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

3 months to
27 Aug 2016
Same period 2015 Same period 2014
NumPy
Rank 857 901 944
Rank change year-on-year
+44 +43
Permanent jobs citing NumPy 58 55 33
As % of all permanent IT jobs located in the UK 0.060% 0.050% 0.028%
As % of the Libraries, Frameworks & Software Standards category 0.16% 0.13% 0.073%
Number of salaries quoted 56 48 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 £47,500 £47,500 £52,500
10% offered a salary of more than £112,500 £88,250 £110,000
UK excluding London median salary £45,000 £35,000 £47,500
% change year-on-year
+28.57% -26.31%

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
37311 40924 44916
As % of all permanent IT jobs located in the UK 38.74% 37.48% 38.52%
Number of salaries quoted 32506 34933 37768
Median salary £46,500 £45,000 £42,500
Median salary % change year-on-year
+3.33% +5.88%
90% offered a salary of more than £31,500 £30,000 £30,000
10% offered a salary of more than £70,000 £64,000 £67,500
UK excluding London median salary £41,000 £40,000 £40,000
% change year-on-year
+2.50% -

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 27 August 2016 within the UK.

NumPy Salary Histogram in the UK

NumPy
Top 14 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 27 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
England +59 58 £80,000 +6.66% 8
London +40 51 £92,500 +23.33% 7
City of London +60 15 £80,000 +6.66% 3
Stockton-on-Tees - 3 £45,000 -
Durham - 3 £45,000 -
North East - 3 £45,000 -
Middlesbrough - 2 £50,000 -
North Yorkshire - 2 £50,000 -
Yorkshire - 2 £50,000 -
South East +14 1 £27,500 -42.10% 1
Fareham - 1 £27,500 -
North West - 1 £29,000 -
Manchester - 1 £29,000 -
Hampshire - 1 £27,500 -

NumPy
Top 30 Related IT Skills

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

1 179 (95.21%) Python
2 103 (54.79%) Finance
2 103 (54.79%) Computer Science
3 98 (52.13%) Degree
4 93 (49.47%) C++
5 90 (47.87%) SciPy
6 84 (44.68%) Pandas
7 62 (32.98%) Mathematics
8 60 (31.91%) Machine Learning
9 59 (31.38%) Algorithms
10 57 (30.32%) PhD
11 54 (28.72%) R
12 52 (27.66%) Statistics
13 50 (26.60%) Linux
14 45 (23.94%) Software Engineering
14 45 (23.94%) Analytical Skills
15 40 (21.28%) Physics
16 39 (20.74%) TDD
17 37 (19.68%) Agile Software Development
17 37 (19.68%) Low Latency
17 37 (19.68%) Hedge funds
18 36 (19.15%) Java
19 34 (18.09%) Git (software)
20 33 (17.55%) OO
20 33 (17.55%) Data Analysis
21 31 (16.49%) NoSQL
22 30 (15.96%) MongoDB
22 30 (15.96%) Visualisation
22 30 (15.96%) SQL
23 27 (14.36%) Celery

