The Future is Here: How AI, ML & DS are Transforming Pipeline Integrity
Across the pipeline industry, artificial intelligence (AI), machine learning (ML), and data science (DS) are evolving from buzzwords to tangible...
4 min read
Irth : Nov 16, 2023

At Irth’s User Summit, Sam Hall, Vice President of the Damage Prevention Institute for Common Ground Alliance, spoke to our attendees about why now is the time to take unprecedented action to reduce the top causes of damages.
Irth and Common Ground Alliance are aligned in our goals to:
CGA represents 16 stakeholder groups who are all interested in damage prevention. CGA offers a variety of programs for these stakeholder groups to come together to reduce damage to critical network infrastructure. Stakeholders can submit data about damages or near misses in the Damage Information Reporting Tool (DIRT). DIRT data is self-reported, so it does not represent every damage that occurred across the country.
CGA then analyzes the submitted data annually to provide insights, best practices, and recommendations to the damage prevention community.
This analysis of damages to buried infrastructure in the U.S. and Canada is reported in the DIRT Report and available on an interactive dashboard. This work represents the most comprehensive accounting and analysis of damages available, making it possible to draw some conclusions about what’s happening broadly across the country and where the damage prevention industry should focus our efforts collectively.
Did you know six root cases are responsible for 76% of the damage to critical network infrastructure?
Other highlights from the latest DIRT Report include:
U.S. damage counts from consistently reporting organizations have increased in the past three years.
2020 146,038
2021 153,886
2022 163,726
The data shows a 9.34% increase in damages over 811 center transmissions and a 12.35% increase in damages per construction spending. And with more than a half a trillion dollars allocated to new infrastructure in the U.S. over the next five years, we know those numbers will continue to increase.
The damage prevention industry needs to focus on the top six root causes and address them through unprecedented action to reduce damages by 50% in the next 5 years. Year over year, these root causes are responsible for 76% of all damages:
The consistency in damage drivers allows the damage prevention industry to focus our efforts and measure progress. Some of these catch-all root causes may mask more complex issues at play. For example, no notification made to the 811 center could be caused by any number of things. Why was no call made? What’s going on?
The DIRT Report analyzed data from seven states with mandatory positive response. Here are a few insights:
This reality of late or no positive response erodes faith in the 811 system.
The damage prevention industry must reverse the established upward trends identified in the DIRT Report to achieve 50% reduction in damages over the next five years, including:
From the Damage Prevention Institute to a U.S. damage prevention Index and innovative solutions, Common Ground Alliance and Irth are committed to supporting the damage prevention industry on the path of 50 in five. Tune in to Sam Hall’s full presentation to learn all the data from the latest DIRT Report.

Across the pipeline industry, artificial intelligence (AI), machine learning (ML), and data science (DS) are evolving from buzzwords to tangible...
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