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Linking Social, Open, and Enterprise Data Tope Omitola, J. Davies, A. Duke, H. Glaser, N. Shadbolt

Linking Social, Open, and Enterprise Data

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Linking Social, Open, and Enterprise Data. Tope Omitola, J. Davies, A. Duke, H. Glaser, N. Shadbolt. Contents. Trends Information Silos Questions That Motivated Us System Design and Architecture Data Modeling and Models Example Queries Future Work Questions. Trend 1 – Big Data. - PowerPoint PPT Presentation

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Page 1: Linking  Social, Open, and Enterprise  Data

Linking Social, Open, and Enterprise Data

Tope Omitola, J. Davies, A. Duke, H. Glaser, N. Shadbolt

Page 2: Linking  Social, Open, and Enterprise  Data

Contents

• Trends• Information Silos• Questions That Motivated Us• System Design and Architecture• Data Modeling and Models• Example Queries• Future Work• Questions

Page 3: Linking  Social, Open, and Enterprise  Data

Trend 1 – Big Data

Page 4: Linking  Social, Open, and Enterprise  Data

Trend 2 - LoD

Page 5: Linking  Social, Open, and Enterprise  Data

Trend 3 – App Economy

Page 6: Linking  Social, Open, and Enterprise  Data

Trend 4 – Social Media

Page 7: Linking  Social, Open, and Enterprise  Data

Typical Corporation Information Silos

Page 8: Linking  Social, Open, and Enterprise  Data

Questions We Asked• How to manage and extract value from these

disparate, isolated data, and• How to take advantage of information from

external, non-enterprise, and social media to provide new, exciting, and useful services that create value for BT customers

Page 9: Linking  Social, Open, and Enterprise  Data

Linking Social, Open, and Enterprise Data

• Social Data: LinkedIn• Open Data: OpenCorporates• Enterprise Data: BT’s internal SalesForce data

and HR data

Page 10: Linking  Social, Open, and Enterprise  Data

System Architecture

Page 11: Linking  Social, Open, and Enterprise  Data

Unified Ontology

Page 12: Linking  Social, Open, and Enterprise  Data

LDAP data schema

Page 13: Linking  Social, Open, and Enterprise  Data

Modeling LDAP

Page 14: Linking  Social, Open, and Enterprise  Data

Modeling SalesForce Data

Page 15: Linking  Social, Open, and Enterprise  Data

Modeling LinkedIn data

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Example Query

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Challenges Encountered (1/2)• Establishing the Business Case: Set out goals and establish

what data needs to be linked

• Data Discovery and Provenance: Appropriate internal and external data need to be searched for and discovered (Quality problems, etc)

• Information Extraction and Data Harvesting: Not all the data will be useful. Relevant data items need to be extracted

Page 18: Linking  Social, Open, and Enterprise  Data

Challenges Encountered (2/2)

• Data Cleaning: Most of these datasets, internal and external, will not be in the format that can be made use of. Need to be cleaned

• Data Interlinking: The Choice of Join Points. What do you use to do the inter-linking?

• Data Modeling

• Data Management: Some data need to be brought in at run-time, or cached and made available when needed. Therefore, policies to manage the live and cached data sets need to be devised

Page 19: Linking  Social, Open, and Enterprise  Data

Future Work• Future Work includes • System Trials• Adding more internal BT data• Ingesting more external data

Page 20: Linking  Social, Open, and Enterprise  Data

Questions ?• Tope Omitola, [email protected]