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Graphs in Government
LEVERAGING CONNECTIONS IN DATA WITH GRAPH DATABASES
Dr. Jim Webber

Chief Scientist, Neo4j
Graphs In Government 01
Agenda
• Quick intro to Neo4j use cases & graph databases
• Digitization of Government
• Money Laundering
• Law Enforcement
• Security
• E-government
• Summary
Introduction to Neo4j Use Cases
Relational
Database
This is data modelled as graph!
Graph
Database
NEO4j USE CASES
Real Time Recommendations
Master Data Management
Fraud Detection
Identity & Access Management
Graph Based Search
NEO4j USE CASES
VIEWED
GRAPH THINKING:
Real Time Recommendations
VIEWED
BOUGHT
VIEWED
BOUGHT
BOUGHT
BOUGHT
BOUGHT
NEO4j USE CASES
Real Time Recommendations
Master Data Management
Fraud Detection
Identity & Access Management
Graph Based Search
NEO4j USE CASES GRAPH THINKING:
Master Data Management
MANAGES
MANAGES
LEADS
REGION
M
ANAG
ES
MANAGES
REGION
LEADS
LEADS
COLLABORATES
NEO4j USE CASES
Real Time Recommendations
Master Data Management
Fraud Detection
Identity & Access Management
Graph Based Search
NEO4j USE CASES
O
PENED_ACCO
UNT
HAS
IS_ISSUED
GRAPH THINKING:
Fraud Detection
HAS
LIVES
LIVES
IS_ISSUED
OPENED_ACCOUNT
NEO4j USE CASES
Real Time Recommendations
Master Data Management
Fraud Detection
Identity & Access Management
Graph Based Search
GRAPH THINKING:
Graph Based Search
PUBLISH
INCLUDE
INCLUDE
CREATE
CAPTURE
IN
IN
SOURCE
USES
USES
IN
IN
USES
NEO4j USE CASES
SOURCE
SOURCE
NEO4j USE CASES
Real Time Recommendations
Master Data Management
Fraud Detection
Identity & Access Management
Graph Based Search
NEO4j USE CASESNEO4j USE CASES
Real Time Recommendations
Master Data Management
Fraud Detection
Identity & Access Management
Graph Based Search
GRAPH THINKING:
Identity And Access Management
TRUSTS
TRUSTS
ID
ID
AUTHENTICATES
AUTHENTICATES
O
W
NS
OWNS
CAN_READ
Digitization of Government
How governments could make their countries
more secure, build better services, and make
government functions more efficient by
leveraging connections in data.
The Use of Graph Databases in Government
How governments could make their country
more secure, build better services, and make
government functions more efficient by
leveraging connections in data.
The Use of Graph Databases in Government
How governments could make their country
more secure, build better services, and make
government functions more efficient by
leveraging connections in data.
The Use of Graph Databases in Government
How governments could make their country
more secure, build better services, and make
government functions more efficient by
leveraging connections in data.
The Use of Graph Databases in Government
How governments could make their country
more secure, build better services, and make
government functions more efficient by
leveraging connections in data.
The Use of Graph Databases in Government
The Graphs In Government 01
Law Enforcement
Anti-Money
Laundering Security E-Government
Examples
The Graphs In Government 01
Money Laundering
The Graphs In Government 01
Money Laundering & Tax Evasion
Funds “traveling” across a network
of parties is highly complex
Requires a technology that analyzes
connections in data (often even in real-time)
Billions of dollars are
lost every year
The Graphs In Government 01
Withdraw
Use Case:
Modeling Money
Laundering as
Graphs
Neo4j is used to combat
advanced money laundering
schemes. Money laundering is all
about how funds travel across a
network of parties. Without graph
analysis capabilities, some of
these patterns can be impossible
to detect.
Wash in complex series of transfers
Money Laundering
Deposit
The Graphs In Government 01
The Cali Cartel
Money
Laundering
Scheme
Money Laundering
Source: http://neo4j.com/blog/analyzing-panama-papers-neo4j/
Case Study:
“The Panama
Papers”
• The International Consortium of Investigative
Journalists (ICIJ) exposed highly connected
networks of offshore tax structures used by
the world’s richest elites.
