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 24 August 2016 with a comparison to the same period over the previous 2 years.

3 months to
24 Aug 2016
Same period 2015 Same period 2014
NumPy
Rank 830 898 920
Rank change year-on-year
+68 +22
Permanent jobs citing NumPy 62 55 33
As % of all permanent IT jobs located in England 0.068% 0.054% 0.031%
As % of the Libraries, Frameworks & Software Standards category 0.17% 0.14% 0.078%
Number of salaries quoted 60 47 31
Median salary £80,000 £75,000 £70,000
Median salary % change year-on-year
+6.66% +7.14%
90% offered a salary of more than £49,500 £49,000 £52,500
10% offered a salary of more than £113,500 £88,500 £110,000
UK excluding London median salary £45,000 £35,000 £47,500
% change year-on-year
+28.57% -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
35736 38759 42085
As % of all permanent IT jobs located in England 38.97% 37.79% 38.98%
Number of salaries quoted 31431 33397 35734
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 £31,500 £30,000 £30,000
10% offered a salary of more than £70,000 £65,000 £67,500
UK excluding London median salary £40,500 £40,000 £40,000
% change year-on-year
+1.25% -

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 24 August 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 24 August 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 +42 55 £92,500 +23.33% 6
North East - 3 £45,000 -
Yorkshire - 2 £50,000 -
South East +26 1 £27,500 -42.10% 2
North West - 1 £29,000 -
NumPy
UK

NumPy
Top 30 Related IT Skills in England

For the 6 months to 24 August 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.

1 182 (95.29%) Python
2 107 (56.02%) Finance
3 105 (54.97%) Computer Science
4 100 (52.36%) Degree
5 95 (49.74%) C++
6 91 (47.64%) SciPy
7 85 (44.50%) Pandas
8 62 (32.46%) Mathematics
9 60 (31.41%) Algorithms
9 60 (31.41%) Machine Learning
10 57 (29.84%) PhD
11 54 (28.27%) R
12 52 (27.23%) Statistics
13 51 (26.70%) Linux
14 47 (24.61%) Software Engineering
14 47 (24.61%) Analytical Skills
15 41 (21.47%) TDD
16 40 (20.94%) Physics
17 39 (20.42%) Low Latency
18 37 (19.37%) Hedge funds
18 37 (19.37%) Agile Software Development
19 36 (18.85%) Java
20 34 (17.80%) Git (software)
21 33 (17.28%) OO
21 33 (17.28%) Data Analysis
22 32 (16.75%) NoSQL
23 30 (15.71%) Visualisation
23 30 (15.71%) SQL
24 29 (15.18%) MongoDB
25 28 (14.66%) Celery

