The following table provides summary statistics for permanent job vacancies advertised in England 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 27 March 2017 with a comparison to the same period in the previous 2 years.

3 months to
27 Mar 2017
Same period 2016 Same period 2015
NumPy
UK / England
Rank 759 817 889
Rank change year-on-year +58 +72  
Permanent jobs citing NumPy 84 115 42
As % of all permanent IT jobs advertised in England 0.11% 0.12% 0.042%
As % of the Libraries, Frameworks & Software Standards category 0.26% 0.31% 0.11%
Number of salaries quoted 75 113 33
Median salary £75,000 £65,000 £70,000
Median salary % change year-on-year +15.38% -7.14%  
90% offered a salary of more than £47,500 £45,000 £47,500
10% offered a salary of more than £109,000 £100,000 £115,000
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 England with a requirement for industry standards, technical specifications and software library and framework skills.

Software Library & Framework Skills
England
Permanent job vacancies with a requirement for industry standards, technical specifications and software library and framework skills 31967 37414 38219
As % of all permanent IT job vacancies advertised in England 40.23% 38.59% 37.81%
Number of salaries quoted 27513 32546 32751
Median salary £45,000 £45,000 £45,000
90% offered a salary of more than £31,500 £31,000 £30,000
10% offered a salary of more than £70,000 £65,000 £67,500
UK excluding London median salary £40,000 £42,500 £40,000
% change year-on-year -5.88% +6.25%  

NumPy
Job Vacancy Trend in England

The job posting trend of jobs advertised in England 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 England

NumPy
Salary Trend in England

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

Salary trend for NumPy in England

NumPy
Salary Histogram in England

The salary distribution of IT jobs citing NumPy in England over the 3 months to 27 March 2017.

Salary histogram for NumPy 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 27 March 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
London +48 77 £80,000 +18.51% 13
South West - 4 £47,500 - 1
East of England +29 2 £57,500 -
South East +66 1 £25,000 -13.04%
NumPy
UK

NumPy
Top 30 Related IT Skills in England

For the 6 months to 27 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 England region with a requirement for NumPy.

1 170 (97.70%) Python
2 106 (60.92%) Pandas
3 94 (54.02%) Finance
4 80 (45.98%) Computer Science
5 76 (43.68%) SQL
6 75 (43.10%) SciPy
7 72 (41.38%) C++
7 72 (41.38%) Degree
8 66 (37.93%) Machine Learning
9 59 (33.91%) Mathematics
10 50 (28.74%) Agile Software Development
11 49 (28.16%) Algorithms
12 44 (25.29%) Software Engineering
12 44 (25.29%) Linux
13 38 (21.84%) R
13 38 (21.84%) Hedge funds
14 37 (21.26%) Git (software)
14 37 (21.26%) TDD
15 36 (20.69%) NoSQL
16 35 (20.11%) Matplotlib
16 35 (20.11%) OO
17 32 (18.39%) scikit-learn
18 31 (17.82%) PhD
18 31 (17.82%) MongoDB
18 31 (17.82%) Analytics
19 29 (16.67%) Windows
19 29 (16.67%) Analytical Skills
20 27 (15.52%) Java
21 25 (14.37%) Statistics
22 24 (13.79%) Django