• With 11,5 million documents, it’s the largest
financial leak of all times.
• The unfolded connections in “The Panama
Papers” was a major news story 2016.
The Graphs In Government 01
Money Laundering
• How transactions occur and how money moves between
assets, companies and people is highly connected.
• Neo4j is used by major banks for asset-modeling,
entitlement programs and fraud detection.
• Neo4j is used to combat advanced money laundering
schemes. Money laundering is all about how funds travel
across a network of parties. Without graph analysis
capabilities, some of these patterns can be impossible to
detect.
The Use of Connected Analysis
And Graph Databases Within
FinGov
The Graphs In Government 01
Money Laundering
Law Enforcement
The Graphs In Government 01
The Graphs In Government 01
Challenges within Law Enforcement
Information is often stored in many different databases, with no
easy way of search and access it.
LE-agents need to access several different databases to gather
information on a single suspect or a location of interest.
Huge disadvantage not to have the connections
between datapoints readily apparent
Law Enforcement
Use Case:
Information and Data
Synchronization in
Law Enforcement
Law Enforcement Agencies use
Neo4j to model the information
into graphs to improve
efficiency and make direct and
implicit patterns readily
apparent in real time.
A suspect often appears in several
different databases
Financial recordsConvictions
Adresses
Vehicles
Traffic cameras
Arrests
Police Reports
Agency Records Public Records Traffic Records
Appears_in
Has
Has
Has
Owns Registered
SUSPECT
Has
The Graphs In Government
The Graphs In Government 01
Bystander investigated
due to deep connection found
Use Case:
Modeling Graphs
in Investigations
Neo4j is used by LE to track all
parts of criminal investigations,
including witnesses, suspects,
forensic evidence, and
locations. All related directly
and indirectly.
Law Enforcement
The Graphs In Government 01
ACCOUNT
HOLDER 2
ACCOUNT
HOLDER 1
ACCOUNT
HOLDER 3
CREDIT
CARD
BANK
ACCOUNT
BANK
ACCOUNT
BANK
ACCOUNT
ADDRESS
PHONE
NUMBER
PHONE
NUMBER
SSN 2
UNSECURED
LOAN
SSN 2
UNSECURED
LOAN
Law Enforcement
Use Case:
Modeling Fraud
Rings as Graphs
Organizing a fraud ring in the real
world is relatively simple. A group of
people share their personal
information to create synthetic
identities. For example with just 2
individuals sharing names and
social security numbers can create
4 different identities. This can be
discovered with connected analysis.
INVESTIGATE
Revolving Debt
Number of Accounts
INVESTIGATE
Normal behavior
Fraud Detection With Discrete Analysis
Revolving Debt
Number of Accounts
Normal behavior
Fraud Detection With Connected Analysis
Fraudulent pattern
Augmented Fraud Detection
Endpoint-Centric
Analysis of users and
their end-points
Navigation Centric
Analysis of
navigation behavior
and suspect patterns
Account-Centric
Analysis of anomaly
behavior by channel
DISCRETE ANALYSIS
1. 2. 3.
Cross Channel
Analysis of anomaly
behavior correlated
across channels
4.
Entity Linking
Analysis of relationships
to detect organized
crime and collusion
5.
CONNECTED ANALYSIS
The Graphs In Government 01
• Neo4j is used by Law Enforcement Agencies to track all
parts of criminal investigations, including witnesses,
suspects, forensic evidence, and locations.
• Criminal investigations considers patterns and data that are
both directly and indirectly related, which is a perfect fit for
graphs.
• Law enforcement agents often need to access numerous
databases and reports to gather information about a single
suspect, which isn’t very effective.
How Law Enforcement
Investigations Are a Perfect Fit
for Graphs Databases
Law Enforcement
The Graphs In Government 01
Security
The Graphs In Government
Intelligence officers need to extract insights from connections
within massive-scale data sets, often of various types data
Decisions often need to be made in real-time
Disparate types of data (i.e. people, locations) requires high flexibility
The sensitivity of the data requires complex structures of
entitlement and access between individuals and agencies.
