The table below looks at the statistics for NumPy skills in IT jobs advertised for the England region. Included is a guide to the salaries offered in IT jobs that have cited NumPy over the 3 months to 28 September 2016 with a comparison to the same period over the previous 2 years.

3 months to
28 Sep 2016
Same period 2015 Same period 2014
NumPy
Rank 815 886 928
Rank change year-on-year
+71 +42
Permanent jobs citing NumPy 67 45 30
As % of all permanent IT jobs located in England 0.075% 0.044% 0.028%
As % of the Libraries, Frameworks & Software Standards category 0.19% 0.12% 0.074%
Number of salaries quoted 65 40 29
Median salary £77,500 £80,000 £80,000
Median salary % change year-on-year
-3.12% -
UK excluding London median salary £47,500 £35,000 £47,500
% change year-on-year
+35.71% -26.31%
NumPy
UK

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 England region.

Libraries, Frameworks & Software Standards Category
England
Permanent IT job ads with a match in the
Libraries, Frameworks & Software Standards category
34759 38810 40428
As % of all permanent IT jobs located in England 38.80% 37.94% 38.30%
Number of salaries quoted 30248 33549 34278
Median salary £47,500 £45,000 £42,500
Median salary % change year-on-year
+5.55% +5.88%
90% offered a salary of more than £32,000 £30,000 £30,000
10% offered a salary of more than £70,000 £62,500 £67,500
UK excluding London median salary £42,000 £40,000 £40,000
% change year-on-year
+5.00% -

NumPy
Jobs Demand Trend in England

The demand trend of job ads across the England 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 England

NumPy
Salary Trend in England

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

NumPy Salary Trend in England

NumPy
Salary Histogram in England

This chart provides a salary histogram for IT jobs citing NumPy across the England region over the 3 months to 28 September 2016.

NumPy Salary Histogram in England

NumPy
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing NumPy within the England region over the 3 months to 28 September 2016. 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
(Click see detailed
statistics and trends)
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
London +77 61 £80,000 - 16
Yorkshire - 3 £55,000 -
North East - 3 £45,000 - 1
NumPy
UK

NumPy
Top 30 Related IT Skills in England

For the 6 months to 28 September 2016, 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 England region with a requirement for NumPy.

1 160 (96.39%) Python
2 88 (53.01%) Degree
3 85 (51.20%) Computer Science
4 81 (48.80%) Finance
4 81 (48.80%) SciPy
4 81 (48.80%) Pandas
5 77 (46.39%) C++
6 61 (36.75%) Machine Learning
7 52 (31.33%) Algorithms
8 50 (30.12%) Linux
9 48 (28.92%) PhD
10 44 (26.51%) Mathematics
10 44 (26.51%) R
11 41 (24.70%) Software Engineering
11 41 (24.70%) Statistics
12 40 (24.10%) Agile Software Development
13 39 (23.49%) Analytical Skills
14 35 (21.08%) TDD
15 33 (19.88%) Visualisation
16 32 (19.28%) Hedge funds
16 32 (19.28%) Low Latency
17 31 (18.67%) NoSQL
17 31 (18.67%) OO
18 30 (18.07%) Java
19 29 (17.47%) MongoDB
20 28 (16.87%) SQL
21 27 (16.27%) Data Analysis
21 27 (16.27%) scikit-learn
22 26 (15.66%) Git (software)
22 26 (15.66%) Physics

