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Hiring in Pakistan 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 Pakistan cluster in Lahore, Karachi, Islamabad and Karachi. City counts cover every indexed developer there, not only the ones using NumPy, so treat them as where the country's engineering population sits rather than a count for this skill.
NumPy developers in Pakistan most often pair it with Jupyter (100%), Python (100%) and HTML (94.4%).
Developer cities in Pakistan
All indexed developers per city, across every skill.
- Lahore3,532
- Karachi3,168
- Islamabad2,461
- Karachi467
- Faisalabad345
- Rawalpindi330
- Peshawar313
- Pakistan212
- Multan149
- Bahawalpur127
Counts are developers in the indexed profile set.
Other skills hired in Pakistan
Each links to the same country breakdown for that technology.
- JavaScript8,138
- HTML7,757
- Python5,767
- TypeScript5,059
- CSS4,873
- Jupyter3,228
- C++3,067
- Java2,702
- PHP1,955
- C#1,443
- Dart1,348
- C984
- React860
- Bash / Shell708
Counts are developers in the indexed profile set.
What NumPy developers in Pakistan also use
Share of this group who also work with each technology.
- Jupyter90 · 100%
- Python90 · 100%
- HTML85 · 94.4%
- pandas65 · 72.2%
- Deep Learning60 · 66.7%
- JavaScript60 · 66.7%
- Machine Learning60 · 66.7%
- TypeScript60 · 66.7%
- React50 · 55.6%
- CSS45 · 50%
- scikit-learn45 · 50%
- AI40 · 44.4%
Counts are developers in the indexed profile set.
What NumPy developers in Pakistan look like
Measured across the profiles in this group, not self-reported.
- Median public contributions, last 12 months
- 150
- Median public repositories
- 55
- Median followers
- 23
- Have a linked LinkedIn profile
- 88.9%
- Flagged as open to work on GitHub
- 61.1%
Years of experience
- 0–2 years33%
- 3–5 years33%
- 6–9 years33%
Shares of the profiles in this group where experience could be derived.
Sample profiles from Pakistan
Real indexed developers, reduced to ranges and derived labels so no individual is identifiable.
- Contributions / year
- 250–500
- Public repositories
- 75–100
- Followers
- 50–100
- Contributions / year
- 0–50
- Public repositories
- 50–75
- Followers
- 50–100
- Contributions / year
- 100–250
- Public repositories
- 75–100
- Followers
- 10–25
- Contributions / year
- 500–1,000
- Public repositories
- 35–50
- Followers
- 25–50
- Contributions / year
- 100–250
- Public repositories
- 35–50
- Followers
- 10–25
- Contributions / year
- 250–500
- Public repositories
- 35–50
- Followers
- 10–25
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 NumPy developers are there in Pakistan?
106 developers based in Pakistan show NumPy in their public GitHub work, which is 1.5% of all 7,139 NumPy developers in the index.
Which cities in Pakistan have the most developers?
Lahore (3,532), Karachi (3,168), Islamabad (2,461), Karachi (467) and Faisalabad (345). These are counts of all indexed developers in each city.
Do working hours in Pakistan 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 NumPy developers in Pakistan?
The median developer in this group made 150 public contributions in the last year across 55 public repositories, with a median of 23 followers.
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