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 8 (4.19%) IPython
2 7 (3.66%) Apache Spark
2 7 (3.66%) SAS
3 5 (2.62%) Apache Pig
4 4 (2.09%) Elasticsearch
5 2 (1.05%) Apache
5 2 (1.05%) Jupyter
6 1 (0.52%) Confluence
Applications
1 6 (3.14%) SPSS
2 4 (2.09%) Mathematica
2 4 (2.09%) MS Excel
2 4 (2.09%) Weka
Cloud Services
1 15 (7.85%) Amazon AWS
2 11 (5.76%) GitHub
3 9 (4.71%) Cloud Computing
4 6 (3.14%) Google Cloud Platform
5 5 (2.62%) PaaS
6 4 (2.09%) Amazon EC2
6 4 (2.09%) Amazon S3
6 4 (2.09%) Route 53
7 3 (1.57%) Heroku
Communications & Networking
1 5 (2.62%) HTTP
2 4 (2.09%) TCP/IP
3 1 (0.52%) AMQP
3 1 (0.52%) Internet
3 1 (0.52%) IPv4
3 1 (0.52%) MQTT
3 1 (0.52%) Wi-Fi
Database & Business Intelligence
1 32 (16.75%) NoSQL
2 29 (15.18%) MongoDB
3 25 (13.09%) PostgreSQL
4 20 (10.47%) Big Data
5 17 (8.90%) Data Mining
5 17 (8.90%) Hadoop
6 16 (8.38%) MySQL
6 16 (8.38%) SQL Server
7 10 (5.24%) KDB
8 8 (4.19%) Apache Cassandra
9 7 (3.66%) Apache Hive
9 7 (3.66%) Relational Database
10 5 (2.62%) Data Warehouse
10 5 (2.62%) HBase
10 5 (2.62%) HDInsight
10 5 (2.62%) Impala
10 5 (2.62%) QlikView
10 5 (2.62%) Redis
11 2 (1.05%) CouchDB
11 2 (1.05%) Oracle Database
Development Applications
1 34 (17.80%) Git (software)
2 11 (5.76%) Maven
3 4 (2.09%) GDB
3 4 (2.09%) Valgrind
4 1 (0.52%) Bitbucket
4 1 (0.52%) Cucumber
4 1 (0.52%) JIRA
4 1 (0.52%) Selenium
4 1 (0.52%) WebDriver
General
1 107 (56.02%) Finance
2 25 (13.09%) Front Office
3 8 (4.19%) Banking
4 5 (2.62%) Marketing
5 2 (1.05%) Investment Banking
6 1 (0.52%) Back Office
6 1 (0.52%) Billing
6 1 (0.52%) Financial Institution
6 1 (0.52%) Games
6 1 (0.52%) Telecoms
Job Titles
1 122 (63.87%) Developer
2 85 (44.50%) Python Developer
3 49 (25.65%) C++ Developer
4 28 (14.66%) Quantitative Developer
5 27 (14.14%) Data Scientist
6 13 (6.81%) C++ Quantitative Developer
6 13 (6.81%) Machine Learning Scientist
6 13 (6.81%) Senior Developer
7 10 (5.24%) Data Engineer
8 9 (4.71%) Junior
8 9 (4.71%) Linux Developer
8 9 (4.71%) Software Engineer
9 8 (4.19%) Programmer
9 8 (4.19%) Python Programmer
9 8 (4.19%) Senior Data Scientist
9 8 (4.19%) Software Developer
10 7 (3.66%) Algorithmic Trading Developer
10 7 (3.66%) C++ Developer - Algorithmic Trading
10 7 (3.66%) Senior C++ Developer
10 7 (3.66%) Senior Python Developer
Libraries, Frameworks & Software Standards
1 91 (47.64%) SciPy
2 85 (44.50%) Pandas
3 28 (14.66%) Celery
4 26 (13.61%) Web Services
5 22 (11.52%) Django
6 19 (9.95%) Matplotlib
7 18 (9.42%) SQLAlchemy
8 17 (8.90%) scikit-learn
9 16 (8.38%) RESTful
10 14 (7.33%) Flask
11 12 (6.28%) AngularJS
11 12 (6.28%) Boost C++ Libraries
11 12 (6.28%) STL
11 12 (6.28%) Theano
12 11 (5.76%) Esper
12 11 (5.76%) OpenCL
12 11 (5.76%) Pyramid
12 11 (5.76%) REST
12 11 (5.76%) TensorFlow
13 7 (3.66%) HTML
Miscellaneous
1 105 (54.97%) Computer Science
2 62 (32.46%) Mathematics
3 60 (31.41%) Algorithms
4 52 (27.23%) Statistics
5 47 (24.61%) Analytical Skills
6 40 (20.94%) Physics
7 37 (19.37%) Hedge funds
8 30 (15.71%) Visualisation
9 26 (13.61%) Fintech
10 15 (7.85%) Artificial Intelligence
10 15 (7.85%) Neural Network
11 11 (5.76%) CUDA
11 11 (5.76%) Equities
12 8 (4.19%) Derivative
13 7 (3.66%) Client/Server
13 7 (3.66%) Foreign Exchange (FX)
14 6 (3.14%) Biology
14 6 (3.14%) Fixed Income
15 4 (2.09%) Data Structures
15 4 (2.09%) Market Risk
Operating Systems
1 51 (26.70%) Linux
2 17 (8.90%) Unix
3 1 (0.52%) Android
3 1 (0.52%) Apple iOS
Processes & Methodologies
1 60 (31.41%) Machine Learning
2 47 (24.61%) Software Engineering
3 41 (21.47%) TDD
4 39 (20.42%) Low Latency
5 37 (19.37%) Agile Software Development
6 33 (17.28%) Data Analysis
6 33 (17.28%) OO
7 25 (13.09%) Unit Testing
8 24 (12.57%) Analytics
8 24 (12.57%) Continuous Integration
9 23 (12.04%) Performance Optimisation
9 23 (12.04%) Risk Management
10 22 (11.52%) OOD
11 20 (10.47%) Deep Learning
12 19 (9.95%) Multithreading
12 19 (9.95%) Open Source
13 17 (8.90%) DevOps
14 14 (7.33%) Algorithmic Trading
14 14 (7.33%) Refactoring
15 13 (6.81%) Data Acquisition
Programming Languages
1 182 (95.29%) Python
2 95 (49.74%) C++
3 54 (28.27%) R
4 36 (18.85%) Java
5 30 (15.71%) SQL
6 26 (13.61%) Ruby
7 23 (12.04%) MATLAB
8 21 (10.99%) C
8 21 (10.99%) Cython
9 18 (9.42%) JavaScript
10 13 (6.81%) C#
11 7 (3.66%) Scala
12 4 (2.09%) PHP
13 2 (1.05%) Clojure
13 2 (1.05%) Haskell
14 1 (0.52%) Lua
Qualifications
1 100 (52.36%) Degree
2 57 (29.84%) PhD
3 1 (0.52%) PMI Certification
Quality Assurance & Compliance
1 6 (3.14%) ISO/IEC 27001
2 5 (2.62%) QA
System Software
1 12 (6.28%) Docker
2 8 (4.19%) HDFS
3 5 (2.62%) Apache Flume
Systems Management
1 9 (4.71%) Ansible
Vendors
1 16 (8.38%) Oracle
2 10 (5.24%) Tableau
3 7 (3.66%) Google
4 6 (3.14%) Cloudera
4 6 (3.14%) Hortonworks
5 5 (2.62%) MapR
6 2 (1.05%) Facebook
City, London
Quant Capital
Salary: Up to £45,000 per annum + benefits
Posted: Yesterday
City, London
ISL
Salary: £60000 - £75000 per annum + equity
Posted: 2 days ago
London
Burns Sheehan
Salary: £40000 - £60000 per annum + Stock options
Posted: 5 days ago
London
Harrington Starr
Salary: £70000 - £85000 per annum + Benefits + Bonus
Posted: 5 days ago
London
Client Server
Salary: £75,000 to £150,000 + bonus + benefits
Posted: 13 days ago
Ascot, Berkshire
Stafford-Sharp Associates
Salary: £75000 per annum + Share options
Posted: 6 days ago
London
Client Server
Salary: £110k to £150k + bonus + benefits
Posted: 20 days ago