Vasilis Bankov & Calin Iliescu AEGON

Cloud Eco-Systems

A safe and compliant home for your big science on the cloud

Aegon Group:

• Banking• Insurance• Asset Management

• > 20 countries

BANKING

INSURANCE

ASSET MANAGEMENT

Context of Operation – delivering tailored financial management by mirroring customer needs in the services we use .real-time packaging and underwriting of financial service and management

The ecosystems together deriveneeds and and translate them in toofferings

We need to be able to mirror an individual’s humanity and ambition in the services that we use to manage their financial health. This requires us to grow a strong relationship.

Context of Operation – making data work for uswe need to be able to mirror personal needs within our tailored services that match our vision making bettering

returns on investment

The ecosystems manage the Relationship of the customerWith services

Points of convergence – the more overlay we have here the better and timely match for convergence/sale

Our Business

Our Customer

Data Harmonyas energy never dies it simply takes different forms, so does data. This is a continuous

model driven by creativity and disruption and tamed by intelligence, knowledge andoperational feedback

Data Relevance 2 Lifecycle

Data Relevance 1 Lifecycle

Data Harmonic Lifecycle

The ecosystems together supportthe data harmony models

THE AEGON ONE ECO-SYSTEM

MAKING SENSE OF DATA AND TRANSACTIONS & BUILDING TRUST

All Eco-System working in Harmony?They can work singularly or as part of an interoperable suite.

OMNICHANNEL BI PORTAL

DATA IMPORT

DATA EXPORTDATA LAKE

DATA PUBLICATION

DATA LAB

THE ONE AEGON ECO-SYSTEM TECHNOLOGIES

1. USE CLOUD SERVICES AS MUCH AS POSSIBLE2. USE OPEN-SOURCE AS MUCH AS POSSIBLE3. USE TECHNOLOGY WITH SMALL COMPUTE FOOTPRINTS4. USE STATELESS MICRO SERVICES (1 Compute : 1 Platform: 1 Task)

1. MOVE AWAY FROM LARGE CLUSTER TECHNOLOGY2. SEPARATE COMPUTE FROM DATA3. FIX ON A SINGLE CLOUD, ALLOW FOR INTEROPERATION WITH OTHER CLOUD SERVICES4. KEEP DATA MOVEMENT TO A MINIMUM, MOVE COMPUTE AND MODELS

How do they interoperate ?The whole is greater than the sum of the parts. But the parts themselves are also very special

Data LAKE

Production Data & Meta Models

Production, Business Data

Cold Storage

AI, ML – Neural Net (DLb) Taxanomic Processing *

Meta Model Search &Data Publication

THE DATA LAKE ECOSYSTEM (DLk)

* this is Blooms taxonomy model

Data ExhaustingNOTE.Each Eco-system can exist on its own or any part ofthis configuration as a suite.

THE DATA LAKE ECOSYSTEM (DLk)

DOMAINS WITHIN THE DATA LAKE ECOSYSTEM

THE DATA LAKE ECOSYSTEM (DLk)

ENGINEERING SCHEMATIC [DATA LAKE]

TOP 10 CAPABILITIES OF THE DATA LAKE ECOSYSTEM

1. SECURE PRODUCTION DATA ON THE CLOUD2. REGULATORY & SOVEREIGNTY GOVERNANCE AND COMPLIANCE BUILT-IN3. VISIBILITY ON ALL PRODUCTION DATA CLASSES, QUALITY, COMPLETENESS AND LIFCYCLE4. PUBLISH UP TO DATE & HISTORIC PRODUCTION DATA & ITS META MODELS ADHERING TO GOVERNABLE DATA CONTROLS5. ANSWER ALL QUESTIONS ON PRODUCTION DATA USING SEMANTIC AI/ML WITHOUT HAVING TO ACCESS THE DATA6. CREATION OF NEW DATA DICTIONARIES FOR DIGITAL ONLY WITHOUT DIRTYING CORE INDUSTRY DATA MODELS7. SUPPORT DATA FEDERATION AT A LOCAL, COUNRTY, CONTINENT AND GLOBAL LEVEL.8. ON THE CLOUD BUT INVISIBLE TO THE OUTSIDE WORLD9. SINGLE POINT OF HUMAN ACCESS WITH SECURITY EXTRECATED FROM CLOUD SECURITY10. FULLY AUDITABLE, MONITORED AND ALTERTED AT ANY LEVEL OF GRANULARITY LOCALLY AND GLOBALLY

