The table below looks at the statistics for NumPy skills in IT jobs advertised for the London region. Included is a guide to the salaries offered in IT jobs that have cited NumPy over the 3 months to 25 February 2017 with a comparison to the same period over the previous 2 years.

3 months to
25 Feb 2017
Same period 2016 Same period 2015
NumPy
England / London
Rank 485 546 625
Rank change year-on-year
+61 +79
Permanent jobs citing NumPy 81 100 25
As % of all permanent IT jobs located in London 0.25% 0.24% 0.060%
As % of the Libraries, Frameworks & Software Standards category 0.62% 0.62% 0.17%
Number of salaries quoted 69 90 24
Median salary £82,500 £70,000 £70,000
Median salary % change year-on-year
+17.85% -
90% offered a salary of more than £50,000 £45,000 £51,250
10% offered a salary of more than £112,500 £112,500 £115,000
UK excluding London median salary £25,000 £45,000 £51,250
% change year-on-year
-44.44% -12.19%

The following table is for comparison with the above and provides statistics for the entire Libraries, Frameworks & Software Standards category in permanent jobs advertised in the London region.

Libraries, Frameworks & Software Standards Category
London
Permanent IT job ads with a match in the
Libraries, Frameworks & Software Standards category
13110 16213 15094
As % of all permanent IT jobs located in London 39.80% 39.46% 36.14%
Number of salaries quoted 11391 14133 12876
Median salary £57,500 £55,000 £55,000
Median salary % change year-on-year
+4.54% -
90% offered a salary of more than £37,500 £37,500 £35,500
10% offered a salary of more than £80,000 £72,500 £77,500
UK excluding London median salary £42,500 £42,500 £40,000
% change year-on-year
- +6.25%

NumPy
Jobs Demand Trend in London

The demand trend of job ads across the London region citing NumPy as a proportion of all IT jobs with a match in the Libraries, Frameworks & Software Standards category.

NumPy Jobs Demand Trend in London

NumPy
Salary Trend in London

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

NumPy Salary Trend in London

NumPy
Salary Histogram in London

This chart provides a salary histogram for IT jobs citing NumPy across the London region over the 3 months to 25 February 2017.

NumPy Salary Histogram in London

NumPy
Job Locations in London

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing NumPy within the London region over the 3 months to 25 February 2017. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 3 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Last 3 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
City of London +51 12 £70,000 -6.66% 1
NumPy
England

NumPy
Top 30 Related IT Skills in London

For the 6 months to 25 February 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 London region with a requirement for NumPy.

1 155 (98.73%) Python
2 102 (64.97%) Pandas
3 88 (56.05%) Finance
4 78 (49.68%) Computer Science
5 72 (45.86%) SQL
6 71 (45.22%) C++
6 71 (45.22%) SciPy
7 66 (42.04%) Machine Learning
8 64 (40.76%) Degree
9 58 (36.94%) Mathematics
10 46 (29.30%) Linux
11 44 (28.03%) Agile Software Development
12 43 (27.39%) Algorithms
13 41 (26.11%) NoSQL
13 41 (26.11%) TDD
14 40 (25.48%) Hedge funds
15 35 (22.29%) MongoDB
15 35 (22.29%) R
15 35 (22.29%) Matplotlib
15 35 (22.29%) scikit-learn
15 35 (22.29%) Software Engineering
16 32 (20.38%) PhD
17 31 (19.75%) OO
18 28 (17.83%) Analytics
19 27 (17.20%) Windows
20 26 (16.56%) Git (software)
21 25 (15.92%) Continuous Integration
21 25 (15.92%) Statistics
22 24 (15.29%) Data Mining
22 24 (15.29%) Visualisation

