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Hiring in India is as much a scheduling question as a sourcing one. At UTC+5, that means several hours of overlap with Western Europe and little natural 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 India cluster in Pune, Bengaluru, Hyderabad and Mumbai. 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 India most often pair it with Python (100%), Jupyter (87.5%) and HTML (81.3%).
Developer cities in India
All indexed developers per city, across every skill.
- Pune11,006
- Bengaluru9,378
- Hyderabad8,854
- Mumbai8,296
- Chennai7,419
- New Delhi5,903
- Delhi4,997
- Kolkata4,354
- Bangalore4,094
- Noida3,179
Counts are developers in the indexed profile set.
Other skills hired in India
Each links to the same country breakdown for that technology.
- JavaScript80,584
- HTML77,176
- Python67,453
- CSS47,052
- TypeScript45,027
- Java44,054
- Jupyter37,174
- C++27,261
- C16,129
- PHP14,027
- Bash / Shell10,807
- React9,490
- Go8,391
- Dart8,336
Counts are developers in the indexed profile set.
What SciPy developers in India also use
Share of this group who also work with each technology.
- Python80 · 100%
- Jupyter70 · 87.5%
- HTML65 · 81.3%
- Machine Learning55 · 68.8%
- CSS50 · 62.5%
- JavaScript50 · 62.5%
- NumPy45 · 56.3%
- pandas45 · 56.3%
- Java40 · 50%
- NLP40 · 50%
- Data Science35 · 43.8%
- Streamlit35 · 43.8%
Counts are developers in the indexed profile set.
What SciPy developers in India look like
Measured across the profiles in this group, not self-reported.
- Median public contributions, last 12 months
- 44
- Median public repositories
- 31
- Median followers
- 10
- Have a linked LinkedIn profile
- 68.8%
- Flagged as open to work on GitHub
- 56.3%
Years of experience
- 0–2 years31%
- 3–5 years25%
- 6–9 years38%
- 10+ years6%
Shares of the profiles in this group where experience could be derived.
Sample profiles from India
Real indexed developers, reduced to ranges and derived labels so no individual is identifiable.
- Contributions / year
- 0–50
- Public repositories
- 20–35
- Followers
- 10–25
- Contributions / year
- 0–50
- Public repositories
- 75–100
- Followers
- 10–25
- Contributions / year
- 1,000–2,000
- Public repositories
- 35–50
- Followers
- 10–25
- Contributions / year
- 50–100
- Public repositories
- 20–35
- Followers
- 0–10
- Contributions / year
- 0–50
- Public repositories
- 50–75
- Followers
- 0–10
- Contributions / year
- 250–500
- Public repositories
- 20–35
- Followers
- 0–10
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 India?
95 developers based in India show SciPy in their public GitHub work, which is 8.9% of all 1,063 SciPy developers in the index.
Which cities in India have the most developers?
Pune (11,006), Bengaluru (9,378), Hyderabad (8,854), Mumbai (8,296) and Chennai (7,419). These are counts of all indexed developers in each city.
Do working hours in India overlap with my team?
At UTC+5, that means several hours of overlap with Western Europe and little natural overlap with the US West Coast.
How active are SciPy developers in India?
The median developer in this group made 44 public contributions in the last year across 31 public repositories, with a median of 10 followers.
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