Predictive Research
Data Synthesis For Energy & Industrials
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Research
Fleet Count In Sight Of 200
After compiling the latest frac data, we count roughly 185 fleets now staffed /...
Rig-To-Fleet Ratio Headed To Normal
As shown in the graph below, the rig-to-fleet ratio is quickly normalizing around...
Private Operators Missed The Spending Memo
While Public operators appear to be sticking by their disciplined budget plans, Private E&Ps...
Data Synthesis
Human Touch
Lium is an independent market intelligence firm designed for investors and executives by
energy finance veterans.
Starting with big data and data science, our research process incorporates human experience and field-level observations.
Predictive models are presented in user-friendly dashboards offering transparency & flexibility. Written reports expand on the data with in-depth perspective.
Unique. Timely. Predictive. Actionable. Relevant. Practical.

Solar Permits Rebounding Off Seasonal Lows [Solar Permit Weekly]
Weekly Observations For the week ended 1/8/2021, total permits increased by 32%, rebounding off their seasonal lows. Compared to the same week a year ago, permits are tracking up 14%

January Wind Off To Slow Start [Windometer]
Weekly Observations After a firm Q4, wind speeds and generation has been unusually slow to start the year For the week ended January 15, wind speeds declined by ~15% w/w
Our PROCESS
Lium’s proprietary Data Synthesis methodology harvests, digests, back-tests, and refines big data from many sources across the broad energy marketplace.
Next, our people, models, and algorithms turn this data into predictive research shared with members in interactive dashboards, data downloads, and the written word.
At every turn, human experience, knowledge, and firsthand observations are incorporated into the product – from the first digit of data collected to the final presentation.
The end result? A rich suite of unique research products that empower Lium members to outperform.
Primary Data
Big Data. Data Science. Heavily Back-tested. Robustly Refined.
Predictive Modeling
Proprietary Forecasting Algorithms. Macro Industry Predictions. Micro Sales Projections.
Human Touch
Field-Level. Channel Checks. Human Experience. Independent Thinking.
Practical Presentation
Interaction. Flexibility. Concision. Future Outcomes. Transparency. Timely.
Before joining forces to create Lium, Lium’s partners independently built their own market research firms (Coras Research and Infill Thinking, which continue to serve clients). Each of these platforms established long track records of accurate forecasts and influential publishing in energy markets. Lium’s approach is a hybrid research model incorporating data service, equity research, and thematic market intelligence.