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Company Confidential - For Internal Use Only Copyright © 2014, SAS Institute Inc. All rights reserved. GOVERNMENT FRAUD DETECTION [email protected]

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Page 1: GOVERNMENT FRAUD DETECTION - SAS · 1/1/2013  · 03-Jerome-Bryssinck-GOVERNMENT-FRAUD-DETECTION Author: Alexander Efimov Created Date: 5/31/2016 5:03:05 AM

Company Confidential - For Internal Use Only

Copyright © 2014, SAS Insti tute Inc. Al l r ights reserved.

GOVERNMENT FRAUD DETECTION

[email protected]

Page 2: GOVERNMENT FRAUD DETECTION - SAS · 1/1/2013  · 03-Jerome-Bryssinck-GOVERNMENT-FRAUD-DETECTION Author: Alexander Efimov Created Date: 5/31/2016 5:03:05 AM

Company Confidential - For Internal Use Only

Copyright © 2014, SAS Insti tute Inc. Al l r ights reserved. 2

TAX OFFICES USE SAS AT DIFFERENT LEVELS OF MATURITY

2

Our Revenue Clients

USA - IRS

Ireland – Irish Tax

Spain - AEAT Tax

UK - HM Revenue & Customs

Netherlands

DTA

Singapore - IRAS

Denmark - Danish Ministry of Taxation

Belgium – SPF

European C- Taxud

Hungary -National Tax

Greece - Tax

Australia - ATO

Estonia - Estonian Tax

India – Andhra

Pradesh,

Rajasthan

South Africa – SARS

France – DGFIP

Page 3: GOVERNMENT FRAUD DETECTION - SAS · 1/1/2013  · 03-Jerome-Bryssinck-GOVERNMENT-FRAUD-DETECTION Author: Alexander Efimov Created Date: 5/31/2016 5:03:05 AM

This slide is for video use only.

Company Confidential - For Internal Use Only

Copyright © 2012, SAS Insti tute Inc. Al l r ights reserved.

Page 4: GOVERNMENT FRAUD DETECTION - SAS · 1/1/2013  · 03-Jerome-Bryssinck-GOVERNMENT-FRAUD-DETECTION Author: Alexander Efimov Created Date: 5/31/2016 5:03:05 AM

This slide is for video use only.

Company Confidential - For Internal Use Only

Copyright © 2012, SAS Insti tute Inc. Al l r ights reserved.

THE FACE OF VAT CAROUSELS

Page 5: GOVERNMENT FRAUD DETECTION - SAS · 1/1/2013  · 03-Jerome-Bryssinck-GOVERNMENT-FRAUD-DETECTION Author: Alexander Efimov Created Date: 5/31/2016 5:03:05 AM

Company Confidential - For Internal Use Only

Copyright © 2014, SAS Insti tute Inc. Al l r ights reserved.

SERIOUS & ORGANISED VAT

FRAUDCOMMISSIONER SEMETA

• 1 trillion euro lost to tax evasion and avoidance

• VAT gap of 168 billion euros in 2013

Page 6: GOVERNMENT FRAUD DETECTION - SAS · 1/1/2013  · 03-Jerome-Bryssinck-GOVERNMENT-FRAUD-DETECTION Author: Alexander Efimov Created Date: 5/31/2016 5:03:05 AM

Company Confidential - For Internal Use Only

Copyright © 2014, SAS Insti tute Inc. Al l r ights reserved.

Offshore

SERIOUS & ORGANISED VAT

FRAUDVAT CAROUSEL

Conduit

Company Missing

Trader

VATNO VAT

French

Treasury

Profit

Taker

Buffer

Company

Page 7: GOVERNMENT FRAUD DETECTION - SAS · 1/1/2013  · 03-Jerome-Bryssinck-GOVERNMENT-FRAUD-DETECTION Author: Alexander Efimov Created Date: 5/31/2016 5:03:05 AM

Company Confidential - For Internal Use Only

Copyright © 2014, SAS Insti tute Inc. Al l r ights reserved.

