Information
Auto
SAR
e-Filing
KYC
Verification
Cognitive
Suggestion
11
How RPA
is Perceived
Reduceoperationsmanualtasks(RPA)
On-Screenactionvs.Off-Screenaction:
ACTIVE: In the front end,helping yourusers
when then need.
PASSIVE: Working in background anddoing the actions reducing
the risks, automatically closing the alerts
Cutalertvolumes (FalsePositives)
Reduceinvestigation intensity
12
Path to RPA in
Operations
ScalableRPA
• Providing BOT interfaces
• Information-sharing BOTs
CognitiveRPA
• BOTs getting SMARTER
• BOTs suggestions
• BOTs deliver quality analysis
• Compliance ‘Dream Vision’
TacticalRPA • Scripting & Macros of SOP
• Smart data representation
Predecessor
• Automated data collection
• Data availability
13
BOTsdevelopment
framework
Pre-builtcommon
externaldata integration
connectors
Integration layer
ratherthan UI
Requires core product
knowledge &support
VendorSolution
Onesize fits all
RPA
Solutio
n
vs.
Service
BuildsBOTsusing core
technologies framework
VendorService
Bespokeconfigurations
Coversintegration &
interfacelayers
Smooth future case
managementupgrades
Usescommon languages
(Java, XML etc.)
Customization to
complement the product
14
“Investigators focus on
Investigations”
Happy BSA Officer, 2017
 One Screen
 Standardize
d Efficient
 Simple
 Automated
Enhanced Operations Process - New State
Aler
t
Detection
System Processes
Cases
Internal Data
Sys
Address Data
KYC Data
Social Data
Historical Data
Reports
Fraud Data
Data Valid
Systems
Google
Suspect Lists
System Queries
Excel
Pivots/Macro
Internal Data
Base
RFI Systems
15
A Vision: Strategic Alert Dashboards
16
RPA
Case Study
The Only
Self-funding
Project
Factors Measure
Case processed per day 250
Factors Measure
Alert Investigation Time
Case Investigation Time
Total # of Investigators – Alert
Total # of Investigators – Case
30 minutes
48 minutes
25
25
Alerts processed per day 400
BEFORE
RPA
Total Cases per
day
Total Alerts per
day
0 200 400 600 800 1000 1200 1400
After RPA Before RPA
RPA Factors RPA Measure
Alert Investigation Time
Case Investigation Time
Total # of Investigators – Alert
Total # of Investigators – Case
10 minutes
15 minutes
25
25
RPA Factors RPA Measure
Alerts processed per day
Case processed per day
1,200
800
AFTER
RPA
Client : US Commercial bank
17
RPA
Benefit
s
Fast
Operations
Processes
Less
Training
Overhead for
new employees
Increased
Team
Efficienc
y
Fully
Audited
Optimized
Accuracy
BOTs don’t make
mistakes
Cost
Savings
Lower
Risk
Scalable
RPA
per business
needs
18
Matrix-IFS
RPA
methodology
and approach
Show value andrepeat
Launch
Monitor
Repeat
III
Launch
Monitor
Repeat
RPA pilotintoproduction
RPA pilotimplementation
Assess
Measure
Identify
Evaluate
I
&review current operations model
Time consumed by each task
Identify the opportunities of RPA
Assess
Measure
Identify
Evaluate Calculate ROI
II
Prove
Build
Align stakeholders; value in initial scope
Roadmap toget toTOMby ROI
Prove
Build
19
Take-aways
from
Today’s
Session
START YOUR JOURNEY TODAY!
All firmshave a varyingdegree
ofoperations inefficiencies
Operations inefficiencies runacross all
Financial Crime
AreML andAIsolutions forthe
operations teams?
RPA: Only proven self-funding project!
How to build RPA vision for yourFIU
20
Thanks!Questions?
Anshul.Arora@Matrix-IFS.com 21

