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DATA CATEGORIZATION
YOU CAN LIVE WITH
Presented by
Monica Crocker, CRM, PMP
Speaker Introduction and Session Overview
• Speaker
• Session Overview
– Define Data Categorization
– Describe a Data Categorization Development
approach
– Discuss some “gotchas”
• What does Data Categorization mean to you?
Why Do You Care?
• Because others care: Information Security,
Privacy, BCP, Users, Compliance, Auditors, etc.
• Information is only useful if findable
• Categories can be applied at different levels:
enterprise, division, application, table, field
• Full text searching doesn’t work
• Consistency is critical to system and process
integrity
Data Categorization and Taxonomy
• Taxonomy = A system of classifying things based
on their relationships; often from more general to
more specific
• Data Categorization = A way to categorize content
(classification)
• Together = A way to get to information
• Note: Data = Information
• Information = Structured and Unstructured
Ways to Categorize Information
• By level of risk: critical, confidential, public
• Subject – requires a robust cross-reference of synonyms/preferred
terms/related terms and doesn’t support information security and
retention requirements
• Organizational – doesn’t hold up to re-orgs or support cross-
functional content and processes
• Functional – supports information security and retention
requirements and is intuitive
• A hybrid of the last two, with subject incorporated into metadata,
may be the best
Other Related Terminology
• Metadata – Data about data, or in this case, information
• Index values – the actual metadata values associated with a
particular item
• Key words – user defined values in a keyword field or search terms
used in a full text search
• Text mining – using a statistical inventory of the full contents of a
library of items to define common terms
• Auto-classification – using analysis of the text and metadata
associated with content to automatically assign index values to it,
particularly classification values
Good Metadata/Classification Criteria
• Should support all the governance needs for it
• Should describe the content itself, within its context
• Should allow users to search with the information they
already have
• Should be enough metadata to identify each item
uniquely AND NO MORE
• Should be immutable (not change over the life of the
item)
• Should be intuitive/understood by a novice
Things to Avoid
• Folders
• Team member names (except in the Author field)
• Status fields
• Due dates (work triggers)
• Technology specific terms (“PDF” files)
• Duplicating data from another system
• Too many labels
Model Development Process
• Define scope…how will the information be used
and by whom? What policies and regulations
apply?
• Gather Subject Matter Experts/Stakeholders
• Start with your Business Classification Scheme or
Functional Hierarchy
• Determine any system limitations
• Research existing (prebuilt) models
Model Development Process:
Enterprise-wide
Collect all existing organization models
including: Records Retention Schedule,
Organizational Charts, Security classifications,
Information inventories, Budget, File plans,
Business process documentation
Build Model
• Determine how it will be documented
• Build a thesaurus
• Figure out how to handle items that don’t fit –
create new category or categorize as “other”
• Decide if you will supplement it with folksonomy
(keywords, comments) or tagging
• Define ongoing responsibilities
Implement Model
• Test
– Can users find what they need to do their jobs?
– Does everything fit?
– Can you apply policy/regulations?
• Modify
• Implement
• Update and Review – REGULARLY
Handout Exercises
1. Put the items on your list into groups and name
the groups. And come up with a name for
everything together.
2. Pick one of your groups and define fields
someone might use to find items in that group
(maximum of 10).
3. Review your results – anything you want to
change?
Conclusion
• It’s just another big standardization project
with potential for significant impact on
business productivity
• It requires varied SMEs
• Questions?
• monica.crocker@wellsfargo.com
• @rec_rocker
[AIIM17]  Data Categorization You Can Live With - Monica Crocker

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[AIIM17] Data Categorization You Can Live With - Monica Crocker

  • 1. DATA CATEGORIZATION YOU CAN LIVE WITH Presented by Monica Crocker, CRM, PMP
  • 2. Speaker Introduction and Session Overview • Speaker • Session Overview – Define Data Categorization – Describe a Data Categorization Development approach – Discuss some “gotchas” • What does Data Categorization mean to you?
  • 3. Why Do You Care? • Because others care: Information Security, Privacy, BCP, Users, Compliance, Auditors, etc. • Information is only useful if findable • Categories can be applied at different levels: enterprise, division, application, table, field • Full text searching doesn’t work • Consistency is critical to system and process integrity
  • 4. Data Categorization and Taxonomy • Taxonomy = A system of classifying things based on their relationships; often from more general to more specific • Data Categorization = A way to categorize content (classification) • Together = A way to get to information • Note: Data = Information • Information = Structured and Unstructured
  • 5. Ways to Categorize Information • By level of risk: critical, confidential, public • Subject – requires a robust cross-reference of synonyms/preferred terms/related terms and doesn’t support information security and retention requirements • Organizational – doesn’t hold up to re-orgs or support cross- functional content and processes • Functional – supports information security and retention requirements and is intuitive • A hybrid of the last two, with subject incorporated into metadata, may be the best
  • 6. Other Related Terminology • Metadata – Data about data, or in this case, information • Index values – the actual metadata values associated with a particular item • Key words – user defined values in a keyword field or search terms used in a full text search • Text mining – using a statistical inventory of the full contents of a library of items to define common terms • Auto-classification – using analysis of the text and metadata associated with content to automatically assign index values to it, particularly classification values
  • 7. Good Metadata/Classification Criteria • Should support all the governance needs for it • Should describe the content itself, within its context • Should allow users to search with the information they already have • Should be enough metadata to identify each item uniquely AND NO MORE • Should be immutable (not change over the life of the item) • Should be intuitive/understood by a novice
  • 8. Things to Avoid • Folders • Team member names (except in the Author field) • Status fields • Due dates (work triggers) • Technology specific terms (“PDF” files) • Duplicating data from another system • Too many labels
  • 9. Model Development Process • Define scope…how will the information be used and by whom? What policies and regulations apply? • Gather Subject Matter Experts/Stakeholders • Start with your Business Classification Scheme or Functional Hierarchy • Determine any system limitations • Research existing (prebuilt) models
  • 10. Model Development Process: Enterprise-wide Collect all existing organization models including: Records Retention Schedule, Organizational Charts, Security classifications, Information inventories, Budget, File plans, Business process documentation
  • 11. Build Model • Determine how it will be documented • Build a thesaurus • Figure out how to handle items that don’t fit – create new category or categorize as “other” • Decide if you will supplement it with folksonomy (keywords, comments) or tagging • Define ongoing responsibilities
  • 12. Implement Model • Test – Can users find what they need to do their jobs? – Does everything fit? – Can you apply policy/regulations? • Modify • Implement • Update and Review – REGULARLY
  • 13.
  • 14. Handout Exercises 1. Put the items on your list into groups and name the groups. And come up with a name for everything together. 2. Pick one of your groups and define fields someone might use to find items in that group (maximum of 10). 3. Review your results – anything you want to change?
  • 15. Conclusion • It’s just another big standardization project with potential for significant impact on business productivity • It requires varied SMEs • Questions?