The following table provides summary statistics for permanent job vacancies advertised in the City of London with a requirement for NumPy skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited NumPy over the 3 months to 26 March 2017 with a comparison to the same period in the previous 2 years.

3 months to
26 Mar 2017
Same period 2016 Same period 2015
NumPy
London / City of London
Rank 219 257 308
Rank change year-on-year +38 +51  
Permanent jobs citing NumPy 7 16 7
As % of all permanent IT jobs advertised in the City of London 0.14% 0.23% 0.068%
As % of the Libraries, Frameworks & Software Standards category 0.37% 0.59% 0.21%
Number of salaries quoted 7 16 3
Median salary £70,000 £66,250 £60,000
Median salary % change year-on-year +5.66% +10.41%  
UK excluding London median salary £47,500 £45,000 -
% change year-on-year +5.55% -  

NumPy is in the industry standards, technical specifications and software library and framework skills category. The next table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in the City of London with a requirement for industry standards, technical specifications and software library and framework skills.

Software Library & Framework Skills
City of London
Permanent job vacancies with a requirement for industry standards, technical specifications and software library and framework skills 1867 2703 3341
As % of all permanent IT job vacancies advertised in the City of London 37.30% 38.09% 32.59%
Number of salaries quoted 1696 2392 2904
Median salary £60,000 £55,000 £55,000
Median salary % change year-on-year +9.09% -  
90% offered a salary of more than £40,000 £37,500 £37,500
10% offered a salary of more than £85,000 £72,500 £75,000
UK excluding London median salary £40,000 £42,500 £40,000
% change year-on-year -5.88% +6.25%  

NumPy
Job Vacancy Trend in the City of London

The job posting trend of jobs advertised in the City of London citing NumPy as a proportion of all permanent or contract IT jobs with a match in the Libraries, Frameworks & Software Standards category.

Job vacancy trend for NumPy in the City of London

NumPy
Salary Trend in the City of London

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing NumPy in the City of London.

Salary trend for NumPy in the City of London

NumPy
Salary Histogram in the City of London

The salary distribution of IT jobs citing NumPy in the City of London over the 3 months to 26 March 2017.

Salary histogram for NumPy in the City of London

NumPy
Top 30 Related IT Skills in the City of London

For the 6 months to 26 March 2017, IT jobs citing NumPy also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the City of London region with a requirement for NumPy.

1 31 (100.00%) Python
2 23 (74.19%) SciPy
3 22 (70.97%) Pandas
4 21 (67.74%) Degree
5 17 (54.84%) Finance
6 16 (51.61%) C++
7 11 (35.48%) Machine Learning
8 10 (32.26%) IPython
8 10 (32.26%) C
8 10 (32.26%) Computer Science
9 9 (29.03%) Multithreading
9 9 (29.03%) Unix
9 9 (29.03%) Algorithms
9 9 (29.03%) Multithreaded Programming
9 9 (29.03%) High Availability
10 8 (25.81%) Linux
10 8 (25.81%) SQL
11 7 (22.58%) STL
11 7 (22.58%) Boost C++ Libraries
11 7 (22.58%) Analytics
11 7 (22.58%) Low Latency
12 6 (19.35%) GitHub
12 6 (19.35%) Hedge funds
12 6 (19.35%) High-Frequency Trading
12 6 (19.35%) Django
13 5 (16.13%) Mathematics
13 5 (16.13%) C#
13 5 (16.13%) Data Modelling
13 5 (16.13%) Data Mining
13 5 (16.13%) R

