Sabermetrics for Oil & Gas

Most technology investment is on the production side of E&P.

FracFocus Problems

FracFocus data has to be cleaned before being analyzed.

Exploration Value Chain

How does machine learning fit into the overall exploration process?

Web Scraping

How to scrape oil and gas state websites.

O & G Machine Learning

Using machine learning to analyze EUR and well logs.

O & G Super Scout Ticket

Using machine learning to analyze EUR and well logs.

Data Science and Targeting Depth

Using advanced technology to determine if pay zones are accurate.

Curve Fitting EUR

Are there better ways to calculate EUR than APRs?

Collada Maps and a 3D Mouse

Graphing wellbore data in 3D and then "swimming" through the map data.

Blocked Well Logs

Engineers may have missed pay zones in blocking logs.

Understanding Texas EUR

Is EUR in Texas even close to being accurate.

Disposal Wells

Using data science to predict where to put new disposal wells.

Time-shifted EUR

What is the best way to measure EUR in lease-level production.

Visualizing O&G data

Starting all welbores at zero-zero and analyzing changes over time.

Mapping Multple Data Points

Using Google Earth to map wellbores in detail.

Finding O&G Recompletion Opportunities

Using consensus models to determine new pay zone opportunities.

Part One

The importance of cleaning oil and gas data.

Part Two

The ability to recommend frac chemicals for any new wellbore.

Part Three

Some operators will obfuscate frac records, but they can be reverse engineered.

Part Four

Sophisticated SQL queries need to run 24/7 to interpret frack data.