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 8 (4.26%) IPython
2 7 (3.72%) Apache Spark
2 7 (3.72%) SAS
3 5 (2.66%) Apache Pig
4 4 (2.13%) Elasticsearch
5 2 (1.06%) Apache
5 2 (1.06%) Jupyter
6 1 (0.53%) Confluence
Applications
1 6 (3.19%) SPSS
2 4 (2.13%) Mathematica
2 4 (2.13%) MS Excel
2 4 (2.13%) Weka
Cloud Services
1 15 (7.98%) Amazon AWS
2 11 (5.85%) GitHub
3 9 (4.79%) Cloud Computing
4 6 (3.19%) Google Cloud Platform
5 5 (2.66%) PaaS
6 4 (2.13%) Amazon EC2
6 4 (2.13%) Amazon S3
6 4 (2.13%) Route 53
7 3 (1.60%) Heroku
Communications & Networking
1 5 (2.66%) HTTP
2 4 (2.13%) TCP/IP
3 1 (0.53%) AMQP
3 1 (0.53%) Internet
3 1 (0.53%) IPv4
3 1 (0.53%) MQTT
3 1 (0.53%) Wi-Fi
Database & Business Intelligence
1 31 (16.49%) NoSQL
2 30 (15.96%) MongoDB
3 25 (13.30%) PostgreSQL
4 20 (10.64%) Big Data
5 18 (9.57%) Hadoop
6 17 (9.04%) Data Mining
6 17 (9.04%) MySQL
7 16 (8.51%) SQL Server
8 10 (5.32%) KDB
9 8 (4.26%) Apache Cassandra
10 7 (3.72%) Apache Hive
10 7 (3.72%) Relational Database
11 5 (2.66%) Data Warehouse
11 5 (2.66%) HBase
11 5 (2.66%) HDInsight
11 5 (2.66%) Impala
11 5 (2.66%) QlikView
11 5 (2.66%) Redis
12 2 (1.06%) CouchDB
12 2 (1.06%) Oracle Database
Development Applications
1 34 (18.09%) Git (software)
2 11 (5.85%) Maven
3 4 (2.13%) GDB
3 4 (2.13%) Valgrind
4 1 (0.53%) Bitbucket
4 1 (0.53%) Cucumber
4 1 (0.53%) JIRA
4 1 (0.53%) Selenium
4 1 (0.53%) WebDriver
General
1 103 (54.79%) Finance
2 24 (12.77%) Front Office
3 8 (4.26%) Banking
4 5 (2.66%) Marketing
5 2 (1.06%) Investment Banking
6 1 (0.53%) Back Office
6 1 (0.53%) Billing
6 1 (0.53%) Financial Institution
6 1 (0.53%) Games
6 1 (0.53%) Telecoms
Job Titles
1 119 (63.30%) Developer
2 82 (43.62%) Python Developer
3 47 (25.00%) C++ Developer
4 28 (14.89%) Data Scientist
4 28 (14.89%) Quantitative Developer
5 14 (7.45%) Machine Learning Scientist
6 13 (6.91%) C++ Quantitative Developer
6 13 (6.91%) Senior Developer
7 10 (5.32%) Data Engineer
8 9 (4.79%) Junior
8 9 (4.79%) Software Engineer
9 8 (4.26%) Linux Developer
9 8 (4.26%) Programmer
9 8 (4.26%) Python Programmer
9 8 (4.26%) Senior Data Scientist
9 8 (4.26%) Software Developer
10 7 (3.72%) Django Developer
10 7 (3.72%) Python/Django Developer
10 7 (3.72%) Senior C++ Developer
10 7 (3.72%) Senior Python Developer
Libraries, Frameworks & Software Standards
1 90 (47.87%) SciPy
2 84 (44.68%) Pandas
3 27 (14.36%) Celery
4 25 (13.30%) Web Services
5 22 (11.70%) Django
6 19 (10.11%) Matplotlib
7 18 (9.57%) scikit-learn
8 17 (9.04%) SQLAlchemy
9 15 (7.98%) RESTful
10 14 (7.45%) Flask
11 13 (6.91%) Theano
12 12 (6.38%) AngularJS
12 12 (6.38%) Boost C++ Libraries
12 12 (6.38%) STL
13 11 (5.85%) Esper
13 11 (5.85%) OpenCL
13 11 (5.85%) Pyramid
13 11 (5.85%) TensorFlow
14 10 (5.32%) REST
15 7 (3.72%) JSON
Miscellaneous
1 103 (54.79%) Computer Science
2 62 (32.98%) Mathematics
3 59 (31.38%) Algorithms
4 52 (27.66%) Statistics
5 45 (23.94%) Analytical Skills
6 40 (21.28%) Physics
7 37 (19.68%) Hedge funds
8 30 (15.96%) Visualisation
9 26 (13.83%) Fintech
10 15 (7.98%) Artificial Intelligence
10 15 (7.98%) Neural Network
11 11 (5.85%) CUDA
11 11 (5.85%) Equities
12 8 (4.26%) Derivative
13 7 (3.72%) Client/Server
13 7 (3.72%) Foreign Exchange (FX)
14 6 (3.19%) Biology
14 6 (3.19%) Fixed Income
15 4 (2.13%) Data Structures
15 4 (2.13%) Market Risk
Operating Systems
1 50 (26.60%) Linux
2 16 (8.51%) Unix
3 1 (0.53%) Android
3 1 (0.53%) Apple iOS
Processes & Methodologies
1 60 (31.91%) Machine Learning
2 45 (23.94%) Software Engineering
3 39 (20.74%) TDD
4 37 (19.68%) Agile Software Development
4 37 (19.68%) Low Latency
5 33 (17.55%) Data Analysis
5 33 (17.55%) OO
6 25 (13.30%) Unit Testing
7 24 (12.77%) Analytics
8 23 (12.23%) Continuous Integration
9 22 (11.70%) Performance Optimisation
9 22 (11.70%) Risk Management
10 21 (11.17%) Deep Learning
10 21 (11.17%) OOD
11 19 (10.11%) Open Source
12 18 (9.57%) Multithreading
13 17 (9.04%) DevOps
14 14 (7.45%) Refactoring
15 13 (6.91%) Algorithmic Trading
15 13 (6.91%) Data Acquisition
Programming Languages
1 179 (95.21%) Python
2 93 (49.47%) C++
3 54 (28.72%) R
4 36 (19.15%) Java
5 30 (15.96%) SQL
6 25 (13.30%) Ruby
7 24 (12.77%) MATLAB
8 21 (11.17%) C
9 20 (10.64%) Cython
10 18 (9.57%) JavaScript
11 13 (6.91%) C#
12 7 (3.72%) Scala
13 4 (2.13%) PHP
14 2 (1.06%) Clojure
14 2 (1.06%) Haskell
15 1 (0.53%) Lua
Qualifications
1 98 (52.13%) Degree
2 57 (30.32%) PhD
3 1 (0.53%) PMI Certification
Quality Assurance & Compliance
1 6 (3.19%) ISO/IEC 27001
2 5 (2.66%) QA
System Software
1 12 (6.38%) Docker
2 9 (4.79%) HDFS
3 5 (2.66%) Apache Flume
Systems Management
1 9 (4.79%) Ansible
Vendors
1 16 (8.51%) Oracle
2 10 (5.32%) Tableau
3 7 (3.72%) Google
4 6 (3.19%) Cloudera
4 6 (3.19%) Hortonworks
5 5 (2.66%) MapR
6 2 (1.06%) Facebook
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Salary: £50000 - £95000 per annum + Bonus
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