NumPy
Top Related IT Skills in 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 18 (11.46%) IPython
2 15 (9.55%) Apache Spark
3 8 (5.10%) SAS
4 6 (3.82%) Apache
4 6 (3.82%) Tornado
5 3 (1.91%) Elasticsearch
6 2 (1.27%) Apache Airflow
6 2 (1.27%) Luigi
6 2 (1.27%) uWSGI
7 1 (0.64%) Jupyter
7 1 (0.64%) Zope
Applications
1 6 (3.82%) SPSS
2 5 (3.18%) GNU Octave
2 5 (3.18%) Stata
3 2 (1.27%) Weka
Business Applications
1 1 (0.64%) Front Arena
Cloud Services
1 18 (11.46%) GitHub
2 12 (7.64%) Amazon AWS
3 8 (5.10%) Google Cloud Platform
4 5 (3.18%) Cloud Computing
5 4 (2.55%) Amazon EC2
5 4 (2.55%) Amazon EMR
5 4 (2.55%) Amazon S3
6 3 (1.91%) AWS Data Pipeline
7 2 (1.27%) AWS Lambda
7 2 (1.27%) Microsoft Azure
8 1 (0.64%) Google Analytics
Communications & Networking
1 1 (0.64%) HTTP
Database & Business Intelligence
1 41 (26.11%) NoSQL
2 35 (22.29%) MongoDB
3 24 (15.29%) Data Mining
4 16 (10.19%) Hadoop
5 13 (8.28%) Big Data
6 10 (6.37%) Apache Hive
6 10 (6.37%) SQL Server
7 8 (5.10%) Relational Database
8 5 (3.18%) Apache Cassandra
8 5 (3.18%) MySQL
9 4 (2.55%) Amazon Redshift
9 4 (2.55%) KDB
9 4 (2.55%) PostgreSQL
10 3 (1.91%) Amazon RDS
10 3 (1.91%) Redis
11 2 (1.27%) GIS
11 2 (1.27%) HBase
11 2 (1.27%) Neo4j
11 2 (1.27%) Sqoop
12 1 (0.64%) Blockchain
Development Applications
1 26 (16.56%) Git (software)
2 15 (9.55%) Mercurial
3 6 (3.82%) Maven
4 4 (2.55%) Jenkins
4 4 (2.55%) MSBuild
4 4 (2.55%) TeamCity
5 3 (1.91%) Team Foundation Server
6 1 (0.64%) Subversion
General
1 88 (56.05%) Finance
2 6 (3.82%) Banking
2 6 (3.82%) Front Office
2 6 (3.82%) Games
3 4 (2.55%) Telecoms
4 3 (1.91%) Billing
4 3 (1.91%) Financial Institution
5 2 (1.27%) Marketing
6 1 (0.64%) Back Office
6 1 (0.64%) Music Industry
Job Titles
1 84 (53.50%) Developer
2 78 (49.68%) Python Developer
3 41 (26.11%) Data Scientist
4 31 (19.75%) C++ Developer
5 16 (10.19%) Quantitative Developer
6 11 (7.01%) C++ Quantitative Developer
7 8 (5.10%) Algorithmic Trading Developer
7 8 (5.10%) Software Engineer
8 7 (4.46%) C++ Developer - Algorithmic Trading
8 7 (4.46%) Data Engineer
9 6 (3.82%) Machine Learning Scientist
9 6 (3.82%) Senior Data Scientist
10 5 (3.18%) DevOps Engineer
10 5 (3.18%) Senior Developer
11 4 (2.55%) Junior
11 4 (2.55%) Senior C++ Developer
11 4 (2.55%) Senior C++ Quantitative Developer
11 4 (2.55%) Senior Quantitative Developer
11 4 (2.55%) Technical Leader
12 3 (1.91%) Linux Engineer
Libraries, Frameworks & Software Standards
1 102 (64.97%) Pandas
2 71 (45.22%) SciPy
3 35 (22.29%) Matplotlib
3 35 (22.29%) scikit-learn
4 23 (14.65%) Pyramid
5 21 (13.38%) D3.js
6 19 (12.10%) Boost C++ Libraries
6 19 (12.10%) STL
7 18 (11.46%) Django
8 17 (10.83%) Flask
9 16 (10.19%) Highcharts JS
10 15 (9.55%) OpenGL
11 10 (6.37%) AngularJS
11 10 (6.37%) Web Services
12 9 (5.73%) SQLAlchemy
13 8 (5.10%) Celery
13 8 (5.10%) scikit-cuda
14 5 (3.18%) Esper
14 5 (3.18%) MLlib
14 5 (3.18%) React
Miscellaneous
1 78 (49.68%) Computer Science
2 43 (27.39%) Algorithms
3 40 (25.48%) Hedge funds
4 23 (14.65%) Analytical Skills
5 19 (12.10%) Data Structures
6 16 (10.19%) Fintech
7 15 (9.55%) CUDA
8 8 (5.10%) Field-Programmable Gate Array
9 5 (3.18%) Client/Server
