Period
to 15 October 2019

The table below looks at the prevalence of the term CUDA in permanent job vacancies. Included is a benchmarking guide to the salaries offered in vacancies that have cited CUDA over the 6 months to 15 October 2019 with a comparison to the same period over the previous 2 years.

NVIDIA CUDA
UK
6 months to
15 Oct 2019
Same period 2018 Same period 2017
Rank 983 1054 1140
Rank change year-on-year +71 +86 -5
Permanent jobs citing CUDA 88 112 52
As % of all permanent IT jobs advertised in the UK 0.064% 0.068% 0.030%
As % of the Miscellaneous category 0.16% 0.17% 0.074%
Number of salaries quoted 69 81 41
UK median annual salary £50,000 £55,000 £55,000
Median salary % change year-on-year -9.09% - +22.22%
10th Percentile £36,250 £42,500 £41,250
90th Percentile £82,500 £90,000 £100,000
UK excluding London median annual salary £45,000 £52,500 £47,500
% change year-on-year -14.29% +10.53% +18.75%

CUDA is in the Generic IT Skills category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies with a requirement for generic IT skills.

All Generic IT Skills
UK
Permanent vacancies with a requirement for generic IT skills 53,438 65,101 70,209
As % of all permanent IT jobs advertised in the UK 38.86% 39.55% 40.39%
Number of salaries quoted 40,295 49,898 52,158
UK median annual salary £52,500 £52,500 £50,000
Median salary % change year-on-year - +5.00% -
10th Percentile £29,500 £28,750 £27,500
90th Percentile £90,000 £85,000 £82,500
UK excluding London median annual salary £45,000 £45,000 £42,500
% change year-on-year - +5.88% -

CUDA
Job Vacancy Trend

Job postings citing CUDA as a percentage of all IT jobs advertised.

Job vacancy trend for CUDA in the UK

CUDA
Salary Trend

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

Salary trend for CUDA in the UK

CUDA
Salary Histogram

The salary distribution of IT jobs citing CUDA over the 6 months to 15 October 2019.

Salary histogram for CUDA in the UK

CUDA
Top 14 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing CUDA within the UK over the 6 months to 15 October 2019. 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
England +90 83 £50,000 -9.09% 23
UK excluding London +37 52 £45,000 -14.29% 21
London +101 32 £75,000 +33.33% 10
South East +29 29 £45,000 -18.18% 7
South West +8 9 £49,000 -2.00% 4
Midlands +48 8 £43,500 +24.29%
West Midlands +35 5 £35,250 +0.71%
North of England +11 4 £57,500 +35.29% 2
East Midlands - 3 £72,500 -
North West +31 2 - - 1
East of England +62 1 £62,500 -
North East +17 1 £42,500 -10.53%
Yorkshire - 1 £72,500 - 1
Scotland - 1 £45,000 - 3

For the 6 months to 15 October 2019, IT jobs citing CUDA also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads with a requirement for CUDA.

1 73 (82.95%) C++
2 62 (70.45%) Software Engineering
3 43 (48.86%) Algorithms
4 42 (47.73%) Python
5 39 (44.32%) Mathematics
5 39 (44.32%) Computer Vision
6 37 (42.05%) Analytics
7 34 (38.64%) Machine Learning
8 32 (36.36%) Agile Software Development
9 31 (35.23%) Computer Science
9 31 (35.23%) Data Analytics
10 30 (34.09%) Degree
11 29 (32.95%) MATLAB
11 29 (32.95%) OO
11 29 (32.95%) TensorFlow
12 26 (29.55%) OOD
13 25 (28.41%) C
13 25 (28.41%) Image Processing
14 24 (27.27%) Parallel Programming
15 23 (26.14%) Deep Learning
16 22 (25.00%) Artificial Intelligence
16 22 (25.00%) Field-Programmable Gate Array
16 22 (25.00%) OpenMP
16 22 (25.00%) C#
17 21 (23.86%) Linux
18 20 (22.73%) OpenCL
18 20 (22.73%) Problem-Solving
19 18 (20.45%) Finance
19 18 (20.45%) Visualisation
20 17 (19.32%) Computer Science Degree

