The table below looks at the statistics for NumPy skills in IT jobs advertised across the UK. Included is a guide to the salaries offered in IT jobs that have cited NumPy over the 3 months to 24 February 2017 with a comparison to the same period over the previous 2 years.

3 months to
24 Feb 2017
Same period 2016 Same period 2015
NumPy
UK
Rank 761 833 926
Rank change year-on-year
+72 +93
Permanent jobs citing NumPy 96 113 27
As % of all permanent IT jobs located in the UK 0.11% 0.11% 0.025%
As % of the Libraries, Frameworks & Software Standards category 0.29% 0.29% 0.068%
Number of salaries quoted 81 101 26
Median salary £77,500 £62,500 £70,000
Median salary % change year-on-year
+24.00% -10.71%
90% offered a salary of more than £32,500 £40,000 £47,500
10% offered a salary of more than £110,000 £100,000 £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 across the UK.

Libraries, Frameworks & Software Standards Category
UK
Permanent IT job ads with a match in the
Libraries, Frameworks & Software Standards category
33171 39031 39969
As % of all permanent IT jobs located in the UK 39.38% 38.19% 37.42%
Number of salaries quoted 28481 33605 34253
Median salary £45,000 £45,000 £42,500
Median salary % change year-on-year
- +5.88%
90% offered a salary of more than £32,500 £31,500 £30,000
10% offered a salary of more than £70,000 £65,000 £67,500
UK excluding London median salary £42,500 £42,500 £40,000
% change year-on-year
- +6.25%

NumPy
Jobs Demand Trend

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

NumPy Jobs Demand Trend in the UK

NumPy
Salary Trend

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

NumPy Salary Trend in the UK

NumPy
Salary Histogram

This chart provides a salary histogram for IT jobs citing NumPy over the 3 months to 24 February 2017 within the UK.

NumPy Salary Histogram in the UK

NumPy
Top 16 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing NumPy within the UK over the 3 months to 24 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
England +79 94 £77,500 +24.00% 19
London +62 83 £82,500 +17.85% 17
City of London +41 12 £70,000 -6.66% 1
South East +45 4 £25,000 -60.00%
South West +5 4 £47,500 +48.43%
Bristol - 4 £47,500 -
Buckinghamshire - 4 £25,000 -
Milton Keynes - 4 £25,000 -
Yorkshire - 2 £25,000 -
West Yorkshire - 2 £25,000 -
Leeds - 2 £25,000 -
Glasgow - 2 - -
Scotland - 2 - -
East of England +19 1 £57,500 - 2
Cambridge +10 1 £57,500 - 2
Cambridgeshire +9 1 £57,500 - 2

NumPy
Top 30 Related IT Skills

For the 6 months to 24 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 with a requirement for NumPy.

1 173 (97.19%) Python
2 106 (59.55%) Pandas
3 94 (52.81%) Finance
4 85 (47.75%) Computer Science
5 80 (44.94%) Degree
6 78 (43.82%) SciPy
7 76 (42.70%) SQL
8 73 (41.01%) C++
9 69 (38.76%) Machine Learning
10 66 (37.08%) Mathematics
11 57 (32.02%) Agile Software Development
12 52 (29.21%) Linux
13 50 (28.09%) Algorithms
14 46 (25.84%) TDD
14 46 (25.84%) Software Engineering
15 44 (24.72%) NoSQL
16 40 (22.47%) Hedge funds
17 39 (21.91%) R
18 38 (21.35%) MongoDB
18 38 (21.35%) Analytics
19 36 (20.22%) OO
20 35 (19.66%) Matplotlib
20 35 (19.66%) Git (software)
20 35 (19.66%) scikit-learn
21 33 (18.54%) Windows
21 33 (18.54%) Java
22 32 (17.98%) PhD
23 30 (16.85%) Continuous Integration
24 29 (16.29%) Analytical Skills
25 28 (15.73%) Visualisation