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 16 (9.20%) IPython
2 15 (8.62%) Apache Spark
3 9 (5.17%) Tornado
4 5 (2.87%) Elasticsearch
4 5 (2.87%) SAS
5 4 (2.30%) Apache
6 2 (1.15%) Apache Airflow
6 2 (1.15%) Luigi
6 2 (1.15%) uWSGI
7 1 (0.57%) Jupyter
7 1 (0.57%) Zope
Applications
1 7 (4.02%) GNU Octave
2 3 (1.72%) SPSS
2 3 (1.72%) Stata
3 2 (1.15%) MS Excel
3 2 (1.15%) Weka
Cloud Services
1 17 (9.77%) GitHub
2 9 (5.17%) Amazon AWS
3 8 (4.60%) Google Cloud Platform
4 7 (4.02%) Cloud Computing
5 5 (2.87%) SaaS
6 2 (1.15%) Amazon EC2
6 2 (1.15%) Amazon EMR
6 2 (1.15%) Amazon S3
6 2 (1.15%) AWS Lambda
6 2 (1.15%) Microsoft Azure
7 1 (0.57%) AWS Data Pipeline
7 1 (0.57%) Google Analytics
7 1 (0.57%) PaaS
7 1 (0.57%) Slack
Database & Business Intelligence
1 36 (20.69%) NoSQL
2 31 (17.82%) MongoDB
3 24 (13.79%) Data Mining
4 17 (9.77%) Hadoop
5 11 (6.32%) Big Data
5 11 (6.32%) Relational Database
6 10 (5.75%) Apache Hive
6 10 (5.75%) SQL Server
7 8 (4.60%) Apache Cassandra
8 5 (2.87%) MySQL
9 4 (2.30%) HBase
10 3 (1.72%) Redis
11 2 (1.15%) Amazon Redshift
11 2 (1.15%) GIS
11 2 (1.15%) KDB
11 2 (1.15%) Neo4j
12 1 (0.57%) Blockchain
12 1 (0.57%) Data Warehouse
12 1 (0.57%) HDInsight
12 1 (0.57%) PostgreSQL
Development Applications
1 37 (21.26%) Git (software)
2 15 (8.62%) Mercurial
3 8 (4.60%) Maven
4 6 (3.45%) Subversion
5 4 (2.30%) Ant
5 4 (2.30%) JUnit
6 3 (1.72%) Team Foundation Server
7 2 (1.15%) JIRA
7 2 (1.15%) Moq
7 2 (1.15%) MSTest
7 2 (1.15%) NUnit
7 2 (1.15%) Rhino Mocks
7 2 (1.15%) Selenium
7 2 (1.15%) WebDriver
8 1 (0.57%) Jenkins
8 1 (0.57%) PyUnit
General
1 94 (54.02%) Finance
2 9 (5.17%) Games
3 6 (3.45%) Banking
3 6 (3.45%) Billing
3 6 (3.45%) Front Office
4 4 (2.30%) Telecoms
5 3 (1.72%) Financial Institution
6 2 (1.15%) Back Office
7 1 (0.57%) Aerospace
7 1 (0.57%) Music Industry
Job Titles
1 94 (54.02%) Developer
2 82 (47.13%) Python Developer
3 43 (24.71%) Data Scientist
4 29 (16.67%) C++ Developer
5 13 (7.47%) Quantitative Developer
6 11 (6.32%) Algorithmic Trading Developer
7 9 (5.17%) Senior Developer
7 9 (5.17%) Software Engineer
8 8 (4.60%) C++ Developer - Algorithmic Trading
8 8 (4.60%) C++ Quantitative Developer
8 8 (4.60%) Junior
9 7 (4.02%) Data Engineer
9 7 (4.02%) Senior Data Scientist
10 6 (3.45%) Junior Developer
10 6 (3.45%) Junior Python Developer
10 6 (3.45%) Software Developer
11 5 (2.87%) C# Developer
11 5 (2.87%) DevOps Engineer
11 5 (2.87%) Machine Learning Scientist
12 4 (2.30%) Senior C++ Quantitative Developer
Libraries, Frameworks & Software Standards
1 106 (60.92%) Pandas
2 75 (43.10%) SciPy
3 35 (20.11%) Matplotlib
4 32 (18.39%) scikit-learn
5 24 (13.79%) D3.js
5 24 (13.79%) Django
