FAA air safety data analytics program years away from predictive
capability
The Federal Aviation Administration still has work
ahead of it before it can turn a database of aviation safety data into an tool
capable of making predictive analytics, says the Transportation Department
office of inspector general.
Since 2007, the FAA has operated the
Aviation Safety Information Analysis and Sharing system, using as data sources
programs including voluntary efforts that allow carriers to submit anonymized
flight data generated during aircraft operation or aviation employees to report
safety violations without fear of reprisal.
The ASIAS system has grown to
where now 44 carriers participate in it, and the FAA has begun scouring the data
to identify risk trends and used it to make data models of the national
airspace, the DOT OIG says in a newly released Dec. 18 report.
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But,
"several years of work remain before ASIAS becomes the predictive tool FAA
envisions," auditors say, adding that close coordination between safety and air
traffic organizations will be essential for the agency to realize its
goal.
The agency may also have to address data quality and
standardization challenges, auditors say, although their resolution may exceed
the FAA's direct power.
For example, one data source--the Flight
Operational Quality Assurance program that collects de-identified flight
recorder data--has problems with data transmission, sensor failures and
collection. Representatives from one U.S. carrier told auditors that FOQA
captures only 60 to 75 percent of the flight recorder data generated last month,
"due to the lack of maintenance personnel available to download FOQA data." It's
a problem that only carriers can resolve, auditors acknowledge--although they
say note that the FAA has said it would try by this year to have reduced the
time it takes to incorporate FOQA data from new ASIAS members in a bid to make
the benefits of participation more readily apparent.
The voluntary air
safety violation program known as the Aviation Safety Action Program also has
problems as a data source, auditors say, stating that carriers submit reports
inconsistently categorized and that the most critical information in the report
narratives "can be difficult to extract and aggregate." The FAA and MITRE are
actively working to address those problems, auditors say, including through
creation of an ASAP taxonomy and automatic classification of reports.
For
more:
- download the report,
AV-2014-017 (.pdf)
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