NumPy
Top Related IT Skills 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 20 (11.24%) Apache Spark
2 18 (10.11%) IPython
3 8 (4.49%) SAS
4 6 (3.37%) Apache
4 6 (3.37%) Tornado
5 5 (2.81%) Apache Pig
6 3 (1.69%) Elasticsearch
7 2 (1.12%) Apache Airflow
7 2 (1.12%) Luigi
7 2 (1.12%) uWSGI
8 1 (0.56%) Jupyter
8 1 (0.56%) Zope
Applications
1 6 (3.37%) SPSS
2 5 (2.81%) GNU Octave
2 5 (2.81%) Stata
3 2 (1.12%) Weka
Business Applications
1 1 (0.56%) Front Arena
Cloud Services
1 18 (10.11%) GitHub
2 17 (9.55%) Amazon AWS
3 9 (5.06%) Amazon EC2
3 9 (5.06%) Amazon S3
3 9 (5.06%) Cloud Computing
4 8 (4.49%) Google Cloud Platform
5 7 (3.93%) Microsoft Azure
5 7 (3.93%) PaaS
6 5 (2.81%) Amazon CloudWatch
6 5 (2.81%) IaaS
7 4 (2.25%) Amazon EMR
7 4 (2.25%) SaaS
8 3 (1.69%) AWS Data Pipeline
9 2 (1.12%) AWS Lambda
10 1 (0.56%) Google Analytics
Communications & Networking
1 1 (0.56%) HTTP
Database & Business Intelligence
1 44 (24.72%) NoSQL
2 38 (21.35%) MongoDB
3 24 (13.48%) Data Mining
3 24 (13.48%) Hadoop
4 20 (11.24%) Big Data
5 15 (8.43%) Apache Hive
6 12 (6.74%) SQL Server
7 9 (5.06%) Relational Database
8 8 (4.49%) Apache Cassandra
9 7 (3.93%) MySQL
10 5 (2.81%) Flink
10 5 (2.81%) HBase
11 4 (2.25%) Amazon Redshift
11 4 (2.25%) KDB
11 4 (2.25%) PostgreSQL
12 3 (1.69%) Amazon RDS
12 3 (1.69%) Redis
13 2 (1.12%) Data Warehouse
13 2 (1.12%) Neo4j
13 2 (1.12%) Sqoop
Development Applications
1 35 (19.66%) Git (software)
2 15 (8.43%) Mercurial
3 10 (5.62%) Maven
4 9 (5.06%) Jenkins
5 6 (3.37%) Subversion
6 4 (2.25%) Ant
6 4 (2.25%) JUnit
6 4 (2.25%) MSBuild
6 4 (2.25%) TeamCity
7 3 (1.69%) Team Foundation Server
8 2 (1.12%) JIRA
8 2 (1.12%) Selenium
8 2 (1.12%) WebDriver
9 1 (0.56%) PyUnit
General
1 94 (52.81%) Finance
2 6 (3.37%) Banking
2 6 (3.37%) Front Office
2 6 (3.37%) Games
3 4 (2.25%) Telecoms
4 3 (1.69%) Billing
4 3 (1.69%) Financial Institution
5 2 (1.12%) Marketing
6 1 (0.56%) Aerospace
6 1 (0.56%) Back Office
6 1 (0.56%) Music Industry
Job Titles
1 92 (51.69%) Developer
2 82 (46.07%) Python Developer
3 43 (24.16%) Data Scientist
4 31 (17.42%) C++ Developer
5 16 (8.99%) Quantitative Developer
6 11 (6.18%) C++ Quantitative Developer
7 9 (5.06%) Software Engineer
8 8 (4.49%) Algorithmic Trading Developer
8 8 (4.49%) Junior
9 7 (3.93%) C++ Developer - Algorithmic Trading
9 7 (3.93%) Data Engineer
10 6 (3.37%) Junior Developer
10 6 (3.37%) Junior Python Developer
10 6 (3.37%) Machine Learning Scientist
10 6 (3.37%) Senior Data Scientist
10 6 (3.37%) Software Developer
11 5 (2.81%) DevOps Engineer
11 5 (2.81%) Senior Developer
12 4 (2.25%) Java Software Developer
12 4 (2.25%) Senior Quantitative Developer
Libraries, Frameworks & Software Standards
1 106 (59.55%) Pandas
2 78 (43.82%) SciPy
3 35 (19.66%) Matplotlib
3 35 (19.66%) scikit-learn
4 23 (12.92%) Pyramid
5 22 (12.36%) Django
6 21 (11.80%) D3.js
7 19 (10.67%) Boost C++ Libraries
7 19 (10.67%) STL
8 17 (9.55%) Flask
9 16 (8.99%) Highcharts JS
10 15 (8.43%) OpenGL
11 13 (7.30%) REST
12 12 (6.74%) Celery
13 10 (5.62%) AngularJS
13 10 (5.62%) Web Services
14 9 (5.06%) SQLAlchemy
15 8 (4.49%) scikit-cuda
16 7 (3.93%) Kafka
17 6 (3.37%) Elastic Stack
Miscellaneous
1 85 (47.75%) Computer Science
2 50 (28.09%) Algorithms
3 40 (22.47%) Hedge funds
4 29 (16.29%) Analytical Skills
5 19 (10.67%) Data Structures
6 16 (8.99%) Fintech
7 15 (8.43%) CUDA
8 8 (4.49%) Field-Programmable Gate Array
9 5 (2.81%) Client/Server
9 5 (2.81%) Hybrid Cloud
9 5 (2.81%) User Experience
10 4 (2.25%) Public Cloud