Challenges within Security
The Graphs In Government 01
Border Control
Anti-terrorism & Security
Cyber Crimes
Graphs in Intelligence
and Security
Several countries use Neo4j for real-time and
analytical capabilities in relation to customs and
border enforcement.
Security and intelligence is the practice of
extracting insights from massive-scale data, often
from various data-sources and in real-time. Deep
search is crucial when dealing with complex
situations with many people, such as smuggling,
trafficking, and port-of-entry ingress/egress.
Typical use cases:
Security
The Graphs In Government 01
Event date
Country
Name
Origin
Destination
Date
Photo
Name
DOB
Photo
Name
DOB
Nationality
Origin
Country
Person left country near
time of incident!
Example of
Connections
Between Different
Domains
Security
• Statistical analysis (e.g. how often do suspects have
at least one close relative who is a felon?)
• Data clustering (e.g. build groupings of people based
on how they relate across case material)
Master Data
• Case data
• Investigations
• Customs & border data
• National security intel
Transactional Data
• Incarcerations
• Traffic stops
Metadata
• Access control and
auditing of case
access
Structured
• Case & convicition data
• Customs & border control data
• Census & tax data
Real Time
• Customs & border control
• Field & case work
• Financial crime investigations
• Computer-managed enforcement (e.g.
traffic cameras)
Batch
• Statistical analysis (e.g. how often do suspects
have at least one close relative who is a felon?)
• Data clustering (e.g. how people relate across
case material)
Unstructured
• Forensic images and mugshots
• Interrogation audio recordings
• Scanned and foreign-language
documents
The Graphs In Government 01
Security
Security & Law
Enforcement
Data Canvas
• Flexible to change
• Scalable to many problems
• Intuitive to understand
• Instantly responsive
The Graphs In Government 01
E-Government
The Graphs In Government 01
E-Government
Infrastructure Maintenance
Health Care
Social Services
The Graphs in
E-Gov are
Everywhere!
Provincial Parks
Border Control Environment
Retirement
Trade
Federal Taxes
Citizen &
Immigration
Federal Provincial Parks
High Ways Energy
Licences
Birth CertificatesHealth Care
Election
Provincial
City Roads
Social Services
City Election
City Recycling
City Parks
Law Enforcement
City
City Schools
The Graphs In Government 01
The Graphs In Government 01
Challenges within E-Government
Inconsistency of records
Legacy technology – expensive
and time consuming to maintain
Lack of efficiency
The Graphs In Government 01The Graphs In Government 01
Use Case:
Synergies in Record
Keeping
E-Government
2011 2014 2013 2016
Personal Records Keeping
(Separate Databases For Each Application)
Local Income TaxTraffic Services Education Health Care
Name
Adress
SS#
Email
Phone#
Name
Adress
SS#
Email
Phone#
Name
Adress
SS#
Email
Phone#
Name
Adress
SS#
Email
Phone#
Government Services
The Graphs In Government 01The Graphs In Government 01
Local Income TaxTraffic Services Education Health Care
E-Government
Better Services
More Consistency
Saves Time
Coordinates efforts
MARRIED_TO
LIVES_AT
LIVES_AT
FATHER_OF
ENROLLED_IN
OWNS
OWNS
OWN
SS#
PHONE
EMAIL
HAS
HAS
HAS
MOTHER_OF
SS#
PHONE
EMAIL
HAS
HAS
HAS
The Graphs In Government 01
How Graphs Are Used to
Improve Government
Services
• Neo4j and graph-based applications are used to gain better
access and availability of government services, locally and
nationally.

• Graph Databases eliminates duplication of records (as most
government systems are powered by separate databases).
Storing data as a graph provides synergies between systems
and the ability to see these connections clearly.

• Neo4j enables Governments to cross-use data from different
services (i.e. Traffic permits, Local Tax-payments) in creating
efficient multi-purpose and multi-platform services.
E-Government
Summing up!