9 5 (3.18%) User Experience
10 3 (1.91%) Social Network
11 2 (1.27%) Clustering
11 2 (1.27%) EPoS
11 2 (1.27%) PMI
12 1 (0.64%) Biotechnology
12 1 (0.64%) Credit Risk
12 1 (0.64%) Derivative
12 1 (0.64%) Digital Media
12 1 (0.64%) Social Media
Operating Systems
1 46 (29.30%) Linux
2 27 (17.20%) Windows
3 18 (11.46%) Unix
4 1 (0.64%) CentOS
4 1 (0.64%) Debian
4 1 (0.64%) Red Hat Enterprise Linux
4 1 (0.64%) Ubuntu
Processes & Methodologies
1 66 (42.04%) Machine Learning
2 58 (36.94%) Mathematics
3 44 (28.03%) Agile Software Development
4 41 (26.11%) TDD
5 35 (22.29%) Software Engineering
6 31 (19.75%) OO
7 28 (17.83%) Analytics
8 25 (15.92%) Continuous Integration
8 25 (15.92%) Statistics
9 24 (15.29%) Low Latency
9 24 (15.29%) Visualisation
10 22 (14.01%) Unit Testing
10 22 (14.01%) Web Development
11 21 (13.38%) BDD
12 20 (12.74%) Physics
13 19 (12.10%) Multithreading
14 18 (11.46%) Refactoring
15 15 (9.55%) Risk Management
16 14 (8.92%) DevOps
16 14 (8.92%) Investment Management
Programming Languages
1 155 (98.73%) Python
2 72 (45.86%) SQL
3 71 (45.22%) C++
4 35 (22.29%) R
5 23 (14.65%) Java
6 19 (12.10%) JavaScript
7 16 (10.19%) C
8 14 (8.92%) Ruby
9 10 (6.37%) C#
10 9 (5.73%) Scala
11 8 (5.10%) MATLAB
12 5 (3.18%) Bash Shell
13 4 (2.55%) Cython
14 1 (0.64%) Erlang
14 1 (0.64%) ES6
14 1 (0.64%) Haskell
Qualifications
1 64 (40.76%) Degree
2 32 (20.38%) PhD
3 2 (1.27%) PMI Certification
Quality Assurance & Compliance
1 4 (2.55%) QA
2 1 (0.64%) Data Quality
System Software
1 9 (5.73%) Docker
2 2 (1.27%) Apache Flume
3 1 (0.64%) HDFS
Systems Management
1 6 (3.82%) Opscode Chef
2 3 (1.91%) Ansible
3 2 (1.27%) Puppet
4 1 (0.64%) Kibana
4 1 (0.64%) logstash
4 1 (0.64%) StatsD
Vendors
1 16 (10.19%) Oracle
2 9 (5.73%) Google
3 4 (2.55%) Rackspace
3 4 (2.55%) Tableau
3 4 (2.55%) VocaLink
4 3 (1.91%) Red Hat
4 3 (1.91%) Salesforce.com
5 2 (1.27%) Cloudera
5 2 (1.27%) Hortonworks
London
UBS
Posted: 15 hours ago
London
Durlston Partners
Salary: From £60,000 to £120,000 per annum + Bonus + Benefits
Posted: Yesterday
City, London
Client Server
Salary: £75k to £150k + bonus + benefits
Posted: 2 days ago
London
Client Server
Salary: £75,000 to £150,000 + bonus + benefits
Posted: 2 days ago
Central London / West End
Mayson Hunt
Salary: From £50,000 to £60,000 per annum
Posted: 3 days ago
Central London / West End
Mayson Hunt
Salary: From £60,000 to £70,000 per annum
Posted: 3 days ago
Central London / West End
Client Server
Salary: £30k to £40k + benefits
Posted: 4 days ago
London
G2 Recruitment Solutions
Salary: £NEG
Posted: 4 days ago
London
Oliver Bernard
Salary: £40000 - £60000 per annum + bonus
Posted: 5 days ago
London
Pioneer Search
Salary: £55000.00 - £70000.00 per annum
Posted: 5 days ago
London
CPS Group Limited
Salary: £45000 - £60000 per annum
Posted: 11 days ago
London
Adteq
Salary: From £50,000 to £65,000 per annum good salary, good benefits and bonus
Posted: 5 days ago
London
Hays London City Cheapside
Salary: £60000.00 - £70000.00 per annum
Posted: 24 days ago
London
Ascential Plc
Salary: Competitive
Posted: 12 days ago
London
Client Server
Salary: £110k to £150k + bonus + benefits
Posted: 22 days ago