The table below looks at the statistics for NumPy skills in IT jobs advertised for the London 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 582 624 654
Rank change year-on-year
+42 +30
Permanent jobs citing NumPy 55 52 29
As % of all permanent IT jobs located in London 0.14% 0.12% 0.062%
As % of the Libraries, Frameworks & Software Standards category 0.35% 0.32% 0.16%
Number of salaries quoted 53 44 28
Median salary £92,500 £75,000 £70,000
Median salary % change year-on-year
+23.33% +7.14%
90% offered a salary of more than £60,000 £52,500 £60,000
10% offered a salary of more than £120,500 £89,250 £110,000
UK excluding London median salary £45,000 £35,000 £47,500
% change year-on-year
+28.57% -26.31%
NumPy
England

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 London region.

Libraries, Frameworks & Software Standards Category
London
Permanent IT job ads with a match in the
Libraries, Frameworks & Software Standards category
15907 16468 18117
As % of all permanent IT jobs located in London 40.46% 37.11% 38.64%
Number of salaries quoted 14054 14105 15507
Median salary £57,500 £55,000 £52,500
Median salary % change year-on-year
+4.54% +4.76%
90% offered a salary of more than £37,500 £35,000 £35,000
10% offered a salary of more than £80,000 £72,500 £77,500
UK excluding London median salary £40,500 £40,000 £40,000
% change year-on-year
+1.25% -

NumPy
Jobs Demand Trend in London

The demand trend of job ads across the London 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 London

NumPy
Salary Trend in London

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

NumPy Salary Trend in London

NumPy
Salary Histogram in London

This chart provides a salary histogram for IT jobs citing NumPy across the London region over the 3 months to 24 August 2016.

NumPy Salary Histogram in London

NumPy
Job Locations in London

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing NumPy within the London 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
City of London +62 15 £80,000 +6.66% 2
NumPy
England

NumPy
Top 30 Related IT Skills in London

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 London region with a requirement for NumPy.

1 159 (97.55%) Python
2 102 (62.58%) Finance
3 101 (61.96%) Computer Science
4 88 (53.99%) Degree
4 88 (53.99%) C++
5 81 (49.69%) SciPy
6 69 (42.33%) Pandas
7 59 (36.20%) Mathematics
8 52 (31.90%) PhD
9 50 (30.67%) Machine Learning
10 49 (30.06%) Algorithms
10 49 (30.06%) Statistics
11 43 (26.38%) R
12 42 (25.77%) Linux
13 41 (25.15%) Analytical Skills
14 39 (23.93%) Low Latency
15 37 (22.70%) Physics
16 36 (22.09%) TDD
17 35 (21.47%) Software Engineering
18 34 (20.86%) Hedge funds
19 26 (15.95%) Ruby
19 26 (15.95%) OO
19 26 (15.95%) NoSQL
20 25 (15.34%) Fintech
20 25 (15.34%) SQL
20 25 (15.34%) Front Office
21 23 (14.11%) Risk Management
21 23 (14.11%) Performance Optimisation
22 22 (13.50%) Celery
22 22 (13.50%) Visualisation