The Graphs In Government 01
“The Federal Government largely has
missed out on that transformation due to
poor management of technology
investments, with IT projects too often
costing hundreds of millions of dollars
more than they should, taking years
longer than necessary to deploy, and
delivering technologies that are obsolete
by the time they are completed. “
The Graphs In Government 01
Relational Databases Graph DatabasesOther NoSQL
Use the Right Database for the Right Job
Discrete Data Connected Data
Minimally
Connected Data
Focused on Data
Relationships
Neo4j is designed for data relationships
Development Benefits Deployment Benefits
Easy model maintenance
Easy query
Ultra high performance
Minimal resource usage
Thank you!

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Neo4j graphs in government

  • 1. Graphs in Government LEVERAGING CONNECTIONS IN DATA WITH GRAPH DATABASES Dr. Jim Webber Chief Scientist, Neo4j
  • 2. Graphs In Government 01 Agenda • Quick intro to Neo4j use cases & graph databases • Digitization of Government • Money Laundering • Law Enforcement • Security • E-government • Summary
  • 5. This is data modelled as graph! Graph Database
  • 6. NEO4j USE CASES Real Time Recommendations Master Data Management Fraud Detection Identity & Access Management Graph Based Search
  • 7. NEO4j USE CASES VIEWED GRAPH THINKING: Real Time Recommendations VIEWED BOUGHT VIEWED BOUGHT BOUGHT BOUGHT BOUGHT NEO4j USE CASES Real Time Recommendations Master Data Management Fraud Detection Identity & Access Management Graph Based Search
  • 8. NEO4j USE CASES GRAPH THINKING: Master Data Management MANAGES MANAGES LEADS REGION M ANAG ES MANAGES REGION LEADS LEADS COLLABORATES NEO4j USE CASES Real Time Recommendations Master Data Management Fraud Detection Identity & Access Management Graph Based Search
  • 9. NEO4j USE CASES O PENED_ACCO UNT HAS IS_ISSUED GRAPH THINKING: Fraud Detection HAS LIVES LIVES IS_ISSUED OPENED_ACCOUNT NEO4j USE CASES Real Time Recommendations Master Data Management Fraud Detection Identity & Access Management Graph Based Search
  • 10. GRAPH THINKING: Graph Based Search PUBLISH INCLUDE INCLUDE CREATE CAPTURE IN IN SOURCE USES USES IN IN USES NEO4j USE CASES SOURCE SOURCE NEO4j USE CASES Real Time Recommendations Master Data Management Fraud Detection Identity & Access Management Graph Based Search
  • 11. NEO4j USE CASESNEO4j USE CASES Real Time Recommendations Master Data Management Fraud Detection Identity & Access Management Graph Based Search GRAPH THINKING: Identity And Access Management TRUSTS TRUSTS ID ID AUTHENTICATES AUTHENTICATES O W NS OWNS CAN_READ
  • 13. How governments could make their countries more secure, build better services, and make government functions more efficient by leveraging connections in data. The Use of Graph Databases in Government
  • 14. How governments could make their country more secure, build better services, and make government functions more efficient by leveraging connections in data. The Use of Graph Databases in Government
  • 15. How governments could make their country more secure, build better services, and make government functions more efficient by leveraging connections in data. The Use of Graph Databases in Government
  • 16. How governments could make their country more secure, build better services, and make government functions more efficient by leveraging connections in data. The Use of Graph Databases in Government
  • 17. How governments could make their country more secure, build better services, and make government functions more efficient by leveraging connections in data. The Use of Graph Databases in Government
  • 18. The Graphs In Government 01 Law Enforcement Anti-Money Laundering Security E-Government Examples
  • 19. The Graphs In Government 01 Money Laundering
  • 20. The Graphs In Government 01 Money Laundering & Tax Evasion Funds “traveling” across a network of parties is highly complex Requires a technology that analyzes connections in data (often even in real-time) Billions of dollars are lost every year
  • 21. The Graphs In Government 01 Withdraw Use Case: Modeling Money Laundering as Graphs Neo4j is used to combat advanced money laundering schemes. Money laundering is all about how funds travel across a network of parties. Without graph analysis capabilities, some of these patterns can be impossible to detect. Wash in complex series of transfers Money Laundering Deposit
  • 22. The Graphs In Government 01 The Cali Cartel Money Laundering Scheme Money Laundering
