Energy role benchmark

Data Scientist vs Energy Trading Quant & Analyst: what energy employers ask for

As of 29 October 2026, Plutarch tracked 206 open Data Scientist postings and 130 open Energy Trading Quant & Analyst postings at energy employers.

Skills and tools

Share of the postings we could read in full that name each skill: 153 for Data Scientist, 119 for Energy Trading Quant & Analyst.

Skills named in Data Scientist and Energy Trading Quant & Analyst postings.
Skill or toolData ScientistEnergy Trading Quant & Analyst
Python85%87%
Statistics68%59%
Machine learning67%27%
SQL54%38%
Energy trading / power marketsnot listed49%
Time-series modelling30%13%
Azure29%not listed
AWS24%not listed
Excelnot listed24%
Power BI24%14%
R22%14%
MLOps21%not listed
scikit-learn21%not listed
Databricks20%not listed
LLMs19%not listed
C++not listed18%
Git18%not listed
pandas18%10%
Mathematical optimisationnot listed15%
MATLABnot listed12%
Load, price or generation forecastingnot listed10%

Where the postings are

Countries of open Data Scientist and Energy Trading Quant & Analyst postings, as a share of each role's postings.
CountryData ScientistEnergy Trading Quant & Analyst
United States40%38%
United Kingdom5%19%
India15%not listed
Singaporenot listed8%
France5%not listed
Canada4%not listed
Denmarknot listed4%
Germanynot listed4%

How many postings state pay

  • Data Scientist: 52 of 119 postings whose pay we could read (44%)
  • Energy Trading Quant & Analyst: 27 of 91 postings whose pay we could read (30%)

Pay levels are not compared here: each role's figures come from different countries and currencies. They are on each role's own page. Pay disclosure tracks local pay-transparency law more closely than employer policy, so the two rates partly reflect where each role is advertised.

“Not listed” means the skill, credential or country is not among those shown on that role's own page, not that no posting names it. This compares what employers ask for in the two roles; it does not count how many people hold those skills or say that one role can do the other.

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