NumPy
Top Related IT Skills in the City of London by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same job type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 10 (32.26%) IPython
2 2 (6.45%) SAS
3 1 (3.23%) Apache Spark
Applications
1 4 (12.90%) GNU Octave
Cloud Services
1 6 (19.35%) GitHub
2 2 (6.45%) Google Cloud Platform
Database & Business Intelligence
1 5 (16.13%) Data Mining
2 4 (12.90%) Big Data
2 4 (12.90%) NoSQL
2 4 (12.90%) Relational Database
3 3 (9.68%) Hadoop
4 2 (6.45%) MongoDB
4 2 (6.45%) SQL Server
5 1 (3.23%) Apache Cassandra
5 1 (3.23%) KDB
Development Applications
1 3 (9.68%) Team Foundation Server
2 2 (6.45%) Maven
General
1 17 (54.84%) Finance
2 4 (12.90%) Front Office
3 3 (9.68%) Financial Institution
4 1 (3.23%) Back Office
4 1 (3.23%) Games
Job Titles
1 19 (61.29%) Developer
2 18 (58.06%) Python Developer
3 5 (16.13%) Quantitative Developer
4 4 (12.90%) C++ Developer
4 4 (12.90%) Data Scientist
5 3 (9.68%) C++ Quantitative Developer
5 3 (9.68%) DevOps Engineer
5 3 (9.68%) Linux DevOps Engineer
5 3 (9.68%) Linux Engineer
5 3 (9.68%) Linux/Unix DevOps
6 1 (3.23%) Algorithmic Trading Developer
6 1 (3.23%) Architect
6 1 (3.23%) C# Developer
6 1 (3.23%) C++/C# Developer
6 1 (3.23%) Data Architect
6 1 (3.23%) Data Engineer
6 1 (3.23%) Senior Data Engineer
6 1 (3.23%) Systems Engineer
Libraries, Frameworks & Software Standards
1 23 (74.19%) SciPy
2 22 (70.97%) Pandas
3 7 (22.58%) Boost C++ Libraries
3 7 (22.58%) STL
4 6 (19.35%) Django
5 4 (12.90%) scikit-learn
6 3 (9.68%) Flask
6 3 (9.68%) Matplotlib
6 3 (9.68%) OpenGL
6 3 (9.68%) scikit-cuda
6 3 (9.68%) SQLAlchemy
7 2 (6.45%) Celery
7 2 (6.45%) REST
8 1 (3.23%) Akka
8 1 (3.23%) AngularJS
8 1 (3.23%) Esper
8 1 (3.23%) Pyramid
8 1 (3.23%) TensorFlow
Miscellaneous
1 10 (32.26%) Computer Science
2 9 (29.03%) Algorithms
3 6 (19.35%) Hedge funds
4 3 (9.68%) CUDA
4 3 (9.68%) Data Structures
4 3 (9.68%) Fintech
5 2 (6.45%) Clustering
5 2 (6.45%) PMI
5 2 (6.45%) User Experience
6 1 (3.23%) Credit Risk
Operating Systems
1 9 (29.03%) Unix
2 8 (25.81%) Linux
3 4 (12.90%) Windows
Processes & Methodologies
1 11 (35.48%) Machine Learning
2 9 (29.03%) High Availability
2 9 (29.03%) Multithreaded Programming
2 9 (29.03%) Multithreading
3 7 (22.58%) Analytics
3 7 (22.58%) Low Latency
4 6 (19.35%) High-Frequency Trading
5 5 (16.13%) Data Modelling
5 5 (16.13%) Mathematics
6 4 (12.90%) Data Analysis
6 4 (12.90%) DevOps
6 4 (12.90%) Visualisation
7 3 (9.68%) Agile Software Development
7 3 (9.68%) Continuous Integration
7 3 (9.68%) Investment Management
7 3 (9.68%) SDLC
7 3 (9.68%) Statistics
7 3 (9.68%) Systematic Trading
7 3 (9.68%) TDD
8 2 (6.45%) Physics
Programming Languages
1 31 (100.00%) Python
2 16 (51.61%) C++
3 10 (32.26%) C
4 8 (25.81%) SQL
5 5 (16.13%) C#
5 5 (16.13%) R
6 4 (12.90%) Bash Shell
7 3 (9.68%) Java
8 2 (6.45%) MATLAB
9 1 (3.23%) Scala
Qualifications
1 21 (67.74%) Degree
2 4 (12.90%) PhD
3 2 (6.45%) PMI Certification
System Software
1 2 (6.45%) Docker
Vendors
1 3 (9.68%) Red Hat
2 2 (6.45%) Cloudera
2 2 (6.45%) Google
2 2 (6.45%) Hortonworks
3 1 (3.23%) Oracle
City, London
TEKsystems
Salary: £60000 - £150000 per annum + bonus and pension
Posted: Yesterday
City, London
ANSON MCCADE
Salary: Up to £53,000, subsidised gym membership, Cycle2Work scheme, company h
Posted: 5 days ago