  • 23. Source: http://neo4j.com/blog/analyzing-panama-papers-neo4j/ Case Study: “The Panama Papers” • The International Consortium of Investigative Journalists (ICIJ) exposed highly connected networks of offshore tax structures used by the world’s richest elites. • With 11,5 million documents, it’s the largest financial leak of all times. • The unfolded connections in “The Panama Papers” was a major news story 2016. The Graphs In Government 01 Money Laundering
  • 24. • How transactions occur and how money moves between assets, companies and people is highly connected. • Neo4j is used by major banks for asset-modeling, entitlement programs and fraud detection. • Neo4j is used to combat advanced money laundering schemes. Money laundering is all about how funds travel across a network of parties. Without graph analysis capabilities, some of these patterns can be impossible to detect. The Use of Connected Analysis And Graph Databases Within FinGov The Graphs In Government 01 Money Laundering
  • 25. Law Enforcement The Graphs In Government 01
  • 26. The Graphs In Government 01 Challenges within Law Enforcement Information is often stored in many different databases, with no easy way of search and access it. LE-agents need to access several different databases to gather information on a single suspect or a location of interest. Huge disadvantage not to have the connections between datapoints readily apparent
  • 27. Law Enforcement Use Case: Information and Data Synchronization in Law Enforcement Law Enforcement Agencies use Neo4j to model the information into graphs to improve efficiency and make direct and implicit patterns readily apparent in real time. A suspect often appears in several different databases Financial recordsConvictions Adresses Vehicles Traffic cameras Arrests Police Reports Agency Records Public Records Traffic Records Appears_in Has Has Has Owns Registered SUSPECT Has The Graphs In Government
  • 28. The Graphs In Government 01 Bystander investigated due to deep connection found Use Case: Modeling Graphs in Investigations Neo4j is used by LE to track all parts of criminal investigations, including witnesses, suspects, forensic evidence, and locations. All related directly and indirectly. Law Enforcement
  • 29. The Graphs In Government 01 ACCOUNT HOLDER 2 ACCOUNT HOLDER 1 ACCOUNT HOLDER 3 CREDIT CARD BANK ACCOUNT BANK ACCOUNT BANK ACCOUNT ADDRESS PHONE NUMBER PHONE NUMBER SSN 2 UNSECURED LOAN SSN 2 UNSECURED LOAN Law Enforcement Use Case: Modeling Fraud Rings as Graphs Organizing a fraud ring in the real world is relatively simple. A group of people share their personal information to create synthetic identities. For example with just 2 individuals sharing names and social security numbers can create 4 different identities. This can be discovered with connected analysis.
  • 30. INVESTIGATE Revolving Debt Number of Accounts INVESTIGATE Normal behavior Fraud Detection With Discrete Analysis
  • 31. Revolving Debt Number of Accounts Normal behavior Fraud Detection With Connected Analysis Fraudulent pattern
  • 32. Augmented Fraud Detection Endpoint-Centric Analysis of users and their end-points Navigation Centric Analysis of navigation behavior and suspect patterns Account-Centric Analysis of anomaly behavior by channel DISCRETE ANALYSIS 1. 2. 3. Cross Channel Analysis of anomaly behavior correlated across channels 4. Entity Linking Analysis of relationships to detect organized crime and collusion 5. CONNECTED ANALYSIS
  • 33. The Graphs In Government 01 • Neo4j is used by Law Enforcement Agencies to track all parts of criminal investigations, including witnesses, suspects, forensic evidence, and locations. • Criminal investigations considers patterns and data that are both directly and indirectly related, which is a perfect fit for graphs. • Law enforcement agents often need to access numerous databases and reports to gather information about a single suspect, which isn’t very effective. How Law Enforcement Investigations Are a Perfect Fit for Graphs Databases Law Enforcement
  • 34. The Graphs In Government 01 Security
  • 35. The Graphs In Government Intelligence officers need to extract insights from connections within massive-scale data sets, often of various types data Decisions often need to be made in real-time Disparate types of data (i.e. people, locations) requires high flexibility The sensitivity of the data requires complex structures of entitlement and access between individuals and agencies. Challenges within Security