Offshore

SERIOUS & ORGANISED VAT

FRAUDVAT CAROUSEL

Conduit

Company Missing

Trader

VATNO VAT

French

Treasury

Profit

Taker

Buffer

Company

Page 8: GOVERNMENT FRAUD DETECTION - SAS · 1/1/2013  · 03-Jerome-Bryssinck-GOVERNMENT-FRAUD-DETECTION Author: Alexander Efimov Created Date: 5/31/2016 5:03:05 AM

Company Confidential - For Internal Use Only

Copyright © 2014, SAS Insti tute Inc. Al l r ights reserved.

SERIOUS & ORGANISED VAT

FRAUDVAT CAROUSEL

VAT CAROUSEL

Conduit

Company

Profit

Taker

Buffer

CompanyMissing

Trader

VAT

Offshore

NO VAT

Page 9: GOVERNMENT FRAUD DETECTION - SAS · 1/1/2013  · 03-Jerome-Bryssinck-GOVERNMENT-FRAUD-DETECTION Author: Alexander Efimov Created Date: 5/31/2016 5:03:05 AM

Company Confidential - For Internal Use Only

Copyright © 2014, SAS Insti tute Inc. Al l r ights reserved.

SERIOUS & ORGANISED VAT

FRAUDEXP

Fake

Company Company

VATNO VAT

French

Treasury

Goods stay on the French

territory and are sold on the black

market

Page 10: GOVERNMENT FRAUD DETECTION - SAS · 1/1/2013  · 03-Jerome-Bryssinck-GOVERNMENT-FRAUD-DETECTION Author: Alexander Efimov Created Date: 5/31/2016 5:03:05 AM

Company Confidential - For Internal Use Only

Copyright © 2014, SAS Insti tute Inc. Al l r ights reserved.

SERIOUS & ORGANISED VAT

FRAUDXFACT

Conduit

CompanyBuffer

CompanyXFACT

VATNO VAT

French

Treasury

Company

Buffer

Page 11: GOVERNMENT FRAUD DETECTION - SAS · 1/1/2013  · 03-Jerome-Bryssinck-GOVERNMENT-FRAUD-DETECTION Author: Alexander Efimov Created Date: 5/31/2016 5:03:05 AM

Company Confidential - For Internal Use Only

Copyright © 2014, SAS Insti tute Inc. Al l r ights reserved.

Company Owners

Given Details (Phone)

VAT Registered Company

Given Details (Registered Address)

(

(

B

SERIOUS & ORGANISED

VAT FRAUDMULTI CELL VAT REPAYMENT FRAUD

Page 12: GOVERNMENT FRAUD DETECTION - SAS · 1/1/2013  · 03-Jerome-Bryssinck-GOVERNMENT-FRAUD-DETECTION Author: Alexander Efimov Created Date: 5/31/2016 5:03:05 AM

Company Confidential - For Internal Use Only

Copyright © 2014, SAS Insti tute Inc. Al l r ights reserved.

(

Different Apparent Owners

(

B Shared Address

Shared Phone

MULTI CELL VAT REPAYMENT FRAUDSERIOUS & ORGANISED

VAT FRAUD

Page 13: GOVERNMENT FRAUD DETECTION - SAS · 1/1/2013  · 03-Jerome-Bryssinck-GOVERNMENT-FRAUD-DETECTION Author: Alexander Efimov Created Date: 5/31/2016 5:03:05 AM

Company Confidential - For Internal Use Only

Copyright © 2014, SAS Insti tute Inc. Al l r ights reserved.

