Period
to 24 November 2017

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 6 months to 24 November 2017 with a comparison to the same period in the previous 2 years.

NumPy
UK > England
6 months to
24 Nov 2017
Same period 2016 Same period 2015
Rank 940 1067 1169
Rank change year-on-year +127 +102 +78
Permanent jobs citing NumPy 223 140 122
As % of all permanent IT jobs advertised in England 0.13% 0.078% 0.059%
As % of the Libraries, Frameworks & Software Standards category 0.33% 0.20% 0.16%
Number of salaries quoted 199 131 106
England median annual salary £60,000 £80,000 £70,000
Median salary % change year-on-year -25.00% +14.29% +7.69%
10th Percentile £38,750 £42,500 £31,625
90th Percentile £100,000 £131,250 £93,750
UK median annual salary £60,000 £80,000 £70,000
% change year-on-year -25.00% +14.29% +7.69%

NumPy is in the Software Libraries and Frameworks category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in England with a requirement for technical specification, industry standards, software libraries and framework skills.

All Software Libraries and Frameworks
England
Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 67849 69868 78664
As % of all permanent IT jobs advertised in England 40.20% 39.13% 38.23%
Number of salaries quoted 56867 61123 67881
England median annual salary £50,000 £47,500 £45,000
Median salary % change year-on-year +5.26% +5.56% -
10th Percentile £30,000 £28,750 £27,500
90th Percentile £77,500 £77,500 £75,000
UK median annual salary £50,000 £47,500 £45,000
% change year-on-year +5.26% +5.56% +2.27%

NumPy
Job Vacancy Trend in England

Job postings citing NumPy as a percentage of all IT jobs advertised in England.

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 6 months to 24 November 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 6 months to 24 November 2017. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
London +67 191 £67,500 -25.00% 17
South East +64 10 £45,000 +2.86% 6
North of England +16 9 £25,000 -47.37% 2
South West +27 8 £45,000 - 1
Yorkshire +28 6 £25,000 -54.55% 2
East of England - 5 £40,000 -
North West -17 3 £39,750 +37.07%
NumPy
UK

For the 6 months to 24 November 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.

1 219 (98.21%) Python
2 161 (72.20%) Pandas
3 122 (54.71%) SQL
4 105 (47.09%) Agile Software Development
5 88 (39.46%) SciPy
6 82 (36.77%) Computer Science
7 79 (35.43%) Big Data
8 76 (34.08%) Machine Learning
8 76 (34.08%) Mathematics
9 72 (32.29%) Java
10 65 (29.15%) Degree
11 59 (26.46%) Git (software)
11 59 (26.46%) Apache Spark
12 58 (26.01%) Linux
13 56 (25.11%) C++
13 56 (25.11%) Analytics
14 55 (24.66%) Finance
15 52 (23.32%) Flask
16 50 (22.42%) Algorithms
16 50 (22.42%) Hadoop
17 48 (21.52%) Software Engineering
18 47 (21.08%) MongoDB
19 46 (20.63%) scikit-learn
20 44 (19.73%) Relational Database
21 43 (19.28%) NoSQL
22 42 (18.83%) Statistics
23 41 (18.39%) Web Development
23 41 (18.39%) TDD
24 40 (17.94%) JavaScript
24 40 (17.94%) PhD

