If Data is the New Currency, How Are We “Spending” It?

The government is at no loss for data. And, over the last decade, there has been a concerted effort to use that data more efficiently to improve decision making and service to the citizen. Chief Data Officers are in place across government to shepherd the changes in process and technology needed to achieve the goals set forth in the Federal Data Strategy.

Meeting the Plan to Plan

Department-level data strategies have been borne out of the federal guidance to mature data governance and infrastructure and publish those plans. In fact, the report "CDO Insights: 2021 Survey Results On the Maturation of Data Governance in U.S. Federal Agencies," found that 75 percent of respondents said they had started or completed five of the six action items named in the Federal Data Strategy 2020 Action Plan. The report found that constituting a data governance body (completed by 75%) was the least challenging action. Getting these bodies in place means that beyond department-level plans, some agencies are moving to making plans for critical subsets of data much like the State Department did for geospatial data.

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Using AI to Modernize Old Techniques

Artificial Intelligence is being implemented across government to modernize and automate traditional manual processes. For many organizations, this means taking paper-based, tedious, error-prone tasks and turning them over to a machine for automated completion. Beyond using AI to hand off tasks best completed by machines -- those that are rote and repetitive -- agencies are also looking at ways to introduce the technology into already complex human-driven activities to make them even more effective and efficient.

Researchers at Dartmouth College's Department of Computer Science have taken a technique that proved valuable in WWII and applied AI to extend the usefulness of the method. A canary trap is a technique that plants different instances of false information in documents. If one of those documents is leaked, the canary will "sing," identifying the leaker. For example, in WWII British intelligence agents planted false documents on a corpse to trick Nazi Germany into preparing for an assault on Greece while the Allies invaded Sicily. The team at Dartmouth created a modern version, WE-FORGE, that plants different instances of false information in documents. The process is relatively simple when creating a small number of variations in a handful of documents, but to extend it to large scientific or technical documents, AI is essential. WE-FORGE uses natural language processing to generate multiple fake files that are believable yet incorrect.

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