NumPy
Top Related IT Skills in England 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 12 (7.23%) IPython
2 10 (6.02%) Apache Spark
3 7 (4.22%) SAS
4 5 (3.01%) Apache Pig
5 4 (2.41%) Apache
6 2 (1.20%) Elasticsearch
6 2 (1.20%) Jupyter
7 1 (0.60%) Confluence
Applications
1 6 (3.61%) SPSS
2 3 (1.81%) Weka
3 2 (1.20%) Stata
4 1 (0.60%) Mathematica
Business Applications
1 1 (0.60%) Front Arena
Cloud Services
1 17 (10.24%) Amazon AWS
2 12 (7.23%) GitHub
3 9 (5.42%) Cloud Computing
4 8 (4.82%) Google Cloud Platform
5 6 (3.61%) Amazon EC2
5 6 (3.61%) Amazon S3
6 5 (3.01%) PaaS
7 4 (2.41%) Route 53
8 2 (1.20%) Amazon EMR
8 2 (1.20%) AWS Data Pipeline
Communications & Networking
1 3 (1.81%) HTTP
2 1 (0.60%) AMQP
2 1 (0.60%) Internet
2 1 (0.60%) IPv4
2 1 (0.60%) MQTT
2 1 (0.60%) Wi-Fi
Database & Business Intelligence
1 31 (18.67%) NoSQL
2 29 (17.47%) MongoDB
3 22 (13.25%) Big Data
4 20 (12.05%) Data Mining
4 20 (12.05%) Hadoop
5 16 (9.64%) PostgreSQL
6 11 (6.63%) MySQL
7 10 (6.02%) Apache Hive
7 10 (6.02%) KDB
8 9 (5.42%) SQL Server
9 6 (3.61%) Apache Cassandra
9 6 (3.61%) Relational Database
10 5 (3.01%) Data Warehouse
10 5 (3.01%) HBase
10 5 (3.01%) HDInsight
10 5 (3.01%) Impala
10 5 (3.01%) QlikView
11 4 (2.41%) Redis
12 2 (1.20%) Amazon RDS
12 2 (1.20%) Oracle Database
Development Applications
1 26 (15.66%) Git (software)
2 11 (6.63%) Maven
3 4 (2.41%) Jenkins
3 4 (2.41%) MSBuild
3 4 (2.41%) TeamCity
4 1 (0.60%) Bitbucket
4 1 (0.60%) Cucumber
4 1 (0.60%) JIRA
4 1 (0.60%) Selenium
4 1 (0.60%) WebDriver
General
1 81 (48.80%) Finance
2 19 (11.45%) Front Office
3 7 (4.22%) Marketing
4 4 (2.41%) Banking
5 2 (1.20%) Investment Banking
6 1 (0.60%) Billing
6 1 (0.60%) Financial Institution
6 1 (0.60%) Games
Job Titles
1 94 (56.63%) Developer
2 74 (44.58%) Python Developer
3 42 (25.30%) C++ Developer
4 29 (17.47%) Data Scientist
5 18 (10.84%) Quantitative Developer
6 13 (7.83%) C++ Quantitative Developer
7 12 (7.23%) Data Engineer
7 12 (7.23%) Machine Learning Scientist
8 11 (6.63%) Senior Developer
9 9 (5.42%) Senior Data Scientist
10 8 (4.82%) Junior
10 8 (4.82%) Software Engineer
11 7 (4.22%) Linux Developer
11 7 (4.22%) Programmer
11 7 (4.22%) Python Programmer
11 7 (4.22%) Senior Python Developer
12 6 (3.61%) Senior C++ Developer
12 6 (3.61%) Senior Software Engineer
13 5 (3.01%) C# Developer
13 5 (3.01%) Junior Developer
Libraries, Frameworks & Software Standards
1 81 (48.80%) Pandas
1 81 (48.80%) SciPy
2 27 (16.27%) scikit-learn
3 25 (15.06%) Web Services
4 21 (12.65%) Celery
4 21 (12.65%) Django
5 16 (9.64%) AngularJS
6 14 (8.43%) Boost C++ Libraries
6 14 (8.43%) Flask
6 14 (8.43%) STL
7 13 (7.83%) Theano
8 12 (7.23%) Matplotlib
8 12 (7.23%) SQLAlchemy
9 11 (6.63%) Esper
9 11 (6.63%) Pyramid
10 9 (5.42%) OpenCL
10 9 (5.42%) RESTful
10 9 (5.42%) TensorFlow
11 8 (4.82%) .NET
12 7 (4.22%) ASP.NET
Miscellaneous
1 85 (51.20%) Computer Science
2 52 (31.33%) Algorithms
3 44 (26.51%) Mathematics
4 41 (24.70%) Statistics
5 39 (23.49%) Analytical Skills
6 33 (19.88%) Visualisation
7 32 (19.28%) Hedge funds
8 26 (15.66%) Physics
9 21 (12.65%) Fintech
10 15 (9.04%) Neural Network
11 13 (7.83%) Artificial Intelligence
12 12 (7.23%) CUDA
13 7 (4.22%) Data Structures
13 7 (4.22%) Equities
14 6 (3.61%) Biology
14 6 (3.61%) Client/Server
15 5 (3.01%) Derivative