11 3 (1.69%) Social Network
12 2 (1.12%) Clustering
12 2 (1.12%) EPoS
12 2 (1.12%) PMI
13 1 (0.56%) Biotechnology
13 1 (0.56%) Credit Risk
13 1 (0.56%) Derivative
13 1 (0.56%) Social Media
Operating Systems
1 52 (29.21%) Linux
2 33 (18.54%) Windows
3 24 (13.48%) Unix
4 1 (0.56%) CentOS
4 1 (0.56%) Debian
4 1 (0.56%) Red Hat Enterprise Linux
4 1 (0.56%) Ubuntu
Processes & Methodologies
1 69 (38.76%) Machine Learning
2 66 (37.08%) Mathematics
3 57 (32.02%) Agile Software Development
4 46 (25.84%) Software Engineering
4 46 (25.84%) TDD
5 38 (21.35%) Analytics
6 36 (20.22%) OO
7 30 (16.85%) Continuous Integration
8 28 (15.73%) Visualisation
9 25 (14.04%) Statistics
10 24 (13.48%) Low Latency
11 23 (12.92%) Multithreading
12 22 (12.36%) Unit Testing
12 22 (12.36%) Web Development
13 21 (11.80%) BDD
14 20 (11.24%) Physics
15 18 (10.11%) Refactoring
16 15 (8.43%) Data Analysis
16 15 (8.43%) Investment Management
16 15 (8.43%) Risk Management
Programming Languages
1 173 (97.19%) Python
2 76 (42.70%) SQL
3 73 (41.01%) C++
4 39 (21.91%) R
5 33 (18.54%) Java
6 19 (10.67%) JavaScript
6 19 (10.67%) Ruby
7 16 (8.99%) C
8 12 (6.74%) MATLAB
9 10 (5.62%) C#
10 9 (5.06%) Scala
11 6 (3.37%) Bash Shell
12 5 (2.81%) Perl
13 4 (2.25%) Cython
14 1 (0.56%) Erlang
14 1 (0.56%) ES6
14 1 (0.56%) Haskell
Qualifications
1 80 (44.94%) Degree
2 32 (17.98%) PhD
3 2 (1.12%) PMI Certification
Quality Assurance & Compliance
1 6 (3.37%) QA
2 2 (1.12%) SDET
3 1 (0.56%) Data Quality
System Software
1 14 (7.87%) Docker
2 7 (3.93%) Apache Flume
3 1 (0.56%) HDFS
Systems Management
1 6 (3.37%) Opscode Chef
2 5 (2.81%) Docker Swarm
2 5 (2.81%) Kubernetes
2 5 (2.81%) Mesos
3 3 (1.69%) Ansible
4 2 (1.12%) Puppet
5 1 (0.56%) Kibana
5 1 (0.56%) logstash
5 1 (0.56%) StatsD
Vendors
1 18 (10.11%) Oracle
2 9 (5.06%) Google
3 5 (2.81%) Splunk
4 4 (2.25%) Rackspace
4 4 (2.25%) Tableau
4 4 (2.25%) VocaLink
5 3 (1.69%) Red Hat
5 3 (1.69%) Salesforce.com
6 2 (1.12%) Cloudera
6 2 (1.12%) Hortonworks
London
Durlston Partners
Salary: From £60,000 to £120,000 per annum + Bonus + Benefits
Posted: 14 hours ago
City, London
Client Server
Salary: £75k to £150k + bonus + benefits
Posted: Yesterday
London
Client Server
Salary: £75,000 to £150,000 + bonus + benefits
Posted: Yesterday
Central London / West End
Mayson Hunt
Salary: From £50,000 to £60,000 per annum
Posted: 2 days ago
Cambridge, Cambridgeshire
ECM Selection
Salary: to £competitive + benefits
Posted: 2 days ago
Central London / West End
Mayson Hunt
Salary: From £60,000 to £70,000 per annum
Posted: 2 days ago
Central London / West End
Client Server
Salary: £30k to £40k + benefits
Posted: 3 days ago
London
G2 Recruitment Solutions
Salary: £NEG
Posted: 3 days ago
London
Oliver Bernard
Salary: £40000 - £60000 per annum + bonus
Posted: 4 days ago
Cambridge, Cambridgeshire
Stott & May
Salary: £50000 - £65000 per annum + stock options
Posted: 4 days ago
London
Pioneer Search
Salary: £55000.00 - £70000.00 per annum
Posted: 4 days ago
London
Harrington Starr
Salary: £75000 - £90000 per annum + Options + Benefits
Posted: 6 days ago
London
CPS Group Limited
Salary: £45000 - £60000 per annum
Posted: 10 days ago
London
Adteq
Salary: From £50,000 to £65,000 per annum good salary, good benefits and bonus
Posted: 4 days ago
London
Hays London City Cheapside
Salary: £60000.00 - £70000.00 per annum
Posted: 23 days ago
London
Ascential Plc
Salary: Competitive
Posted: 11 days ago
London
Client Server
Salary: £110k to £150k + bonus + benefits
Posted: 21 days ago