For Investors & Quant Researchers · Oil Gas Drilling
Oil & Gas Drilling Data for Investors & Quant Researchers
Oil & gas drilling data for investors and quants starts with Baker Hughes Rig Counts via ICE Data API - the weekly global benchmark for cycle calls - backed by Texas Railroad Commission ledgers, EIA's rotary-rig series and BSEE's daily offshore query.
best alternative data sources for investing · satellite imagery data for hedge funds · point-in-time fundamentals database · how do quants use oil gas drilling data
API, files, or your warehouse. Daily, weekly, or hourly.
Which oil & gas drilling datasets should investors and quants pull first?
All 14 oil-&-gas-drilling datasets that clear the relevance bar for this persona are below: one scores relevance 4, two score 3, seven score 2 and four score 1.
How do quants actually use oil & gas drilling data?
Three workflows dominate. Cycle calls run off Baker Hughes' weekly rig count - the global benchmark for turning points - with EIA's monthly rotary-rig series as the long-run control, and OilPriceAPI's daily well-permit feed layered on top as leading activity ahead of spuds.
Structural work uses the slow records: the AER's ST98 outlook frames the Alberta reserves/production trajectory annually, EIA's Drilling Productivity Report carries shale productivity trends, and the USGS aggregated history plus Wyoming's time-stamped 1900-2020 activity set give near-century-scale samples for lifecycle studies. One discipline note for the research file: nothing here prices an equity - every record is a physical-activity input, not a company fundamental.
What caveats belong in the research note?
Vintage discipline matters as much as price. EIA's Drilling Productivity Report and the Wyoming 1900-2020 bundle are static snapshots, so neither supports a rolling point-in-time panel; EMODnet and the USGS history refresh only annually. None of it is fatal, but none of it is plug-and-play.
Straight answers
What are the best alternative data sources for investing in oil & gas drilling?
The strongest five are Baker Hughes Rig Counts via ICE Data API (relevance 4, weekly, the global rig benchmark for cycle calls), Texas Railroad Commission data sets (quality 9, weekly), EIA's rotary-rig series, the BSEE Well API and the AER ST98 outlook. Ten of the 14 score relevance 2 or higher and mean quality is 7.93 out of 10.
Where can hedge funds get satellite imagery data on oil & gas drilling?
This slice holds no satellite, radar or vessel-tracking feed - its observables are regulatory and statistical. The nearest equivalents are Baker Hughes' weekly rig count as an activity proxy, BSEE's daily offshore operator query and OilPriceAPI's daily permit feed. Five of the 14 sources, ahead of the 22.6% daily share catalog-wide.
Which oil & gas drilling source comes closest to a point-in-time fundamentals database?
Regulator-of-record copies come closest: Texas Railroad Commission's downloadable ledgers, the BSEE Well API and North Dakota's NDIC feed publish observations as filed on weekly-to-daily cycles. By contrast the USGS aggregated history (ver. 1.1, April 2023) and Wyoming's 1900-2020 bundle are single vintages - useful for structure, unusable for point-in-time replication.
How do quants use oil & gas drilling data?
In three patterns: cycle calls timed off Baker Hughes' weekly rig count with EIA's monthly rotary-rig series as the long-run control; supply screens built on state ledgers from Texas, North Dakota, Colorado and Pennsylvania; and structural work on long-run histories such as Wyoming's 1900-2020 activity set. Well permits enter as the leading-indicator overlay.
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