6 21 (12.07%) Pyramid
7 18 (10.34%) Boost C++ Libraries
7 18 (10.34%) STL
8 17 (9.77%) Flask
9 16 (9.20%) Highcharts JS
10 14 (8.05%) OpenGL
11 12 (6.90%) Celery
12 11 (6.32%) REST
13 7 (4.02%) SQLAlchemy
14 6 (3.45%) Web Services
15 5 (2.87%) scikit-cuda
16 4 (2.30%) AngularJS
16 4 (2.30%) RabbitMQ
17 3 (1.72%) Esper
Miscellaneous
1 80 (45.98%) Computer Science
2 49 (28.16%) Algorithms
3 38 (21.84%) Hedge funds
4 29 (16.67%) Analytical Skills
5 19 (10.92%) Fintech
6 18 (10.34%) Data Structures
7 14 (8.05%) CUDA
8 10 (5.75%) Field-Programmable Gate Array
8 10 (5.75%) User Experience
9 6 (3.45%) Social Network
10 5 (2.87%) Client/Server
11 3 (1.72%) Derivative
12 2 (1.15%) Augmented Reality
12 2 (1.15%) Clustering
12 2 (1.15%) EPoS
12 2 (1.15%) PMI
13 1 (0.57%) Credit Risk
13 1 (0.57%) Digital Media
13 1 (0.57%) Fixed Income
13 1 (0.57%) Social Media
Operating Systems
1 44 (25.29%) Linux
2 29 (16.67%) Windows
3 18 (10.34%) Unix
4 1 (0.57%) CentOS
4 1 (0.57%) Debian
4 1 (0.57%) Red Hat Enterprise Linux
4 1 (0.57%) Ubuntu
Processes & Methodologies
1 66 (37.93%) Machine Learning
2 59 (33.91%) Mathematics
3 50 (28.74%) Agile Software Development
4 44 (25.29%) Software Engineering
5 37 (21.26%) TDD
6 35 (20.11%) OO
7 31 (17.82%) Analytics
8 25 (14.37%) Statistics
9 24 (13.79%) Visualisation
10 23 (13.22%) Low Latency
11 22 (12.64%) Multithreading
12 21 (12.07%) Continuous Integration
12 21 (12.07%) Unit Testing
12 21 (12.07%) Web Development
13 19 (10.92%) Physics
14 18 (10.34%) Data Analysis
14 18 (10.34%) Refactoring
15 17 (9.77%) BDD
15 17 (9.77%) Risk Management
16 16 (9.20%) Time Series Analysis
Programming Languages
1 170 (97.70%) Python
2 76 (43.68%) SQL
3 72 (41.38%) C++
4 38 (21.84%) R
5 27 (15.52%) Java
6 16 (9.20%) JavaScript
7 14 (8.05%) Ruby
8 13 (7.47%) C
8 13 (7.47%) C#
9 10 (5.75%) MATLAB
10 8 (4.60%) Bash Shell
11 6 (3.45%) Scala
12 2 (1.15%) Cython
13 1 (0.57%) Erlang
13 1 (0.57%) ES6
13 1 (0.57%) F#
13 1 (0.57%) Haskell
13 1 (0.57%) PHP
Qualifications
1 72 (41.38%) Degree
2 31 (17.82%) PhD
3 2 (1.15%) PMI Certification
4 1 (0.57%) CFA
Quality Assurance & Compliance
1 7 (4.02%) QA
2 2 (1.15%) SDET
3 1 (0.57%) Data Quality
System Software
1 10 (5.75%) Docker
2 1 (0.57%) Apache Flume
Systems Management
1 3 (1.72%) Opscode Chef
2 2 (1.15%) Ansible
2 2 (1.15%) Kibana
2 2 (1.15%) logstash
2 2 (1.15%) Puppet
3 1 (0.57%) StatsD
Vendors
1 18 (10.34%) Oracle
2 10 (5.75%) Google
3 4 (2.30%) Tableau
3 4 (2.30%) VocaLink
4 3 (1.72%) Red Hat
4 3 (1.72%) Salesforce.com
5 2 (1.15%) Bloomberg
5 2 (1.15%) Cloudera
5 2 (1.15%) Hortonworks
6 1 (0.57%) Facebook
6 1 (0.57%) Twitter
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