• Companies of similar type

• All Companies have a negative net balance

claimed more $ refunds than payments

• Started around same date

• Claims submitted around same days

• Average claim amount is relatively small

• Average claim amounts are similar for each

company

• Companies located in different regions

Company Type: Restaurant

Net Balance: -$10,000

# Refunds: 20

# Payments: 1

Reg Date: 01/01/2013

Company Type: Restaurant

Net Balance: -$11,000

# Refunds: 20

# Payments: 2

Reg Date: 02/01/2013

Company Type: Restaurant

Net Balance: -$10,500

# Refunds: 20

# Payments: 0

Reg Date: 03/01/2013

Company Type: Restaurant

Net Balance: -$10,200

# Refunds: 20

# Payments: 1

Reg Date: 01/01/2013

MULTI CELL VAT REPAYMENT FRAUDSERIOUS & ORGANISED

VAT FRAUD

Page 14: GOVERNMENT FRAUD DETECTION - SAS · 1/1/2013  · 03-Jerome-Bryssinck-GOVERNMENT-FRAUD-DETECTION Author: Alexander Efimov Created Date: 5/31/2016 5:03:05 AM

Company Confidential - For Internal Use Only

Copyright © 2014, SAS Insti tute Inc. Al l r ights reserved.

ANALYSING RETURN PATTERNS

400

420

440

460

480

500

520

540

560

Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec

Refu

nd

Am

ou

nt

Period

Refunds Per Company Per Period

A B C D

• Refund amounts

within a narrow

range

• Refund amounts

between VAT reg.

companies are

similar

• Refund amounts

well under Tax

Authority defined

non-automatic

thresholds (i.e.

small amounts)

SERIOUS & ORGANISED

VAT FRAUD

Page 15: GOVERNMENT FRAUD DETECTION - SAS · 1/1/2013  · 03-Jerome-Bryssinck-GOVERNMENT-FRAUD-DETECTION Author: Alexander Efimov Created Date: 5/31/2016 5:03:05 AM

Company Confidential - For Internal Use Only

Copyright © 2014, SAS Insti tute Inc. Al l r ights reserved.

CHALLENGE

Page 16: GOVERNMENT FRAUD DETECTION - SAS · 1/1/2013  · 03-Jerome-Bryssinck-GOVERNMENT-FRAUD-DETECTION Author: Alexander Efimov Created Date: 5/31/2016 5:03:05 AM

Company Confidential - For Internal Use Only

Copyright © 2014, SAS Insti tute Inc. Al l r ights reserved.

SERIOUS & ORGANISED VAT

FRAUDA NETWORK AFTER INVESTIGATION

Page 17: GOVERNMENT FRAUD DETECTION - SAS · 1/1/2013  · 03-Jerome-Bryssinck-GOVERNMENT-FRAUD-DETECTION Author: Alexander Efimov Created Date: 5/31/2016 5:03:05 AM

Company Confidential - For Internal Use Only

Copyright © 2014, SAS Insti tute Inc. Al l r ights reserved.

19

Super Cluster

Page 18: GOVERNMENT FRAUD DETECTION - SAS · 1/1/2013  · 03-Jerome-Bryssinck-GOVERNMENT-FRAUD-DETECTION Author: Alexander Efimov Created Date: 5/31/2016 5:03:05 AM

Company Confidential - For Internal Use Only

Copyright © 2014, SAS Insti tute Inc. Al l r ights reserved.

SERIOUS & ORGANISED VAT

FRAUDCHALLENGES WITH VAT CAROUSEL DETECTION

• Complex environment

• High velocity fraud

• Constantly evolving:

• Legislative changes

• Changes in the behaviour of fraudsters

• Geographical shift

• “Commodities” shift

20

Page 19: GOVERNMENT FRAUD DETECTION - SAS · 1/1/2013  · 03-Jerome-Bryssinck-GOVERNMENT-FRAUD-DETECTION Author: Alexander Efimov Created Date: 5/31/2016 5:03:05 AM

Company Confidential - For Internal Use Only

Copyright © 2014, SAS Insti tute Inc. Al l r ights reserved.

SOLUTION

Page 20: GOVERNMENT FRAUD DETECTION - SAS · 1/1/2013  · 03-Jerome-Bryssinck-GOVERNMENT-FRAUD-DETECTION Author: Alexander Efimov Created Date: 5/31/2016 5:03:05 AM

Company Confidential - For Internal Use Only

Copyright © 2014, SAS Insti tute Inc. Al l r ights reserved.