16 4 (2.41%) Foreign Exchange (FX)
17 3 (1.81%) Fixed Income
18 2 (1.20%) Biometrics
Operating Systems
1 50 (30.12%) Linux
2 16 (9.64%) Unix
3 2 (1.20%) Windows
4 1 (0.60%) Android
4 1 (0.60%) Apple iOS
Processes & Methodologies
1 61 (36.75%) Machine Learning
2 41 (24.70%) Software Engineering
3 40 (24.10%) Agile Software Development
4 35 (21.08%) TDD
5 32 (19.28%) Low Latency
6 31 (18.67%) OO
7 27 (16.27%) Data Analysis
8 24 (14.46%) Continuous Integration
8 24 (14.46%) Unit Testing
9 23 (13.86%) Analytics
10 19 (11.45%) DevOps
10 19 (11.45%) Multithreading
10 19 (11.45%) Performance Optimisation
10 19 (11.45%) Risk Management
11 18 (10.84%) Open Source
12 17 (10.24%) OOD
13 15 (9.04%) Deep Learning
14 13 (7.83%) Data Acquisition
14 13 (7.83%) Refactoring
15 12 (7.23%) Data Visualisation
Programming Languages
1 160 (96.39%) Python
2 77 (46.39%) C++
3 44 (26.51%) R
4 30 (18.07%) Java
5 28 (16.87%) SQL
6 21 (12.65%) C
6 21 (12.65%) MATLAB
7 19 (11.45%) Ruby
8 17 (10.24%) JavaScript
9 15 (9.04%) Cython
10 12 (7.23%) C#
11 7 (4.22%) Scala
12 3 (1.81%) PHP
13 2 (1.20%) Clojure
13 2 (1.20%) Haskell
14 1 (0.60%) Lua
Qualifications
1 88 (53.01%) Degree
2 48 (28.92%) PhD
3 1 (0.60%) PMI Certification
Quality Assurance & Compliance
1 6 (3.61%) ISO/IEC 27001
2 5 (3.01%) QA
System Software
1 9 (5.42%) HDFS
2 7 (4.22%) Docker
3 6 (3.61%) Apache Flume
Systems Management
1 7 (4.22%) Ansible
2 4 (2.41%) Opscode Chef
Vendors
1 13 (7.83%) Oracle
2 9 (5.42%) Google
3 8 (4.82%) Tableau
4 6 (3.61%) Cloudera
4 6 (3.61%) Hortonworks
5 5 (3.01%) MapR
6 4 (2.41%) Rackspace
7 1 (0.60%) Facebook
London
Burns Sheehan
Salary: £40000 - £60000 per annum + Stock options
Posted: 3 hours ago
City, London
TEKsystems
Salary: £50000 - £85000 per annum
Posted: 4 days ago
London
Miller Maxwell Ltd
Salary: From £45,000 to £65,000 per annum Dependent on Experience
Posted: Yesterday
City, London
TEKsystems
Salary: £60000 - £130000 per annum + bonus and pension
Posted: 4 days ago
Oxford, Oxfordshire
X4 Group
Salary: £50k - 70k per year
Posted: 4 days ago
City, London
Client Server
Salary: £75k to £150k + bonus + benefits
Posted: 5 days ago
Ascot, Berkshire
Stafford-Sharp Associates
Salary: £75000 per annum + Share options
Posted: Yesterday
London
Westbourne Partners
Salary: From £50,000 to £90,000 per annum Level of salary really dependent on
Posted: 4 days ago
London
Client Server
Salary: £75,000 to £150,000 + bonus + benefits
Posted: 5 days ago
London
Harvey Nash plc
Salary: £70000 - £80000 per annum
Posted: Yesterday
London
Hays London City Cheapside
Salary: £30000.00 - £60000.00 per annum
Posted: 9 days ago
City, London
Quant Capital
Salary: Up to £45,000 per annum + benefits
Posted: 5 days ago
London
TRG
Salary: 35000-40000 Per Annum
Posted: 7 days ago
Darlington
Computer Futures
Salary: competitive
Posted: 6 days ago
London
Client Server
Salary: £110k to £150k + bonus + benefits
Posted: 12 days ago
City of London
Deerfoot IT Resources Ltd
Salary: £40000 - £60000 per annum + excellent benefits
Posted: 22 days ago
City of London
Client Server
Salary: £110k to £150k + bonus + benefits
Posted: 19 days ago
London
Client Server
Salary: £110k to £150k + bonus + benefits
Posted: 26 days ago
Bristol
Recruitment Genius Ltd
Salary: £35000 - £40000 per annum
Posted: 27 days ago