Data Pub

Published Data & Meta Models(DP)

Data Exhausting

AI, ML – Neural Net (DLb) Taxanomic Processing *

Meta Model Search &Data Publication

THE DATA PUBLICATION ECOSYSTEM (DP)

* this is Blooms taxonomy model

Production Data & Meta Models (DLk)

Cold StorageNOTE.Each Eco-system can exist on its own or any part ofthis configuration as a suite.

THE DATA PUBLICATION ECOSYSTEM (DP)

DOMAINS WITHIN THE DATA PUBLICATION ECOSYSTEM

TOP 10 CAPABILITIES OF THE DATA PUBLICATION ECOSYSTEM

1. ACCESS TO MASSIVELY SCALABLE SECURED FIT-FOR-PURPOSE PRODUCTION DATA.2. SUPPORT ANY DATA TECHNOLOGY WITHOUT HAVE TO WORRY ABOUT TECHNOLOGY SCHEMAS.3. CREATE, REFRESH AND REMOVE DATA WITHOUT ANY ADVERSE AFFECTS TO DOWNSTREAM OR CROSSSTREAM FUNCTIONS4. IMPORT DATA FROM EXTERNAL SOURCES SECURELY FOR FUNCTIONAL POINT OPERATIONAL REQUIREMENTS5. CAN SUPPORT ALL OPERATIONAL ACCESS NEEDS - TEST, DEV, PRODUCTION – REDUCING REQUIRED ENVIRONMENTS6. SECURE MULTITENANCY ACCESS TO DATA WITH NO FEAR FOR CROSS POLLINATION OR DATA LEAKAGE7. SUPPORT DATA FEDERATION AT A LOCAL, COUNRTY, CONTINENT AND GLOBAL LEVEL.8. ON THE CLOUD BUT INVISIBLE TO THE OUTSIDE WORLD9. SINGLE POINT OF HUMAN ACCESS WITH SECURITY EXTRECATED FROM CLOUD SECURITY10. FULLY AUDITABLE, MONITORED AND ALTERTED AT ANY LEVEL OF GRANULARITY LOCALLY AND GLOBALLY

Deployment architecture

Data LAB

BI REPORTS Data Sets Creation

Analytics, Cubes, AI, ML, BOTS, Neural Nets Cells

Public, Social ,Market Data & IoT

Data Exhausting

Taxanomic Data Science. AI ML Creation, Packaging

THE DATA LAB ECOSYSTEM (DLb)

Publication Data Sets (DP)

NOTE.Each Eco-system can exist on its own or any part ofthis configuration as a suite.

THE DATA LAB ECOSYSTEM (DLb)

DOMAINS WITHIN THE DATA LAB ECOSYSTEM

THE DATA LAB ECOSYSTEM (DLb)

TOP 10 CAPABILITIES OF THE DATA LAB ECOSYSTEM

1. UNBOUNDED CREATIVE LAB FOR ALL THINGS DATA, AI, ML, ANALYTICS, INTELLIGENCE AND KNOWLEDGE.2. NO NEED TO MOVE DATA OUT OF CLOUD TO EXECUTE MASSIVE COMPUTE AGAINST MASSIVE DATA3. PACKAGE INTELLIGENCE, KNOWLEDGE AI, ML, INSIGHTS FOR USE WITHIN BUSINESS PROCESS AND OPERATION DASHBOARDS4. GROW INTELLIGENCE FOR BOTS, BIOMETRIC IDENTITIES, FRAUD PREVENTION, TRUST EVALUATION5. CAN SUPPORT ALL OPERATIONAL ACCESS NEEDS - TEST, DEV, PRODUCTION – REDUCING REQUIRED ENVIRONMENTS6. SECURE MULTITENANCY ACCESS TO DATA WITH NO FEAR FOR CROSS POLLINATION OR DATA LEAKAGE7. SUPPORT DATA FEDERATION AT A LOCAL, COUNRTY, CONTINENT AND GLOBAL LEVEL.8. ON THE CLOUD BUT INVISIBLE TO THE OUTSIDE WORLD9. SINGLE POINT OF HUMAN ACCESS WITH SECURITY EXTRECATED FROM CLOUD SECURITY10. FULLY AUDITABLE, MONITORED AND ALTERTED AT ANY LEVEL OF GRANULARITY LOCALLY AND GLOBALLY

