Recommendations for State Public Utility Commissions to Assess the
Sensitivity of Tabular Data Revealing Identifiable Energy Consumption Information
The American Statistical Association’s Privacy & Confidentiality Committee and Energy Subcommittee drafted the following Recommendations for State Public Utility Commissions to assess the sensitivity of tabular data revealing identifiable energy consumption information.
For selecting an appropriate sensitivity rule for assessing the risk of disclosing identifiable information:
- The (15, 15) rule currently used by public utility commissions is overly restrictive.This current specification requires at least 15 respondents in a table cell and no single respondent may constitute more than 15% of the total cell value.
- The p-percent rule is a reasonable sensitivity rule to apply to tabular data.
For selecting an appropriate parameter value in a sensitivity rule:
- Setting the parameter value depends on the skewness of the population characteristics and special combinations of characteristics unique to a given table;
- Parameter values should vary depending upon the customer class;
- Consider the use and purpose of the local government requesters in applying sensitivity rules; and
- Consider different aggregation threshold levels for applying the Threshold rule for standardized reports to local governments based on the customer class.
As a performance measure to evaluate sensitivity rules, before and after suppression, review:
- Distributions and population counts in each customer class for the utilities’ entire state service territory; and
- The moments of the multivariate distribution as a performance measure to evaluate sensitivity rules.
Consider developing restricted access programs for local governments to access sensitive data:
- Data access should be provided to individuals employed by city and state government agencies for purposes that are designed to serve the general public and contribute significantly to understanding of energy consumption in the residential, commercial, and industrial sectors.
State Public Utility Commissions should consider developing strong staff expertise in statistical methodology that is relevant to their mission:
- State Public Utility Commissions should stay informed and use modern statistical theory and sound statistical practices in developing privacy rules that apply to public utility companies.
Human Subjects Protection, Ethical Research, and Institutional Review Boards (IRBs)
Protecting
privacy and confidentiality is one component of a larger mandate to individuals
who collect data: protect the well-being of data subjects. This page provides
links to resources on protecting human subjects from harm, on ethical
guidenlines for research, and on the functioning of IRBs, which are committees
based at research institutions that are responsible for the protection of human
subjects in research. These are vast and important topics; we only introduce
them here. For more information, see the Committee on Professional Ethics of the American Statistical Association.
For
researchers planning to collect data, we advise you to work with the IRB of your
institution to ensure compliance with protocols for protection of study
subjects. Additionally, federal agencies can have different regulations for
protecting human subjects, so that researchers should consult the relevant
agency to ensure compliance.
A. Summaries of ethical
principles.
Belmont Report (April 18, 1979, the National Commission for the Protection of Human Subjects of Biomedical and Behavioral Research)
The
National Commission for the Protection of Human Subjects of Research's summary
of the ethical principles of research involving human subjects.
Declaration of Helsinki (October 2000, World Medical Association)
The World Medical Association's statement
of ethics in medical research.
American Statistical Association's Ethical Guidelines for Statistical Practice
International Statistical Institute's Declaration on Professional Ethics
B. Legal aspects of protecting human
subjects in research
The "Common Rule", Code of Federal Regulations, Title 45, Part 46
Federal code governing research conducted
on human subjects from the U.S. Department of Health and Human Services, Office
for Human Research Protection.
U.S. Department of Health and Human Services, Office for Human Research Protection (OHRP) main page
General information about the OHRP with
links to the site's 8 major content areas: IRB Regulations and Assurances,
Policy Guidelines, Compliance and Oversight, Educational Materials, Workshops,
On-line training etc.
C. Journals and other academic resources
IRB: Ethics
& Human Research.
Human
Genome Project's "Ethical, Legal, and Social Issues"
"Population, Statistics, Confidentiality and War: Essential Documents and Recent Writings" (William Seltzer and Margo Anderson)
A collection
of documents, laws, and papers regarding the misuse of population data systems
and threats to the confidentiality of statistical data during wars and periods
of civil unrest.