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Rome, 8th March 2017
Fueling innovation in finance
The Italian business graph
Stefano Gatti – Head of Innovation & Data Sources
2
Index
Overview
Cerved Group
Cerved & Neo4J
Exploring data
Neo4j for data scientists
Toward the future
Free thinking
Graph4You
Neo4j for innovation
The starting point …
Overview
4
Our business & figures
CREDIT INFORMATION
MARKETING SOLUTIONS
CREDIT MANAGEMENT
1000 report/min
✓ Documents
50 million
✓ Lines of code
34,000
✓ Customers
59 million
✓ Payments data
1,800
✓ People
377 million Eur (2016)
✓ Revenue
Protect your business against credit risk
Find new business opportunities
Optimize credit management processes
5
Our “big data”
Web Data
Open Data
Proprietary data
Official data
Chamber of
Commerce
official data
A
c
c
u
r
a
c
y
C
o
m
p
l
e
x
i
t
y
Cerved & Neo4J
7
The beneficial owner of a company
Level 1: 10% Level 3: 24.4% Level 4: 34.2%
ACME spa
Soc. A (40%)
Soc. B (50%)
Willy (10%)
Soc. A1 (40%)
Soc. A2 (60%)
Soc. B1 (40%)
Soc. B2 (60%)
Willy
(40%)
Duffy
(60%)
Willy
(40%)
Soc. B1.1 (60%)
Soc. B2.1 (50%)
Speedy
(50%)
Willy
(90%)
Bunny
(10%)
Level 2: 10%
8
2012: a real-time & IT-cost problem … solved!
Relational database Neo4J
Average time 369 ms (till 4th level)
> 12 sec (from 4th level)
39 ms (till 15th level)
• Computed on 2.238.000 companies &
2.756.000 distinct people
• About 150.000 computation/hour
• More than 350.000 push notification to
our customers (mainly banks) in last 6
months
Neo4J in cluster configuration
(two standard servers 12GB
RAM) with usage of Traversal
Framework & In-Memory
Caching. Average usage of CPU
< 5%
Level Beneficial Owners
1 3.379.755
2 202.194
3 44.589
4 11.236
5 3.403
6 1.364
7 464
8 304
9 123
10 61
11 36
12 16
13 6
14 4
15 2
2016 - Statistics
9
Aracne Administration Dashboard
5 kinds of relationships :
• Actual Shareholders
• Past Shareholders
• Actual Managers
• Past Managers
• M&A Operations
2 kinds of nodes :
• Companies
• People (Managers & Shareholders)
Graph4You
11
2015 - Graph4you: from datascientists to the market
Born as a living datascientist lab for exploring data has easily matched some use-cases of our customers
graph4you.cerved.com
http://developer.cerved.com/
Nodes
• Companies
• Registered 8,1 M
(of which) not active 1,9 M
• Not Registered 1,6 M
• Not Italian 320 K
• People 16,4 M
• Locations 4,5 M
• Customer data
Relationships
• Manager 15,6 M
• Shareholders 8 M
• Building property 14,7 M
• Current address 16,7 M
• Beneficial Ownership 3,6 M
• M&A 100K
Filter:
• Kind of nodes
• Connection degree
• Kind of relationship
• Property of relationship
=͂ 30 M
Nodes
=͂ 59 M
Egdes
12
Graph4you
Architecture diagram
WEB APP
FRONT - END
SPRING BOOT
LINKURIOUS.JS
BOOTSTRAP
CUSTOM CODE
JASPER REPORT
SPRING BOOT
SPRING
JAVA
Shortest Path
Traversal
REST API
BACK - END
API
Transactional
HTTP API
INGESTION
Graph fileMySQL
Graph4YouLive
15
Graph4You - API
User AppUX
Developer
API Dev Portal
API Graph4You
Cerved
“big data”
Consumer Solution
Cerved Smart
Data API
Framework
16
Graph4You - API
Neo4j for data scientists
18
Cerved corporate linkages
Made using Neo4J as OLTP database and computing in-memory the proprietary algorithm
Made in 2014 in partnership with SPAZIODATI
22%
Better recall
30%
More precision
with more data &
managing cycles
Near
Real Time
Levels of depth Frequency
1 178.542
2 36.435
3 5.044
4 913
5 137
6 44
7 13
8 1
9 2
Tot 221.131
Analytics on Neo4J
19
Italian industry 4.0 case study
Mixing many kinds of data in a graph …
Work for future
21
Cerved future in graph journey …
Critical Chain (Ex: Contagion Risk)
next
Corporate linkages in Graph4You
Work in Progress
Company similarity
Work in Progress
22
Cerved big data journey: «lessons learned»
Augmented data
Extracting value from existing
data with technology
Extracting new data with
technology
23
Future is not what is used to be …
"The illiterate of the 21st century will not be those
who cannot read and write, but those who cannot
learn, unlearn, and relearn."
Alvin Toffler
Stefano Gatti
mailto: stefano.gatti@cerved.com
Twitter: @micio1970
Thanks!