Deployment architecture

BI Reporting

BI REPORTS Data Sets Creation (DLb)

Analytics, Cubes, AI, ML, Neural Nets Cells

Public, Social ,Market Data & IoT

Data Exhausting

Data Science. AI ML Creation and Packaging

Publication Data Sets (DP)

THE BI PORTAL ECOSYSTEM (BI)

BI REPORTS BI DASHBOARDS

NOTE.Each Eco-system can exist on its own or any part ofthis configuration as a suite.

THE BI PORTAL ECOSYSTEM (BI)

DOMAINS WITHIN THE BI PORTAL ECOSYSTEM

THE BI PORTAL ECOSYSTEM (BI)

TOP 10 CAPABILITIES OF THE BI PORTAL ECOSYSTEM

1. BOUNDED PORTAL TO DELIVER DASHBOARD AND REPORTS ACROSS ALL MEDIUMS AND ASSOCIATED DEVICES 2. NO NEED TO MOVE DATA OUT OF CLOUD TO SUPPORT ACCESS AT SCALE3. PACKAGE REPORTING DATA FROM EXTERNAL SOURCE – REGULATORS, PARTNERS, SHAREHOLDERS, CUSTOMERS4. REPORT AND REALTIME CHANGES BASED ON BOTH INTERNAL, EXTERNAL AND BLENDED INSIGHTS5. CAN SUPPORT ALL OPERATIONAL ACCESS NEEDS - TEST, DEV, PRODUCTION – REDUCING REQUIRED ENVIRONMENTS6. SECURE MULTITENANCY ACCESS TO DATA WITH NO FEAR FOR CROSS POLLINATION OR DATA LEAKAGE7. SUPPORT DATA FEDERATION AT A LOCAL, COUNRTY, CONTINENT AND GLOBAL LEVEL.8. ON THE CLOUD BUT INVISIBLE TO THE OUTSIDE WORLD9. SINGLE POINT OF HUMAN ACCESS WITH SECURITY EXTRECATED FROM CLOUD SECURITY10. FULLY AUDITABLE, MONITORED AND ALTERTED AT ANY LEVEL OF GRANULARITY LOCALLY AND GLOBALLY

Deployment architecture

BI REPORTS Data Sets Creation (DLb)

AI, ML, Neural Nets Cells (DLb)

Public, Social ,Market Data & IoT

Production Writes/Alerts

Data Science. AI ML Creation and Packaging

Publication Data Sets (DP)

THE OMNICHANNEL ECOSYSTEM (OC)

Customer, Business, Bots & API Interactions

NOTE.Each Eco-system can exist on its own or any part ofthis configuration as a suite.

THE OMNICHANNEL ECOSYSTEM (OC)

DOMAINS WITHIN THE OMNICHANNEL ECOSYSTEM

THE DATA EXPORT Hub ECOSYSTEM (DEh)

* this is Blooms taxonomy model

Production Data & Meta Models (DLk/b)

Partners & Regulators

NOTE.Each Eco-system can exist on its own or any part ofthis configuration as a suite.

THE DATA EXPORT Hub ECOSYSTEM (DEh)

DOMAINS WITHIN THE DATA EXPORT ECOSYSTEM

THE DATA EXPORT Hub ECOSYSTEM (DEh)

