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Verified SciPy Skills
Every SciPy developer's skills are validated through actual GitHub repositories, not just resume claims.
- Real SciPy projects analyzed
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- Code quality signals included
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Quality Assurance
Every SciPy developer profile includes comprehensive quality metrics and verification.
- Public work you can inspect
- Recent activity signals
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Traditional Recruiting vs. RealGreatDevs for SciPy
Traditional Recruiting
The old way
- 15–25% placement fees
- Months to fill a role
- Resume claims, not proof
- Limited SciPy specialist reach
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Hiring in United States is as much a scheduling question as a sourcing one. At UTC-6, that means a short morning or evening overlap with Western Europe and near-complete overlap with the US West Coast. That decides whether you are hiring someone who joins your stand-up or someone who hands off to it.
Developers in United States cluster in Brazil, New York, Seattle and San Francisco. City counts cover every indexed developer there, not only the ones using SciPy, so treat them as where the country's engineering population sits rather than a count for this skill.
SciPy developers in United States most often pair it with Python (97.3%), Jupyter (91.9%) and JavaScript (81.1%).
Developer cities in United States
All indexed developers per city, across every skill.
- Brazil16,161
- New York13,990
- Seattle10,815
- San Francisco7,176
- Chicago6,497
- Austin5,899
- Poland4,776
- Italy4,710
- Atlanta4,497
- Boston4,399
Counts are developers in the indexed profile set.
Other skills hired in United States
Each links to the same country breakdown for that technology.
- JavaScript145,605
- Python129,510
- HTML128,822
- CSS76,824
- TypeScript72,669
- Java71,728
- C++55,760
- Jupyter49,978
- Bash / Shell49,148
- C44,464
- Ruby37,679
- PHP34,141
- C#33,597
- Go28,669
Counts are developers in the indexed profile set.
What SciPy developers in United States also use
Share of this group who also work with each technology.
- Python180 · 97.3%
- Jupyter170 · 91.9%
- JavaScript150 · 81.1%
- HTML140 · 75.7%
- NumPy140 · 75.7%
- pandas115 · 62.2%
- CSS105 · 56.8%
- Machine Learning105 · 56.8%
- Matplotlib90 · 48.6%
- Java85 · 45.9%
- scikit-learn85 · 45.9%
- Deep Learning75 · 40.5%
Counts are developers in the indexed profile set.
What SciPy developers in United States look like
Measured across the profiles in this group, not self-reported.
- Median public contributions, last 12 months
- 46
- Median public repositories
- 36
- Median followers
- 21
- Have a linked LinkedIn profile
- 62.2%
- Flagged as open to work on GitHub
- 37.8%
Years of experience
- 0–2 years5%
- 3–5 years16%
- 6–9 years41%
- 10+ years38%
Shares of the profiles in this group where experience could be derived.
Sample profiles from United States
Real indexed developers, reduced to ranges and derived labels so no individual is identifiable.
- Contributions / year
- 1,000–2,000
- Public repositories
- 75–100
- Followers
- 25–50
- Contributions / year
- 0–50
- Public repositories
- 20–35
- Followers
- 0–10
- Contributions / year
- 0–50
- Public repositories
- 20–35
- Followers
- 0–10
- Contributions / year
- 50–100
- Public repositories
- 5–10
- Followers
- 0–10
- Contributions / year
- 500–1,000
- Public repositories
- 35–50
- Followers
- 100–250
- Contributions / year
- 0–50
- Public repositories
- 35–50
- Followers
- 50–100
Figures are shown as ranges and identifying details are removed. Full profiles, including GitHub handles and contact details, are available to signed-in users.
Frequently asked questions
How many SciPy developers are there in United States?
172 developers based in United States show SciPy in their public GitHub work, which is 16.2% of all 1,063 SciPy developers in the index.
Which cities in United States have the most developers?
Brazil (16,161), New York (13,990), Seattle (10,815), San Francisco (7,176) and Chicago (6,497). These are counts of all indexed developers in each city.
Do working hours in United States overlap with my team?
At UTC-6, that means a short morning or evening overlap with Western Europe and near-complete overlap with the US West Coast.
How active are SciPy developers in United States?
The median developer in this group made 46 public contributions in the last year across 36 public repositories, with a median of 21 followers.
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