Technology skill
Pandas/NumPy jobs
Python's data-analysis stack: NumPy for fast arrays, pandas for tables. The working vocabulary of data analysis in Python, assumed wherever Python data work is done. Below: the 8 occupations it unlocks on this board, live counts included, and the skills that show up beside it in real postings.
What Pandas/NumPy unlocks
Occupations whose postings name this skill, from the adjacency data the instrument runs on. Counts are live board inventory, refreshed nightly.
| Occupation | Live roles | More |
|---|---|---|
| Data Engineer | 600 | salary |
| Software Engineer | 600 | salary |
| Solutions Architect | 600 | salary |
| Research Scientist | 508 | salary |
| Data Scientist | 458 | salary |
| Data Analyst | 429 | salary |
| AI Engineer | 348 | salary |
| Machine Learning Engineer | 274 | salary |
Named beside it
Co-occurrence measured over 28,628 postings: how often each skill appears in the same posting as Pandas/NumPy.
Quick answers
What is Pandas/NumPy?
Python's data-analysis stack: NumPy for fast arrays, pandas for tables. The working vocabulary of data analysis in Python, assumed wherever Python data work is done. On this board it is a technology skill, extracted from posting text by the nightly scrape. Every skill, defined: the glossary.
How many jobs ask for Pandas/NumPy?
Pandas/NumPy unlocks 8 occupations on this board, with 3,817 live roles across them right now. The largest is Data Engineer (600 open).
What skills pair with Pandas/NumPy?
Measured over 28,628 postings, the skills most often named beside Pandas/NumPy are dbt (together in 17), Power BI (together in 13), Deep Learning (together in 21).
Skills are extracted from posting text by the nightly scrape and mapped to occupations through the same lexicon the career instrument uses. A skill page exists only while enough live roles are reachable through it; counts are inventory, never padding.