Toward a Comprehensive Disclosure Control Framework for Shared Data

Coull, Scott E. and Kenneally, Erin E., "Toward a Comprehensive Disclosure Control Framework for Shared Data", IEEE International Conference on Technologies for Homeland Security (November 2013, Boston, MA).

7 Pages Posted: 16 Sep 2013 Last revised: 3 Jun 2014

See all articles by Scott Coull

Scott Coull

RedJack LLC

Erin Kenneally

Elchemy ; International Computer Science Institute (ICSI); UC San Diego, CAIDA

Date Written: June 15, 2013

Abstract

Although the goal of pervasive data sharing has persisted for over a decade, most large-scale efforts fail to reach the critical mass of participation necessary to sustain it due to the excessive costs involved. These costs often stem from the lack of standardized methodology and tools to implement disclosure controls that address data sharing risks. We present a framework that addresses the problem comprehensively by considering policy level risk (e.g., NDAs) and technical (e.g., data anonymization) disclosure control issues in concert. Doing so facilitates a superior balance of utility and risk mitigation by ensuring that policy and technical approaches complement one another. Moreover, the framework is driven by the pragmatic utility goals of the data release rather than general risk factors, which helps to focus the effort on exactly those parts of the data necessary to achieve desired goals. The output of the framework is a standardized audit trail and description of the data sharing scenario, which enables the reuse of key components in other data sharing efforts. The framework greatly decreases the data publisher’s overall costs while simultaneously enabling a more evolved and effective balance between utility and risk management in data sharing.

Keywords: data sharing, data disclosure, information risk management, information sharing, disclosure control, information technology policy, legal compliance, sharing framework

Suggested Citation

Coull, Scott and Kenneally, Erin E., Toward a Comprehensive Disclosure Control Framework for Shared Data (June 15, 2013). Coull, Scott E. and Kenneally, Erin E., "Toward a Comprehensive Disclosure Control Framework for Shared Data", IEEE International Conference on Technologies for Homeland Security (November 2013, Boston, MA).. Available at SSRN: https://ssrn.com/abstract=2326264 or http://dx.doi.org/10.2139/ssrn.2326264

Scott Coull (Contact Author)

RedJack LLC ( email )

8484 Georgia Avenue
Suite 940
Silver Spring, MD 20910
United States

Erin E. Kenneally

Elchemy ( email )

8677 Villa La Jolla Drive # 1133
La Jolla, CA 92037
United States

HOME PAGE: http://www.elchemy.org

International Computer Science Institute (ICSI) ( email )

Berkeley, CA
United States

HOME PAGE: http://https://www.icsi.berkeley.edu/icsi/

UC San Diego, CAIDA

9500 Gilman Drive
Mail Code 0502
La Jolla, CA 92093-0112
United States

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