NumPy
Co-occurring 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 59 (26.46%) Apache Spark
2 22 (9.87%) Confluence
2 22 (9.87%) Elasticsearch
3 17 (7.62%) Apache
4 12 (5.38%) Apache Pig
5 10 (4.48%) SAS
6 9 (4.04%) IPython
7 6 (2.69%) Luigi
7 6 (2.69%) Tomcat
8 5 (2.24%) Apache Airflow
9 3 (1.35%) Jupyter
10 2 (0.90%) OpenStack
10 2 (0.90%) Oracle Workflow
11 1 (0.45%) Tornado
Applications
1 6 (2.69%) Chatbot
2 5 (2.24%) SPSS
3 4 (1.79%) CPLEX
3 4 (1.79%) Stata
4 3 (1.35%) GNU Octave
4 3 (1.35%) Weka
5 2 (0.90%) HipChat
6 1 (0.45%) LaTeX
6 1 (0.45%) Microsoft Excel
Cloud Services
1 27 (12.11%) Amazon AWS
2 5 (2.24%) Microsoft Azure
3 3 (1.35%) SaaS
4 2 (0.90%) Cloud Computing
5 1 (0.45%) Azure Data Factory
5 1 (0.45%) GitHub
5 1 (0.45%) Google Analytics
5 1 (0.45%) Google Cloud Platform
Communications & Networking
1 7 (3.14%) HTTP
Database & Business Intelligence
1 79 (35.43%) Big Data
2 50 (22.42%) Hadoop
3 47 (21.08%) MongoDB
4 44 (19.73%) Relational Database
5 43 (19.28%) NoSQL
6 25 (11.21%) RDBMS
7 24 (10.76%) Apache Hive
8 17 (7.62%) PostgreSQL
9 13 (5.83%) Amazon Redshift
9 13 (5.83%) Apache Cassandra
9 13 (5.83%) Data Warehouse
10 12 (5.38%) Redis
11 10 (4.48%) HBase
11 10 (4.48%) SQL Server
12 8 (3.59%) Flink
13 7 (3.14%) Data Mining
13 7 (3.14%) KDB
13 7 (3.14%) MySQL
13 7 (3.14%) Text Mining
14 5 (2.24%) Impala
Development Applications
1 59 (26.46%) Git (software)
2 37 (16.59%) JIRA
3 14 (6.28%) Mercurial
4 9 (4.04%) Jenkins
5 8 (3.59%) Maven
6 7 (3.14%) Atlassian Bamboo
7 6 (2.69%) Gradle
7 6 (2.69%) JUnit
7 6 (2.69%) Mockito
7 6 (2.69%) TestNG
8 4 (1.79%) Selenium
8 4 (1.79%) WebDriver
9 3 (1.35%) Subversion
10 2 (0.90%) Bitbucket
11 1 (0.45%) git-flow
11 1 (0.45%) gulp
11 1 (0.45%) Travis CI
General
1 55 (24.66%) Finance
2 22 (9.87%) Marketing
3 16 (7.17%) Advertising
4 9 (4.04%) Front Office
5 8 (3.59%) Banking
6 4 (1.79%) Retail
7 3 (1.35%) Investment Banking
8 2 (0.90%) Electronics
8 2 (0.90%) Games
8 2 (0.90%) Law
9 1 (0.45%) Back Office
9 1 (0.45%) Corporate Banking
9 1 (0.45%) Pharmaceutical
9 1 (0.45%) Publishing
9 1 (0.45%) Retail Banking
Job Titles
1 110 (49.33%) Developer
2 99 (44.39%) Python Developer
3 35 (15.70%) Data Scientist
4 20 (8.97%) Data Engineer
5 14 (6.28%) Junior
6 13 (5.83%) Senior Developer
6 13 (5.83%) Senior Python Developer
7 11 (4.93%) Junior Developer
8 9 (4.04%) Analyst
8 9 (4.04%) Data Manager
8 9 (4.04%) Machine Learning Engineer
9 8 (3.59%) Software Engineer
10 7 (3.14%) Graduate
10 7 (3.14%) Machine Learning Developer
10 7 (3.14%) Machine Learning Scientist
10 7 (3.14%) Software Developer
11 6 (2.69%) Architect
11 6 (2.69%) Big Data Architect
11 6 (2.69%) Data Architect
11 6 (2.69%) Java Engineer
Libraries, Frameworks & Software Standards
1 161 (72.20%) Pandas
2 88 (39.46%) SciPy
