CalHHS Data Knowledge Base
CalHHS Open Data PortalCalHHS Geoportal
  • Data Knowledge Base
  • Data Sharing
    • Revision History
    • Data Sharing Guidebook
    • Lessons Learned
    • Data Sharing Plays
      • Play 1: Sharing Metrics
      • Play 2: Identify
      • Play 3: Business Case
      • Play 4: Prioritize
      • Play 5: Metadata
      • Play 6: Describe
      • Play 7: Promote
      • Play 8: Prepare
    • Data Element Definitions
    • Application Program Interfaces
    • Additional Training and Reference Materials
    • Business Case Creation
      • Determining Goals and Strategy
      • Implementation Details
      • Evaluating Outcomes & Impacts
      • Communicating Your Results
  • Data De-Identification
    • Revision History
    • 1. Purpose
    • 2. Background
    • 3. Scope
    • 4. Statistical De-Identification
      • 4.1 Personal Characteristics of Individuals
      • 4.2 Numerator - Denominator Condition
      • 4.3 Assess Potential Risk
      • 4.4 Statistical Masking
      • 4.5 Legal Review
      • 4.6 Departmental Release Procedure for De-Identified Data
    • 5. Types of Reporting
      • 5.1 Variables
      • 5.2 Survey Data
      • 5.3 Budgets and Fiscal Estimates
      • 5.4 Facilities, Service Locations and Providers
      • 5.5 Mandated Reporting
    • 6. Justification of Thresholds Identified
      • 6.2 Assessing Potential Risk – Publication Scoring Criteria
      • 6.3 Assessing Potential Risk – Alternate Methods
      • 6.4 Statistical Masking
    • 7. Approval Process
    • 8. DDG Governance
    • 9. Publicly Available Data
    • 10. Development Process
    • 11. Legal Framework
    • 12. Abbreviations and Acronyms
    • 13. Definitions
    • 14. References
    • Appendix A: Expert Determination Template
    • Appendix B: 2015 HIPAA Reassessment Results
    • Appendix C: State and County Population Projections
  • Open Data Handbook
    • Revision History
    • Open Data: Purpose
    • Disclosure
    • Governance
    • Guidelines
    • Use
  • Appendix
    • Glossary and Acronyms
    • Data Tools
    • Data Discovery Sessions
    • Data Sharing Benefits
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  • Mandated Reporting

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  1. Data De-Identification
  2. 5. Types of Reporting

5.3 Budgets and Fiscal Estimates

Budget reporting may include both actuals and projected amounts. Projected amounts, although developed with models that are based on the historical actuals, reflect activities that have not yet occurred and, therefore, do not require an assessment for de-identification. Actual amounts do need to be assessed for de-identification. When the budgets reflect caseloads, but do not include personal characteristics of the individuals in the caseloads, then the budgets are reflecting data in the Providers and Health and Service Utilization Data circles of the Figure 2 Venn Diagram and do not need further assessment. However, if the actual amounts report caseloads based on personal characteristics, such as age, sex, race or ethnicity, then the budget reporting needs to be assessed for de-identification.

Facilities, Service Locations and Providers

Many CalHHS programs oversee, license, accredit or certify various businesses, providers, facilities and service locations. As such, the programs report on various metrics, including characteristics of the entity and the services provided by the entity.

  1. Characteristics of the entity are typically public information, such as location, type of service provided, type of license and the license status.

  2. Services provided by the entity will typically need to be assessed to see if the reporting includes personal characteristics about the individuals receiving the services. Several examples are shown below.

    1. Reporting number of cases of mental illness treated by each facility – if the facility is a general acute care facility then the reporting of the number of cases does not tell you about the individuals receiving the services.

    2. Reporting number of cases of mental illness treated by each facility – if the facility is a children’s hospital then the reporting of the number of cases does tell you about the individuals receiving the services.

    3. Reporting number of psychotropic medications prescribed by a general psychiatrist does not tell you about the patients receiving the medications.

    4. Reporting number of psychotropic medications prescribed by a general psychiatrist to include the number of medications prescribed by the age group, sex or race/ethnicity of the patients receiving the medications does tell you about the patients receiving the medications.

In (a) and (c) above, assessment for de-identification is not necessary as there are no characteristics about the individuals receiving the services. However, in (b) and (d) above, the inclusion of personal characteristics which may be quasi-identifiers, especially when combined with the geographical information about the provider, does require an assessment for de-identification.

Mandated Reporting

CalHHS programs are required to provide public reporting based on federal and California statute and regulations, court orders, and stipulated judgments, as well as by various funders. Although reporting may be mandated, unless the law expressly requires reporting of personal characteristics, publicly reported data must still be de-identified to protect against the release of identifying or personal information which may violate federal or state law.

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Last updated 4 months ago

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