FPS FINANCE (BELGIUM), VAT CAROUSELS

Business Problem

Organized VAT Fraud was a billion euro problem for the Belgian Government. This

fraud typology is a high velocity fraud: “Carousel frauds are like floods. It is futile to

believe that after the storm we can put back water in the riverbed with buckets. What is

needed is to build dykes to prevent overflows” .

The Tax Department is overloaded with data relevant for Organized VAT Fraud

(600.000 tax-payers, 5.000.000 VAT return, 24.000.000 Intra-community transactions).

SAS Approach

The solution is used to detect companies with a high probability of being involved

in Organized VAT Fraud. The SAS Hybrid approach provides ultra-early detection

from the first suspect VAT return or other suspicious behaviour. This Hybrid approach

combines network analysis, business rules, predictive modeling and anomaly detection.

The combination of these methods enables new networks to be discovered and to

monitor known networks. The models are highly accurate (80% true positive rate). This

makes the SAS Hybrid approach the ideal tax auditor.

Results

The result is a reduction by 98% (from 1.1 billion € to 0.029 billion €) of the VAT

carousel fraud. Analytics was key in achieving this result. The models are not only very

accurate (80% true positive rates), they also provide ultra-early detection as from the

first VAT declaration. Organized VAT fraud is now a controlled phenomenon. The

system also enables international collaboration by identifying suspicious companies

abroad.

Highlights

• VAT carousel fraud reduced by

98% (from 1.1 billion € to 0.029

billion €)

• Ultra-early detection

• SAS hybrid approach

provides a high accuracy

model (80% true positive rate)

Page 21: GOVERNMENT FRAUD DETECTION - SAS · 1/1/2013  · 03-Jerome-Bryssinck-GOVERNMENT-FRAUD-DETECTION Author: Alexander Efimov Created Date: 5/31/2016 5:03:05 AM

Company Confidential - For Internal Use Only

Copyright © 2014, SAS Insti tute Inc. Al l r ights reserved.

Criminal Investigation

Fraud

Dete

ctio

n

Tax Investigation

Sto

p th

e

Fra

ud

Criminal Investigation

Fraud

Dete

ctio

n

Tax Investigation

Na

tura

l D

eath

SERIOUS & ORGANISED VAT

FRAUDNEW APPROACH FOR SERIOUS CASES

Page 22: GOVERNMENT FRAUD DETECTION - SAS · 1/1/2013  · 03-Jerome-Bryssinck-GOVERNMENT-FRAUD-DETECTION Author: Alexander Efimov Created Date: 5/31/2016 5:03:05 AM

Company Confidential - For Internal Use Only

Copyright © 2014, SAS Insti tute Inc. Al l r ights reserved.

SERIOUS & ORGANISED VAT

FRAUDBENEFITS

INCREASE DETECTION RATES

Detect Fraud before it is committed

List of Suspected Fraud (80% True Positives)

INCREASE EFFICIENCY

3 weeks pre-investigation

=>

5 minutes pre-investigation

Increased efficiency during investigation: Risky transaction and the role of the different companies are

provided to the investigator.

Page 23: GOVERNMENT FRAUD DETECTION - SAS · 1/1/2013  · 03-Jerome-Bryssinck-GOVERNMENT-FRAUD-DETECTION Author: Alexander Efimov Created Date: 5/31/2016 5:03:05 AM

Company Confidential - For Internal Use Only

Copyright © 2014, SAS Insti tute Inc. Al l r ights reserved.

DEMO

Page 24: GOVERNMENT FRAUD DETECTION - SAS · 1/1/2013  · 03-Jerome-Bryssinck-GOVERNMENT-FRAUD-DETECTION Author: Alexander Efimov Created Date: 5/31/2016 5:03:05 AM

Company Confidential - For Internal Use Only

Copyright © 2014, SAS Insti tute Inc. Al l r ights reserved. www.SAS.com

THANK YOU!