3 52 (23.32%) Flask
4 46 (20.63%) scikit-learn
5 23 (10.31%) TensorFlow
6 22 (9.87%) CSS
7 21 (9.42%) HTML
8 20 (8.97%) Matplotlib
9 19 (8.52%) Django
10 18 (8.07%) REST
11 17 (7.62%) D3.js
11 17 (7.62%) Web Services
12 16 (7.17%) Keras
12 16 (7.17%) Natural Language Processing
13 15 (6.73%) Highcharts JS
13 15 (6.73%) Kafka
13 15 (6.73%) Pyramid
14 12 (5.38%) AngularJS
15 11 (4.93%) PySpark
15 11 (4.93%) RESTful
Miscellaneous
1 82 (36.77%) Computer Science
2 50 (22.42%) Algorithms
3 29 (13.00%) Hedge funds
4 15 (6.73%) Data Structures
5 10 (4.48%) Analytical Skills
5 10 (4.48%) Greenfield Project
6 9 (4.04%) Fintech
7 8 (3.59%) Linux Command Line
8 7 (3.14%) Equities
9 6 (2.69%) Enterprise Software
9 6 (2.69%) Video\Live Streaming
10 5 (2.24%) Blog
11 4 (1.79%) Derivative
11 4 (1.79%) Equity Derivative
11 4 (1.79%) Equity Risk
11 4 (1.79%) Market Risk
12 3 (1.35%) Fixed Income
12 3 (1.35%) Life Science
12 3 (1.35%) Private Cloud
12 3 (1.35%) Social Media
Operating Systems
1 58 (26.01%) Linux
2 19 (8.52%) Windows
3 17 (7.62%) Unix
4 1 (0.45%) Android
Processes & Methodologies
1 105 (47.09%) Agile Software Development
2 76 (34.08%) Machine Learning
2 76 (34.08%) Mathematics
3 56 (25.11%) Analytics
4 48 (21.52%) Software Engineering
5 42 (18.83%) Statistics
6 41 (18.39%) TDD
6 41 (18.39%) Web Development
7 34 (15.25%) BDD
8 33 (14.80%) OO
9 29 (13.00%) API Design
10 27 (12.11%) Continuous Integration
10 27 (12.11%) Scrum
11 25 (11.21%) ETL
12 24 (10.76%) Artificial Intelligence
13 23 (10.31%) Statistical Analysis
14 22 (9.87%) API Development
15 21 (9.42%) Deep Learning
16 20 (8.97%) Pair Programming
16 20 (8.97%) Unit Testing
Programming Languages
1 219 (98.21%) Python
2 122 (54.71%) SQL
3 72 (32.29%) Java
4 56 (25.11%) C++
5 40 (17.94%) JavaScript
5 40 (17.94%) R
6 28 (12.56%) Scala
7 19 (8.52%) C#
7 19 (8.52%) MATLAB
8 9 (4.04%) C
9 3 (1.35%) Fortran
10 2 (0.90%) Perl
10 2 (0.90%) T-SQL
11 1 (0.45%) Bash Shell
11 1 (0.45%) HiveQL
11 1 (0.45%) Lua
11 1 (0.45%) Ruby
Qualifications
1 65 (29.15%) Degree
2 40 (17.94%) PhD
3 28 (12.56%) Computer Science Degree
4 16 (7.17%) Numerate Degree
5 10 (4.48%) Master's Degree
6 1 (0.45%) Postgraduate
Quality Assurance & Compliance
1 10 (4.48%) QA
System Software
1 21 (9.42%) Docker
2 8 (3.59%) Apache Flume
3 1 (0.45%) HDFS
Systems Management
1 8 (3.59%) Kibana
1 8 (3.59%) Kubernetes
2 6 (2.69%) Opscode Chef
3 4 (1.79%) Ansible
4 2 (0.90%) Grafana
4 2 (0.90%) Hadoop YARN
4 2 (0.90%) logstash
4 2 (0.90%) Prometheus
5 1 (0.45%) Marathon
5 1 (0.45%) Oozie
Vendors
1 24 (10.76%) Oracle
2 7 (3.14%) Google
2 7 (3.14%) Twitter
3 6 (2.69%) Tableau
4 4 (1.79%) Microsoft
5 3 (1.35%) Reuters
5 3 (1.35%) Sybase
6 2 (0.90%) Alteryx
6 2 (0.90%) Informatica
7 1 (0.45%) MapR
7 1 (0.45%) Salesforce.com