Robotic Automation Process (RPA) Webinar - By Matrix-IFS

  • 1.
  • 2.
  • 3.
    Anshul Arora Director, Head ofDeliveryCenter Matrix-IFS Background Program Manager, Architect and Specialist Experience 11 years. Over 100+ projects in Compliance, AML, Trade Surveillance & Fraud Expertise Analysis, services & solutions on multiple platforms Education Degree in Computer Science and Engineering 3
  • 4.
    You will Learn: RPA: Onlyproven self-funding project! How RPA can enhance my Operations team throughput How and where to start your journey Problems RPA solves for “Fin Crime” operations Best options to approach automation implementation 4
  • 5.
    Problem Definition: Industry Trends 75% – 90%false positives in Fraud & AML monitoring 80/20 new generation problems Data gathering, data sorting, charting & external systems dependencyInconsistencies, no standards, auditing gaps (accessing external systems) ‘‘Over half the time our investigators spend on an alert is simple data gathering.” - Matrix-IFS Client – Top 10 US Retail Bank Decentralized systems Manual tasks and calculations High turnover – training overheads Non-technical operations Key known contributors: 5
  • 6.
    Lackof standards Inabilityto supervisestandards Staff turnover&training overhead Waste of talent Manual reporting No decision standards No audit Humanerrors Operations Challenges People Processes Products 6
  • 7.
    Typical Operations Process (Today) Alert Cases Detection System Processes InternalData Sys Address Data KYC Data Social Data Historical Data Reports Fraud Data Data Valid Systems Google Suspect Lists System Queries Excel Pivots/Macro Internal Data Base RFI Systems 7
  • 8.
    Introduction: What is RPA? (1)https://www.cio.com/article/3236451/business-process-management/what-is-rpa-robotic-process- automation-explained.html CIO(1): “RPA is an application of technology aimed at automating business processes.” IRPAAI(2): “Robotic process automation (RPA) is the use of software with artificial intelligence (AI) and machine learning capabilities to handle high-volume, repeatable tasks that previously required humans to perform…” (2) https://irpaai.com/what-is-robotic-process-automation/ 8
  • 9.
    RPA Application s (Generic) InsuranceManufacturing BPO Healthcare FinanceBanking Many companies provide automation solutions, incl 9
  • 10.
    Why RPA MakesSense in FIU FIUoperations similarities: Predefineddecisionpoints Predefinedinvestigationworkflow Triggeredwhenlaunderingscheme suspectedand/orconfirmed Heavymanualinteractionwiththesystem AMLalertvolumesarehigherthaneverbefore RPA Implementation Criteria Tasks decision points documented Triggeredat a particular event Performed Manually Repetitive tasks High-volume 10
  • 11.
    Opportunitie s of RPAin FIU …andmanymoreidentifiedduringassessmentphase Automation in FIU External RFI Systems Internal DB Systems One-Stop Ecosystem Customer Historical Information Auto SAR e-Filing KYC Verification Cognitive Suggestion 11
  • 12.
    How RPA is Perceived Reduceoperationsmanualtasks(RPA) On-Screenactionvs.Off-Screenaction: ACTIVE:In the front end,helping yourusers when then need. PASSIVE: Working in background anddoing the actions reducing the risks, automatically closing the alerts Cutalertvolumes (FalsePositives) Reduceinvestigation intensity 12
  • 13.
    Path to RPAin Operations ScalableRPA • Providing BOT interfaces • Information-sharing BOTs CognitiveRPA • BOTs getting SMARTER • BOTs suggestions • BOTs deliver quality analysis • Compliance ‘Dream Vision’ TacticalRPA • Scripting & Macros of SOP • Smart data representation Predecessor • Automated data collection • Data availability 13
  • 14.
    BOTsdevelopment framework Pre-builtcommon externaldata integration connectors Integration layer ratherthanUI Requires core product knowledge &support VendorSolution Onesize fits all RPA Solutio n vs. Service BuildsBOTsusing core technologies framework VendorService Bespokeconfigurations Coversintegration & interfacelayers Smooth future case managementupgrades Usescommon languages (Java, XML etc.) Customization to complement the product 14
  • 15.
    “Investigators focus on Investigations” HappyBSA Officer, 2017  One Screen  Standardize d Efficient  Simple  Automated Enhanced Operations Process - New State Aler t Detection System Processes Cases Internal Data Sys Address Data KYC Data Social Data Historical Data Reports Fraud Data Data Valid Systems Google Suspect Lists System Queries Excel Pivots/Macro Internal Data Base RFI Systems 15
  • 16.
    A Vision: StrategicAlert Dashboards 16
  • 17.
    RPA Case Study The Only Self-funding Project FactorsMeasure Case processed per day 250 Factors Measure Alert Investigation Time Case Investigation Time Total # of Investigators – Alert Total # of Investigators – Case 30 minutes 48 minutes 25 25 Alerts processed per day 400 BEFORE RPA Total Cases per day Total Alerts per day 0 200 400 600 800 1000 1200 1400 After RPA Before RPA RPA Factors RPA Measure Alert Investigation Time Case Investigation Time Total # of Investigators – Alert Total # of Investigators – Case 10 minutes 15 minutes 25 25 RPA Factors RPA Measure Alerts processed per day Case processed per day 1,200 800 AFTER RPA Client : US Commercial bank 17
  • 18.
  • 19.
    Matrix-IFS RPA methodology and approach Show valueandrepeat Launch Monitor Repeat III Launch Monitor Repeat RPA pilotintoproduction RPA pilotimplementation Assess Measure Identify Evaluate I &review current operations model Time consumed by each task Identify the opportunities of RPA Assess Measure Identify Evaluate Calculate ROI II Prove Build Align stakeholders; value in initial scope Roadmap toget toTOMby ROI Prove Build 19
  • 20.
    Take-aways from Today’s Session START YOUR JOURNEYTODAY! All firmshave a varyingdegree ofoperations inefficiencies Operations inefficiencies runacross all Financial Crime AreML andAIsolutions forthe operations teams? RPA: Only proven self-funding project! How to build RPA vision for yourFIU 20
  • 21.

Editor's Notes

  • #12 Take RPA approach to the Banks, there are always specifics and nuances of the process in the Banks But some of the most common elements we have seen from the industry, some as low hanging fruits, that can bring in to you the best and immediate ROI, basically self funding the program are: