Contenu connexe Similaire à Protect Your Revenue Streams: Big Data & Analytics in Tax (20) Protect Your Revenue Streams: Big Data & Analytics in Tax1. Protect Your Revenue Streams
Big Data & Analytics in Tax
Ian Pretty
Vice President, Global Tax & Welfare Leader
2. 2
Business Analytics
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AREAS TO BE COVERED TODAY
The challenges facing Tax Agencies
Evasion, Fraud & Error: Our Point of View
Evasion, Fraud & Error: Our Approach
Case study: HMRC Connect
4. 4
Business Analytics
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growing fiscal deficits
new & more datanew compliance strategies
growing demand for public services
Why does Fraud Management matter today?
growing use of digital
shorter reaction timesindustrialization of Fraud
new modelling tools & techniques
internal Fraud
growing complexity
identity theft
5. 5
Business Analytics
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What Governments are saying about Evasion, Fraud & Error
Selected examples
6. 6
Business Analytics
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We believe that the answer rests in bringing Big Data and Analytics into a Digital
Framework
ITERATIVE TRANSFORMATION ROADMAP
DIGITALENGAGEMENT
DIGITALGOVERNANCE
TRANSFORMATIVE DIGITAL
VISION & OUTCOMES
DIGITAL BUILDING BLOCKS
Customer
Insight
E
Operational
Process E
New Business
Model
Customer
understanding
Customer touch
points
Improved
compliance
Worker
enablement
Performance
management
Process
digitisation
Global
collaboration
New outsourcing/
partner models
Digitally modified
business
Digital Capabilities
TAX
INVESTIGATORS
CHANNELS
TAX POLICY
PROCESS
INNOVATION
CUSTOMER
KNOWLEDGE
CULTURE
PARTNERSHIP
NETWORK
BRAND
STRATEGIC ASSETS
DIGITAL INVESTMENT
SKILLS INITIATIVES
TRANSFORMATIVE DIGITAL VISION
Source: Capgemini Consulting-MIT Analysis – Digital Transformation: A roadmap for billion-dollar organisations (c) 2011
Using cross-
government & third
party data sources
Digital by default –
intervention by exception
Mobile access to data &
tools
Near real time
dashboards
Use of new analytical
capabilities & tools
Real time identify
verification and data
validation
Bilateral and multilateral
exchange of data
7. 7
Business Analytics
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Customer Insight: Compliance Strategies need to understand customer behaviours so
that Evasion and Fraud processes respond effective to those behaviours
Compliant
Make it simple to get tax right
Value at risk
Riskofnon-compliance
Low
Low
High
Casual avoiders
Risk based campaigns to recover
and deter
High
Deliberate evaders
Full enquiries to recover & deter
Criminals
Investigate & prosecute or disrupt
Large Businesses &
HNWI
Relationship based monitoring to
protect
8. 8
Business Analytics
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Operational process: And this means a new enterprise tax compliance model based
on upstream near real-time risking, analytics & intervention
Information
Management
Business
Intelligence
Investigation
Channel
Management
Operational
Management
Common Capabilities
9. 9
Business Analytics
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New Business Model: how do tax agencies embed wider collaboration & data
exchange into their business as usual?
Fraud Prevention
Analytics
From doing everything… …to doing some things?
Fraud Prevention
Core
Compliance
capability
Analytics
As a
Service?
As a
Managed
Service?
Core
Compliance
capability
10. 10
Business Analytics
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Our approach: taking it step by step to develop the full capability set
Pilot Phase (6m)
High latency
Single tax
Regime or
segment
Phase 1 Release
(6-12m)
Build core
capability – DWH,
social network
analysis, anomaly
detection, case
management
Phase 2 Release
(6-12 m)
Reduce latency
More data sources,
storage etc
Improved models
Phase 3 Release (12m)
Upstream predictive
analytics
Ability to work with
unstructured data
Text mining
Sentiment analysis
Benefit
Investment & time
Increasing capability
Learn the new tools
Develop new rules
Test levels of fraud
Strengthen b-case
New teams established
Automated bulk risking
Trialling campaigns
Initial case mgt system
Extended risk rules
60%+ cases come from
risk engine
Campaign driven
Feedback governance
Restructured risk unit
Upstream check
process in place
80%+ cases from
risk engine
Illustrative road map
Value discovery &
operating model
Shared
Vision &
Strategy
11. 11
Business Analytics
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Each client has a different starting point
Client Situation Client Concerns Method
I need to do something
Requirement identified but
there is no clearly articulated
vision or high level design
Value Discovery
I have a Vision
Vision and High Level design
exist – unsure of where to
start and in what order
Target Operating Model and
detailed Roadmap
Am I on the right track?
Concerns remain about
clarity and progress
Business Assurance
Show me it works
Will it work at all and if so will
it be scalable
Proof of Concept / Pilot
I get it. When can we start?
Desire to start to build initial
components quickly
Design & Build Fraud
Management System
12. 12
Business Analytics
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Case Study: HMRC’s Risking tool - Connect
• Capgemini supported UK Tax Agency (HMRC) to design,
build and deploy their strategic risking tool - Connect
• Takes information from 30 different data sources
• Cross-matches one billion internal and third party data
items
• Uncover hidden relationships across organisations,
customers and their associated data links (bank interest,
lifestyle indicators and stated tax liability)
• Connect analytical and ‘spider diagram’ visualisation tools
• HMRC analysts produce target profiles and models to risk
assess transactions and generate campaigns and cases
for investigation.
• Automated feeds into HMRC’s case management system
In total HMRC has recovered £1.4bn additional tax yield
to date, through the use of Connect
13. 13
Business Analytics
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Case study – State of Maharashtra
project in progress
Capgemini has been selected in 2012 by the
Maharashtra Sales Tax Department (MSTD) in India to
implement a Business Intelligence and Data
Warehouse solution
Solution will enable MSTD to:
• analyze economic parameters to set targets for revenue
collection
• help the department to expand its existing taxpayer base
• prevent revenue loss through tax evasion
• provide decision support across divisions of the MSTD
These initiatives will result in significant optimization
of resources, time and effort, thus bringing in
considerable business benefits to the department.
Our industry experience from HMRC and strategic
partnership with SAS was key for winning this
project
SAS
Enterprise Business Intelligence
Planned
Internal Sources
Current Internal Sources
File Landing
area
Enterprise Data
Warehouse
Staging Area
SAS Enterprise Data Integration, SASData QualityData Sources
eAnnexure
Border Check Post
MAHAVIKAS
MAHAVAT
External Sources of Data
Analytical Reporting
•Dealer Profiles
•Risk rating
Dashboards
•MIS
•Metric Track
Web based Reporting
•Advisory Visits
•Audit Findings
Ad-hoc Analysis
•Dealer Category Trend Analysis
Performance Management
•Score Carding
Native Connectivity Integrated Data Quality Data Transformation
Sybase IQ
AMO Outlook Integration
Project Governance – Standard BI Processes and Methodologies
Application Security
Integrated Metadata Management
Data
Analytical and
Reporting Data Marts
•Multi dimensional marts for
Reports and Analytics
•Data Mining Models
•Forecasting
E miner +
ETS
HPDL 380 G7
4Core, 40 GB
RAM
HPDL 180 G6
4Core, 16 GB
RAM
Load Balancer
Rack 1 Rack 2
Non Production Deployment
Production Deployment
Linux Cluster Suite
SAN – 27 TB
(Data
Warehouse)
16 TB (Clone
for BackUp)
HP EVA 6400 Storage Array
HPMSL 8096 Tape
Library, 4xLTO5FC tape
drives
Backup Server
DL380 G7
4Core, 32 GB
RAM
DMZ
Internal Firewall
Internal Firewall
External Firewall
App Tier
DB Tier
Web Application Services
Node2
HPDL 380 G7
4Core, 32 GB RAM
Web Application Services
Node1
HPDL 380 G7
4Core, 32 GB RAM
Web Server
Farm
SAS
Compute
Server1
HPDL 580 G7
12Core, 96
GB RAM
HPDL 380 G7
6Core 48 GB
RAM
SAS
Compute
Server2
SAS
Modeling
Server
HPDL 380 G7
12Core 96 GB
RAM
HA Node
HPDL 380 G7
4Core, 32 GB
RAM
SybaseIQ
Writer
Server
HPDL 580 G7
28Core, 224 GB
RAM
SybaseIQ
Reader Server
HPDL 380 G7
12Core, 128 GB
RAM
HA Node
SAN Switch SAN Switch
App Tier
Linux Cluster Suite
HPDL 180 G6
2Core, 16 GB
RAM
SybaseIQ –
Dev & Test
Sybase
ASE-SBE
Non Prod
HPDL 180 G6
4Core, 16 GB
