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Financial Industry 
Semantics and Ontologies 
The Universal Strategy: Knowledge Driven Finance 
Financial Times, London 
30 October 2014
Semantic Challenges 
"Where is the wisdom we have lost in knowledge? 
Where is the knowledge we have lost in information?" 
- T. S Eliot
Syntax is not Semantics 
Meaning is not Truth
Approaches to Meaning 
4 
Rosetta Stone Mayan Language
Approaches to Meaning 
5 
Rosetta Stone Mayan Language 
• Existence of already-understood 
terms enabled translation 
• Semantics grounded in existing 
sources
Approaches to Meaning 
6 
Rosetta Stone Mayan Language 
• Existence of already-understood 
terms enabled translation 
• Semantics grounded in existing 
sources 
• No existing common language to 
enable translation 
• Translation was possible only from 
internal consistency of concepts
Rosetta Stone: Semantic Networks 
7 
• Directed Graph 
• The meaning at each node is a product of its connections 
to other nodes 
• Semantically grounded at certain points in the graph
Semantic Grounding for Businesses 
8 
What are the basic experiences or constructs relevant to business? 
• Monetary: profit / loss, assets / liabilities, equity 
• Law and Jurisdiction 
• Government, regulatory environment 
• Contracts, agreements, commitments 
• Products and Services 
• Other e.g. geopolitical, logistics
Where does this lead? 
• Taxonomy of kinds of contract 
• Taxonomy of kinds of Rights 
• Rights, Obligations are similar and reciprocal concepts 
• Note that these don’t necessarily correspond to data 
• Semantics of accounting concepts 
• Equity, Debt in relation to assets, liabilities 
• Cashflows etc. 
• Semantics of countries, math, legal etc. 
9
Mayan: Internal Consistency 
• Graph has logical relations between elements 
• These correspond to the relations between things in reality 
• Automated reasoning checks the “deductive closure” of the 
graph for consistency and completeness
Mayan: Internal Consistency 
• Graph has logical relations between elements 
• These correspond to the relations between things in reality 
• Automated reasoning checks the “deductive closure” of the 
graph for consistency and completeness
FIBO Ontologies: 
Conceptual and Operational 
12 
Operational 
Ontologies 
Conceptual Ontology 
 Classes and properties 
 Definitions 
 Namespaces 
 Annotations 
 Use Case neutral 
 Meaning expressed 
in the “Language of 
the business” 
 Formally grounded in 
legal, accounting etc. 
abstractions 
 Use case specific 
classes, properties 
 Optimized for 
operational functions 
(reasoning; queries) 
 Addition of rules 
 Mapping to other 
OWL ontologies
Developing FIBO 
13 
Conceptual ontology 
Shared business meanings
Developing FIBO 
14 
Conceptual ontology 
Shared business meanings 
Validated by business
Developing FIBO 
15 
Conceptual ontology 
Shared business meanings 
Validated by business 
Expressed 
logically
Example: Credit Default Swap (CDS) 
16
Financial Industry Business Ontology 
(FIBO) 
• Business Entities 
• Legal entities, ownership hierarchies, LEI, 
• Securities 
• Tradable securities - equity, debt securities, 
reference data terms 
• Loans 
• Retail lending, corporate, credit facilities 
• Derivatives 
• Exchange traded and over the counter 
derivative trades, contracts and terms 
• Market Data 
• Date and time dependent pricing, analytics 
• Corporate Actions 
• Corporate event and action types, process 
• Annotation metadata 
• Provenance. mapping, rulemaking 
Securities 
Loans 
Business 
Entities 
Market Data 
Corporate 
Actions 
Derivatives 
Metadata 
6/5/2012 17
Using FIBO 
Firm’s Business Conceptual Ontology 
App 
App 
App 
EXTEND 
DEPLOY
Actually… 
Firm’s Business Conceptual Ontology 
App 
App 
App 
EXTEND 
DEPLOY
Adapters 
Common Logical Data Model 
Local LDMs 
Operational 
Ontologies 
Operational 
Ontologies 
Deploying BCO 
Firm’s BCO 
DEPLOY 
DEPLOY 
Operational 
Ontologies 
Local LDMs 
Triple Store
Regulatory Reporting Use Case 
• Need for “Common Language” 
• OFR, BoE and others 
• What do we mean by “language” here? 
– Bank of England Proof of Concept 
21
Regulatory Reporting Current State 
22 
Reports (forms) 
FORMS FORMS 
REPORTING ENTITY REGULATORY AUTHORITY 
?
Regulatory Reporting Current State 
23 
Reports (forms) 
FORMS FORMS 
REPORTING ENTITY REGULATORY AUTHORITY 
? 
Uncertainty 
• Content of the reports 
• Are we comparing like with like? 
• Data quality and provenance 
Change in Reporting requirements = 
• Redevelopment effort 
• By each reporting entity 
• For each system and form
Regulatory Reporting with Semantics 
24 
Thing 
Contract 
IR Swap CDS Bond 
Common 
ontology 
Thing 
Contract 
IR Swap CDS Bond 
Granular 
data 
Common 
ontology 
REPORTING ENTITY REGULATORY AUTHORITY 
Data is mapped from each system of record into 
a common ontology 
Reported as standardized, granular data 
Agnostic to changes in forms 
Receives standardized, granular data aligned with 
standard ontology (FIBO) 
Uses semantic queries (SPARQL) to assemble 
information 
Changes to forms need not require re-engineering 
by reporting entities 
!
Thank you! 
• Mike Bennett 
• Semantics Lead, EDM Council 
• Director, Hypercube Ltd. 
• www.edmcouncil.org 
• www.hypercube.co.uk/edmcouncil