NumPy
Top Related IT Skills in London 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 (4.91%) IPython
2 7 (4.29%) SAS
3 3 (1.84%) Elasticsearch
4 2 (1.23%) Apache
4 2 (1.23%) Apache Spark
4 2 (1.23%) Jupyter
5 1 (0.61%) Confluence
Applications
1 6 (3.68%) SPSS
2 4 (2.45%) Mathematica
2 4 (2.45%) MS Excel
2 4 (2.45%) Weka
Cloud Services
1 15 (9.20%) Amazon AWS
2 11 (6.75%) GitHub
3 9 (5.52%) Cloud Computing
4 6 (3.68%) Google Cloud Platform
5 4 (2.45%) Amazon EC2
5 4 (2.45%) Amazon S3
5 4 (2.45%) Route 53
6 3 (1.84%) Heroku
Communications & Networking
1 5 (3.07%) HTTP
2 4 (2.45%) TCP/IP
3 1 (0.61%) AMQP
3 1 (0.61%) Internet
3 1 (0.61%) IPv4
3 1 (0.61%) MQTT
3 1 (0.61%) Wi-Fi
Database & Business Intelligence
1 26 (15.95%) NoSQL
2 21 (12.88%) PostgreSQL
3 20 (12.27%) MongoDB
4 16 (9.82%) Data Mining
4 16 (9.82%) MySQL
4 16 (9.82%) SQL Server
5 8 (4.91%) Big Data
6 7 (4.29%) Hadoop
6 7 (4.29%) KDB
6 7 (4.29%) Relational Database
7 5 (3.07%) Redis
8 3 (1.84%) Apache Cassandra
9 2 (1.23%) Apache Hive
9 2 (1.23%) CouchDB
9 2 (1.23%) Oracle Database
10 1 (0.61%) Amazon Redshift
Development Applications
1 21 (12.88%) Git (software)
2 8 (4.91%) Maven
3 4 (2.45%) GDB
3 4 (2.45%) Valgrind
4 1 (0.61%) Bitbucket
4 1 (0.61%) Cucumber
4 1 (0.61%) JIRA
4 1 (0.61%) Selenium
4 1 (0.61%) WebDriver
General
1 102 (62.58%) Finance
2 25 (15.34%) Front Office
3 7 (4.29%) Banking
4 4 (2.45%) Marketing
5 2 (1.23%) Investment Banking
6 1 (0.61%) Back Office
6 1 (0.61%) Financial Institution
6 1 (0.61%) Games
Job Titles
1 115 (70.55%) Developer
2 83 (50.92%) Python Developer
3 49 (30.06%) C++ Developer
4 28 (17.18%) Quantitative Developer
5 22 (13.50%) Data Scientist
6 13 (7.98%) C++ Quantitative Developer
6 13 (7.98%) Machine Learning Scientist
6 13 (7.98%) Senior Developer
7 9 (5.52%) Linux Developer
8 8 (4.91%) Programmer
8 8 (4.91%) Python Programmer
8 8 (4.91%) Senior Data Scientist
9 7 (4.29%) Algorithmic Trading Developer
9 7 (4.29%) C++ Developer - Algorithmic Trading
9 7 (4.29%) Django Developer
9 7 (4.29%) Python/Django Developer
9 7 (4.29%) Senior C++ Developer
9 7 (4.29%) Senior Python Developer
10 6 (3.68%) R Developer
10 6 (3.68%) Senior Quantitative Developer
Libraries, Frameworks & Software Standards
1 81 (49.69%) SciPy
2 69 (42.33%) Pandas
3 22 (13.50%) Celery
4 19 (11.66%) Matplotlib
4 19 (11.66%) Web Services
5 18 (11.04%) SQLAlchemy
6 17 (10.43%) scikit-learn
7 15 (9.20%) Django
7 15 (9.20%) RESTful
8 12 (7.36%) Boost C++ Libraries
8 12 (7.36%) STL
8 12 (7.36%) Theano
9 11 (6.75%) OpenCL
9 11 (6.75%) TensorFlow
10 10 (6.13%) Flask
11 9 (5.52%) AngularJS
11 9 (5.52%) REST
12 8 (4.91%) Esper
12 8 (4.91%) Pyramid
13 7 (4.29%) JSON
Miscellaneous
1 101 (61.96%) Computer Science
2 59 (36.20%) Mathematics
3 49 (30.06%) Algorithms
3 49 (30.06%) Statistics
4 41 (25.15%) Analytical Skills
5 37 (22.70%) Physics
6 34 (20.86%) Hedge funds
7 25 (15.34%) Fintech
8 22 (13.50%) Visualisation
9 15 (9.20%) Artificial Intelligence
9 15 (9.20%) Neural Network
10 11 (6.75%) CUDA
10 11 (6.75%) Equities
11 8 (4.91%) Derivative
12 7 (4.29%) Client/Server
12 7 (4.29%) Foreign Exchange (FX)
13 6 (3.68%) Fixed Income
14 4 (2.45%) Market Risk
15 3 (1.84%) Data Structures
16 2 (1.23%) Equity Derivative
Operating Systems
1 42 (25.77%) Linux
2 17 (10.43%) Unix
3 1 (0.61%) Android
3 1 (0.61%) Apple iOS
Processes & Methodologies
1 50 (30.67%) Machine Learning
2 39 (23.93%) Low Latency
3 36 (22.09%) TDD
4 35 (21.47%) Software Engineering
5 26 (15.95%) OO
6 23 (14.11%) Performance Optimisation
6 23 (14.11%) Risk Management
7 22 (13.50%) Agile Software Development
8 21 (12.88%) Continuous Integration
9 20 (12.27%) Analytics
9 20 (12.27%) Deep Learning
10 19 (11.66%) Multithreading
11 18 (11.04%) OOD
12 15 (9.20%) Data Analysis
12 15 (9.20%) Unit Testing
13 14 (8.59%) Algorithmic Trading
14 12 (7.36%) Open Source
15 11 (6.75%) DevOps
15 11 (6.75%) Refactoring
15 11 (6.75%) Systematic Trading
Programming Languages
1 159 (97.55%) Python
2 88 (53.99%) C++
3 43 (26.38%) R
4 26 (15.95%) Ruby
5 25 (15.34%) SQL
6 22 (13.50%) Java
7 21 (12.88%) Cython
8 18 (11.04%) C
9 12 (7.36%) MATLAB
10 9 (5.52%) C#
11 7 (4.29%) JavaScript
12 6 (3.68%) Scala
13 2 (1.23%) Clojure
13 2 (1.23%) Haskell
14 1 (0.61%) Lua
Qualifications
1 88 (53.99%) Degree
2 52 (31.90%) PhD
3 1 (0.61%) PMI Certification
Quality Assurance & Compliance
1 5 (3.07%) QA
System Software
1 12 (7.36%) Docker
2 3 (1.84%) HDFS
Systems Management
1 9 (5.52%) Ansible
Vendors
1 12 (7.36%) Oracle
2 7 (4.29%) Google
3 5 (3.07%) Tableau
4 2 (1.23%) Facebook
5 1 (0.61%) Cloudera
5 1 (0.61%) Hortonworks
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