TOP 10 CAPABILITIES OF THE DATA EXPORT ECOSYSTEM

1. PACKAGES DATA FOR EXPORT UNDER STRICT GOVERNANCE AND DATA CONTROLS2. SUPPORTS ALL EXTERNAL DATA INTEGRATIONS AND INTERPORATIONAL PROTOCOLS AND SECURITY 3. SUPPORTS ACCESS WINDOWS TO ENSURE TIGHTER LEVEL OF SECURITY ON VISIBLE ACCESS POINTS4. PROVIDES OPEN API SECURED FOR A MORE RELAXED PARTNER ACCESS TO DATA 5. SUPPORTS ALL DATA TYPES ACROSS THE ECOSYSTEM TOPOLOGY AND ALL DATA FORMATS6. CAN SUPPORT ALL OPERATIONAL ACCESS NEEDS - TEST, DEV, PRODUCTION – REDUCING REQUIRED ENVIRONMENTS7. SECURE MULTITENANCY ACCESS TO DATA WITH NO FEAR FOR CROSS POLLINATION OR DATA LEAKAGE8. SUPPORT DATA FEDERATION AND SERVICE COMBINATION AT A LOCAL, COUNRTY, CONTINENT AND GLOBAL LEVEL.9. SINGLE POINT OF HUMAN ACCESS WITH SECURITY EXTRECATED FROM CLOUD SECURITY10. FULLY AUDITABLE, MONITORED AND ALTERTED AT ANY LEVEL OF GRANULARITY LOCALLY AND GLOBALLY

THE DATA IMPORT Hub ECOSYSTEM (DIh)

* this is Blooms taxonomy model

Production Data & Meta Models (DLk/b)

Partners & Regulators

NOTE.Each Eco-system can exist on its own or any part ofthis configuration as a suite.

THE DATA IMPORT Hub ECOSYSTEM (DIh)

DOMAINS WITHIN THE DATA IMPORT ECOSYSTEM

THE DATA IMPORT Hub ECOSYSTEM (DIh)

TOP 10 CAPABILITIES OF THE DATA IMPORT ECOSYSTEM

1. IMPORTS DATA FROM EXTERNAL SOURCES AND PARTNERS UNDER STRICT GOVERNANCE AND DATA CONTROL2. SUPPORTS ALL EXTERNAL DATA INTEGRATIONS AND INTERPORATIONAL PROTOCOLS AND SECURITY 3. SUPPORTS VIRUS AND MALWARE PROTECTION ON ACROSS ALL IMPORTS AND HEADER ANALYSIS4. PROVIDES OPEN API SECURED FOR A MORE RELAXED PARTNER DEPLOYMENT OF DATA 5. SUPPORTS ALL DATA TYPES AND APPORPRIATE TRANSFORMATIONS6. CAN SUPPORT ALL OPERATIONAL ACCESS NEEDS - TEST, DEV, PRODUCTION – REDUCING REQUIRED ENVIRONMENTS7. SECURE MULTITENANCY ACCESS TO DATA WITH NO FEAR FOR CROSS POLLINATION OR DATA LEAKAGE8. SUPPORT DATA FEDERATION AND SERVICE COMBINATION AT A LOCAL, COUNRTY, CONTINENT AND GLOBAL LEVEL.9. SINGLE POINT OF HUMAN ACCESS WITH SECURITY EXTRECATED FROM CLOUD SECURITY10. FULLY AUDITABLE, MONITORED AND ALTERTED AT ANY LEVEL OF GRANULARITY LOCALLY AND GLOBALLY

DELIVERY OF GLOBAL DATA, INSIGHTS, INTELLIGENCE

ONE AEGON

BIG DATA ON A GLOBAL SCALE

GLOBAL INTELLIGENCE CREATION

LOCAL INTELLIGENT EXECUTION

MOVE ALGORITHM AND MODELS

NOT DATA AND COMPUTE

WE HAVE ALREADY STARTED ON TOMORROWS JOURNEY?% of Completion for fully working operational eco-suite.

55% 35%

35%50%20%

10%3%

The dev to date is driven through JITDev based on business need

NOTE.Each Eco-system can exist on its own or any part ofthis configuration as a suite.

Current Deployments

User Usage Type

Data Lake Data Lab Data Exp Data Imp BI Portal Data Pub Omni Channel

KNAB PROD * * * * * *

AAM POC * * *

AEGON LIFE

POC * *

NL POC * *

SPAIN POC * * * * * *

OPERATIONAL AREAS COVEREDBANKING, INSURANCE, ASSETMANAGEMENT – ONE FABRIC – MANY SOLUTIONS – ONE ECOSYSTEM