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Financial Industry Semantics and Ontologies

  • 1. Financial Industry Semantics and Ontologies The Universal Strategy: Knowledge Driven Finance Financial Times, London 30 October 2014
  • 2. Semantic Challenges "Where is the wisdom we have lost in knowledge? Where is the knowledge we have lost in information?" - T. S Eliot
  • 3. Syntax is not Semantics Meaning is not Truth
  • 4. Approaches to Meaning 4 Rosetta Stone Mayan Language
  • 5. Approaches to Meaning 5 Rosetta Stone Mayan Language • Existence of already-understood terms enabled translation • Semantics grounded in existing sources
  • 6. Approaches to Meaning 6 Rosetta Stone Mayan Language • Existence of already-understood terms enabled translation • Semantics grounded in existing sources • No existing common language to enable translation • Translation was possible only from internal consistency of concepts
  • 7. Rosetta Stone: Semantic Networks 7 • Directed Graph • The meaning at each node is a product of its connections to other nodes • Semantically grounded at certain points in the graph
  • 8. Semantic Grounding for Businesses 8 What are the basic experiences or constructs relevant to business? • Monetary: profit / loss, assets / liabilities, equity • Law and Jurisdiction • Government, regulatory environment • Contracts, agreements, commitments • Products and Services • Other e.g. geopolitical, logistics
  • 9. Where does this lead? • Taxonomy of kinds of contract • Taxonomy of kinds of Rights • Rights, Obligations are similar and reciprocal concepts • Note that these don’t necessarily correspond to data • Semantics of accounting concepts • Equity, Debt in relation to assets, liabilities • Cashflows etc. • Semantics of countries, math, legal etc. 9
  • 10. Mayan: Internal Consistency • Graph has logical relations between elements • These correspond to the relations between things in reality • Automated reasoning checks the “deductive closure” of the graph for consistency and completeness
  • 11. Mayan: Internal Consistency • Graph has logical relations between elements • These correspond to the relations between things in reality • Automated reasoning checks the “deductive closure” of the graph for consistency and completeness
  • 12. FIBO Ontologies: Conceptual and Operational 12 Operational Ontologies Conceptual Ontology  Classes and properties  Definitions  Namespaces  Annotations  Use Case neutral  Meaning expressed in the “Language of the business”  Formally grounded in legal, accounting etc. abstractions  Use case specific classes, properties  Optimized for operational functions (reasoning; queries)  Addition of rules  Mapping to other OWL ontologies
  • 13. Developing FIBO 13 Conceptual ontology Shared business meanings
  • 14. Developing FIBO 14 Conceptual ontology Shared business meanings Validated by business
  • 15. Developing FIBO 15 Conceptual ontology Shared business meanings Validated by business Expressed logically
  • 16. Example: Credit Default Swap (CDS) 16
  • 17. Financial Industry Business Ontology (FIBO) • Business Entities • Legal entities, ownership hierarchies, LEI, • Securities • Tradable securities - equity, debt securities, reference data terms • Loans • Retail lending, corporate, credit facilities • Derivatives • Exchange traded and over the counter derivative trades, contracts and terms • Market Data • Date and time dependent pricing, analytics • Corporate Actions • Corporate event and action types, process • Annotation metadata • Provenance. mapping, rulemaking Securities Loans Business Entities Market Data Corporate Actions Derivatives Metadata 6/5/2012 17
  • 18. Using FIBO Firm’s Business Conceptual Ontology App App App EXTEND DEPLOY
  • 19. Actually… Firm’s Business Conceptual Ontology App App App EXTEND DEPLOY
  • 20. Adapters Common Logical Data Model Local LDMs Operational Ontologies Operational Ontologies Deploying BCO Firm’s BCO DEPLOY DEPLOY Operational Ontologies Local LDMs Triple Store
  • 21. Regulatory Reporting Use Case • Need for “Common Language” • OFR, BoE and others • What do we mean by “language” here? – Bank of England Proof of Concept 21
  • 22. Regulatory Reporting Current State 22 Reports (forms) FORMS FORMS REPORTING ENTITY REGULATORY AUTHORITY ?
  • 23. Regulatory Reporting Current State 23 Reports (forms) FORMS FORMS REPORTING ENTITY REGULATORY AUTHORITY ? Uncertainty • Content of the reports • Are we comparing like with like? • Data quality and provenance Change in Reporting requirements = • Redevelopment effort • By each reporting entity • For each system and form
  • 24. Regulatory Reporting with Semantics 24 Thing Contract IR Swap CDS Bond Common ontology Thing Contract IR Swap CDS Bond Granular data Common ontology REPORTING ENTITY REGULATORY AUTHORITY Data is mapped from each system of record into a common ontology Reported as standardized, granular data Agnostic to changes in forms Receives standardized, granular data aligned with standard ontology (FIBO) Uses semantic queries (SPARQL) to assemble information Changes to forms need not require re-engineering by reporting entities !
  • 25. Thank you! • Mike Bennett • Semantics Lead, EDM Council • Director, Hypercube Ltd. • www.edmcouncil.org • www.hypercube.co.uk/edmcouncil

Notas do Editor

  1. AKA where does the meaning get in? Business: Grounded in the realities and sensory inputs of the organization Monetary: profit, loss, assets Legal: regulatory, legal environment Ecosystem: Agreements with other organizations Contractual and agreement Products and services Other e.g. jurisdiction, geopolitical