  • 36. The Graphs In Government 01 Border Control Anti-terrorism & Security Cyber Crimes Graphs in Intelligence and Security Several countries use Neo4j for real-time and analytical capabilities in relation to customs and border enforcement. Security and intelligence is the practice of extracting insights from massive-scale data, often from various data-sources and in real-time. Deep search is crucial when dealing with complex situations with many people, such as smuggling, trafficking, and port-of-entry ingress/egress. Typical use cases: Security
  • 37. The Graphs In Government 01 Event date Country Name Origin Destination Date Photo Name DOB Photo Name DOB Nationality Origin Country Person left country near time of incident! Example of Connections Between Different Domains Security
  • 38. • Statistical analysis (e.g. how often do suspects have at least one close relative who is a felon?) • Data clustering (e.g. build groupings of people based on how they relate across case material) Master Data • Case data • Investigations • Customs & border data • National security intel Transactional Data • Incarcerations • Traffic stops Metadata • Access control and auditing of case access Structured • Case & convicition data • Customs & border control data • Census & tax data Real Time • Customs & border control • Field & case work • Financial crime investigations • Computer-managed enforcement (e.g. traffic cameras) Batch • Statistical analysis (e.g. how often do suspects have at least one close relative who is a felon?) • Data clustering (e.g. how people relate across case material) Unstructured • Forensic images and mugshots • Interrogation audio recordings • Scanned and foreign-language documents The Graphs In Government 01 Security Security & Law Enforcement Data Canvas • Flexible to change • Scalable to many problems • Intuitive to understand • Instantly responsive
  • 39. The Graphs In Government 01 E-Government
  • 40. The Graphs In Government 01 E-Government Infrastructure Maintenance Health Care Social Services The Graphs in E-Gov are Everywhere!
  • 41. Provincial Parks Border Control Environment Retirement Trade Federal Taxes Citizen & Immigration Federal Provincial Parks High Ways Energy Licences Birth CertificatesHealth Care Election Provincial City Roads Social Services City Election City Recycling City Parks Law Enforcement City City Schools The Graphs In Government 01
  • 42. The Graphs In Government 01 Challenges within E-Government Inconsistency of records Legacy technology – expensive and time consuming to maintain Lack of efficiency
  • 43. The Graphs In Government 01The Graphs In Government 01 Use Case: Synergies in Record Keeping E-Government 2011 2014 2013 2016 Personal Records Keeping (Separate Databases For Each Application) Local Income TaxTraffic Services Education Health Care Name Adress SS# Email Phone# Name Adress SS# Email Phone# Name Adress SS# Email Phone# Name Adress SS# Email Phone# Government Services
  • 44. The Graphs In Government 01The Graphs In Government 01 Local Income TaxTraffic Services Education Health Care E-Government Better Services More Consistency Saves Time Coordinates efforts MARRIED_TO LIVES_AT LIVES_AT FATHER_OF ENROLLED_IN OWNS OWNS OWN SS# PHONE EMAIL HAS HAS HAS MOTHER_OF SS# PHONE EMAIL HAS HAS HAS
  • 45. The Graphs In Government 01 How Graphs Are Used to Improve Government Services • Neo4j and graph-based applications are used to gain better access and availability of government services, locally and nationally.
 • Graph Databases eliminates duplication of records (as most government systems are powered by separate databases). Storing data as a graph provides synergies between systems and the ability to see these connections clearly.
 • Neo4j enables Governments to cross-use data from different services (i.e. Traffic permits, Local Tax-payments) in creating efficient multi-purpose and multi-platform services. E-Government
  • 47. The Graphs In Government 01 “The Federal Government largely has missed out on that transformation due to poor management of technology investments, with IT projects too often costing hundreds of millions of dollars more than they should, taking years longer than necessary to deploy, and delivering technologies that are obsolete by the time they are completed. “
  • 48. The Graphs In Government 01 Relational Databases Graph DatabasesOther NoSQL Use the Right Database for the Right Job Discrete Data Connected Data Minimally Connected Data Focused on Data Relationships Neo4j is designed for data relationships Development Benefits Deployment Benefits Easy model maintenance Easy query Ultra high performance Minimal resource usage