RAM
Sybase
ASE-SBE
Prod
Infrastructure Servers
FC Network
EMS Server
DL 180 G6
2Core, 8GB
RAM
SMS
Gateway
HPDL 180
G6, 4 Core
HPDL 180 G6
2Core, 16 GB
RAM
SAS Dev &
Test
14. 14
Business Analytics
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Our capabilities
Strategic global
partnership with SAS on
Fraud management
solutions
BIM Centre of Excellence
in India
Business & Solution
Architects
Local footprint
Delivery capability
Proven success stories in
UK, Netherlands and in the
Financial Services Sector
£1.3bn additional tax yield to
date for HM Revenue &
Customs
Proven value
No. 1 system integrator in
Tax & Welfare globally
Understanding of the Tax
business process
Compliance Framework
End to End solution
World’s foremost provider
of Business Information
Management (BIM)
services
Domain expertise
Register
/Change of
Details
Process
Application
/Return
Establish
Liability
/Benefit
Manage
Payments
In/out
Reconcile
Investigation
/Audit/
Enforcement
Receive
Customer
Submission
Enforcement
/Debt
collection
/criminal
proceedings
Prevent Protect Uncover Resolve
Feedback
Prove
An integrated approach takes a holistic approach on which to base a business strategy that develops and deploys common
capabilities actively managed to deliver the best business outcome.
Prevent transmission of
incorrectinformation – either
error or fraud
Protect againstincorrect
/repayments/repayments through
the identification and management
of risks
Identify that fraudulentor
non-compliantactivity has
taken place
Provide evidence to prove
the case so that the authority
can take remedial action
Successful
resolution through
recovering the monies
or securing criminal
prosecution
Infrastructure
Data Sources
Data Preparation
Data Linking/Networking Creation
Analytical Environment
Network Visualisation
Risk Model Management
Analytical Capability
Execution Ability
Investigative Capability
Case Management
Enterprise
Compliance
Capabilities
SAS CoE
Dedicated lab for all
SAS products
High performance
servers installed
Hands on
experience for
building proof of
concepts
Build better
knowledge
infrastructure to
share and learn SAS
Premium
partnership
agreement with SAS
Report generation
& delivery
Predictive models,
scorecards,
segmentation, decision
trees, web analytics
Forecasting
optimization,
social media,
solutions
Value Proposition
Skills
Analytical
consultants
Business analysts
Statisticians
Tools experts
BI architects
Data architects
MDM experts
Change experts
Quality experts
Process leads
Domains
Analytics Maturity Assessment
Specialized skill pool
Cloud based offering
Analytics CoE to support
the known requirements
of today and the
unanticipated needs of
the future
Easy to use and relevant
scorecards and reports
that enable greater
visibility into operating
and financial metrics
Ad-hoc sales, marketing
and functional reporting
for a streamlined,
integrated and automated
operation
Solution
Social Media Analytics
Marketing Campaign Analytics
Big Data Analytics
KnowledgeIntensive
ResourceIntensive
16. The information contained in this presentation is proprietary.
© 2013 Capgemini. All rights reserved.
Rightshore® is a trademark belonging to Capgemini.
www.capgemini.com
About Capgemini
With more than 120,000 people in 40 countries, Capgemini is one
of the world's foremost providers of consulting, technology and
outsourcing services. The Group reported 2011 global revenues
of EUR 9.7 billion.
Together with its clients, Capgemini creates and delivers
business and technology solutions that fit their needs and drive
the results they want. A deeply multicultural organization,
Capgemini has developed its own way of working, the
Collaborative Business Experience™, and draws on Rightshore®,
its worldwide delivery model.