Not Cerved images in the presentation © Jurgen Appelo, Creative Commons 3.0 BY http://www.management30.com/

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GraphTalks Rome - The Italian Business Graph

  • 1. Rome, 8th March 2017 Fueling innovation in finance The Italian business graph Stefano Gatti – Head of Innovation & Data Sources
  • 2. 2 Index Overview Cerved Group Cerved & Neo4J Exploring data Neo4j for data scientists Toward the future Free thinking Graph4You Neo4j for innovation The starting point …
  • 4. 4 Our business & figures CREDIT INFORMATION MARKETING SOLUTIONS CREDIT MANAGEMENT 1000 report/min ✓ Documents 50 million ✓ Lines of code 34,000 ✓ Customers 59 million ✓ Payments data 1,800 ✓ People 377 million Eur (2016) ✓ Revenue Protect your business against credit risk Find new business opportunities Optimize credit management processes
  • 5. 5 Our “big data” Web Data Open Data Proprietary data Official data Chamber of Commerce official data A c c u r a c y C o m p l e x i t y
  • 7. 7 The beneficial owner of a company Level 1: 10% Level 3: 24.4% Level 4: 34.2% ACME spa Soc. A (40%) Soc. B (50%) Willy (10%) Soc. A1 (40%) Soc. A2 (60%) Soc. B1 (40%) Soc. B2 (60%) Willy (40%) Duffy (60%) Willy (40%) Soc. B1.1 (60%) Soc. B2.1 (50%) Speedy (50%) Willy (90%) Bunny (10%) Level 2: 10%
  • 8. 8 2012: a real-time & IT-cost problem … solved! Relational database Neo4J Average time 369 ms (till 4th level) > 12 sec (from 4th level) 39 ms (till 15th level) • Computed on 2.238.000 companies & 2.756.000 distinct people • About 150.000 computation/hour • More than 350.000 push notification to our customers (mainly banks) in last 6 months Neo4J in cluster configuration (two standard servers 12GB RAM) with usage of Traversal Framework & In-Memory Caching. Average usage of CPU < 5% Level Beneficial Owners 1 3.379.755 2 202.194 3 44.589 4 11.236 5 3.403 6 1.364 7 464 8 304 9 123 10 61 11 36 12 16 13 6 14 4 15 2 2016 - Statistics
  • 9. 9 Aracne Administration Dashboard 5 kinds of relationships : • Actual Shareholders • Past Shareholders • Actual Managers • Past Managers • M&A Operations 2 kinds of nodes : • Companies • People (Managers & Shareholders)
  • 11. 11 2015 - Graph4you: from datascientists to the market Born as a living datascientist lab for exploring data has easily matched some use-cases of our customers graph4you.cerved.com http://developer.cerved.com/ Nodes • Companies • Registered 8,1 M (of which) not active 1,9 M • Not Registered 1,6 M • Not Italian 320 K • People 16,4 M • Locations 4,5 M • Customer data Relationships • Manager 15,6 M • Shareholders 8 M • Building property 14,7 M • Current address 16,7 M • Beneficial Ownership 3,6 M • M&A 100K Filter: • Kind of nodes • Connection degree • Kind of relationship • Property of relationship =͂ 30 M Nodes =͂ 59 M Egdes
  • 12. 12 Graph4you Architecture diagram WEB APP FRONT - END SPRING BOOT LINKURIOUS.JS BOOTSTRAP CUSTOM CODE JASPER REPORT SPRING BOOT SPRING JAVA Shortest Path Traversal REST API BACK - END API Transactional HTTP API INGESTION Graph fileMySQL
  • 14. 15 Graph4You - API User AppUX Developer API Dev Portal API Graph4You Cerved “big data” Consumer Solution Cerved Smart Data API Framework
  • 16. Neo4j for data scientists
  • 17. 18 Cerved corporate linkages Made using Neo4J as OLTP database and computing in-memory the proprietary algorithm Made in 2014 in partnership with SPAZIODATI 22% Better recall 30% More precision with more data & managing cycles Near Real Time Levels of depth Frequency 1 178.542 2 36.435 3 5.044 4 913 5 137 6 44 7 13 8 1 9 2 Tot 221.131 Analytics on Neo4J
  • 18. 19 Italian industry 4.0 case study Mixing many kinds of data in a graph …
  • 20. 21 Cerved future in graph journey … Critical Chain (Ex: Contagion Risk) next Corporate linkages in Graph4You Work in Progress Company similarity Work in Progress
  • 21. 22 Cerved big data journey: «lessons learned» Augmented data Extracting value from existing data with technology Extracting new data with technology
  • 22. 23 Future is not what is used to be … "The illiterate of the 21st century will not be those who cannot read and write, but those who cannot learn, unlearn, and relearn." Alvin Toffler
  • 23. Stefano Gatti mailto: stefano.gatti@cerved.com Twitter: @micio1970 Thanks! Not Cerved images in the presentation © Jurgen Appelo, Creative Commons 3.0 BY http://www.management30.com/