CUDA
Co-occurring 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 15 (17.05%) Apache Spark
2 14 (15.91%) Apache
3 1 (1.14%) DNN
Applications
1 9 (10.23%) Mathematica
2 6 (6.82%) Simulink
2 6 (6.82%) Stateflow
Cloud Services
1 14 (15.91%) AWS
1 14 (15.91%) Azure
2 11 (12.50%) Azure Machine Learning
3 9 (10.23%) Cloud Computing
4 2 (2.27%) GitHub
5 1 (1.14%) Power Platform
Communications & Networking
1 10 (11.36%) Internet
2 3 (3.41%) Ethernet
2 3 (3.41%) FlexRay
Database & Business Intelligence
1 6 (6.82%) Big Data
2 2 (2.27%) NoSQL
2 2 (2.27%) Relational Database
3 1 (1.14%) Apache Cassandra
3 1 (1.14%) Apache Hive
3 1 (1.14%) Data Warehouse
3 1 (1.14%) Hadoop
3 1 (1.14%) HBase
3 1 (1.14%) Looker
3 1 (1.14%) Pentaho
3 1 (1.14%) PostgreSQL
3 1 (1.14%) Power BI
3 1 (1.14%) RDBMS
3 1 (1.14%) SQL Server
3 1 (1.14%) SQL Server Integration Services
3 1 (1.14%) Sqoop
Development Applications
1 10 (11.36%) Visual Studio
2 6 (6.82%) Git (software)
3 4 (4.55%) JIRA
3 4 (4.55%) LabVIEW
3 4 (4.55%) Subversion
4 1 (1.14%) Jenkins
4 1 (1.14%) Redmine
4 1 (1.14%) Team Foundation Server
4 1 (1.14%) TeamCity
General
1 18 (20.45%) Finance
2 11 (12.50%) Automotive
3 6 (6.82%) Electronics
4 5 (5.68%) Manufacturing
5 3 (3.41%) German Language
5 3 (3.41%) Legal
6 1 (1.14%) Aerospace
6 1 (1.14%) Games
6 1 (1.14%) Marketing
6 1 (1.14%) Public Sector
6 1 (1.14%) Telecoms
Job Titles
1 42 (47.73%) Software Engineer
2 22 (25.00%) C++ Software Engineer
3 15 (17.05%) Architect
4 12 (13.64%) Solutions Architect
5 10 (11.36%) Data Analytics Architect
5 10 (11.36%) Data Architect
6 9 (10.23%) Developer
6 9 (10.23%) Research Engineer
7 7 (7.95%) Senior Software Engineer
8 6 (6.82%) Machine Learning Engineer
9 5 (5.68%) Quantitative Developer
10 4 (4.55%) Computer Engineer
10 4 (4.55%) Computer Vision Engineer
10 4 (4.55%) Senior C++ Software Engineer
11 3 (3.41%) C++ Developer
11 3 (3.41%) FPGA Engineer
11 3 (3.41%) Hardware Engineer
11 3 (3.41%) Junior
11 3 (3.41%) Junior Software Engineer
11 3 (3.41%) VHDL Engineer
Libraries, Frameworks & Software Standards
1 29 (32.95%) TensorFlow
2 22 (25.00%) OpenMP
3 20 (22.73%) OpenCL
4 15 (17.05%) Keras
4 15 (17.05%) Theano
5 14 (15.91%) .NET
6 11 (12.50%) OpenCV
7 9 (10.23%) MFC
8 7 (7.95%) OpenGL
9 6 (6.82%) Caffe
10 5 (5.68%) Qt
11 4 (4.55%) WinForms
12 1 (1.14%) CSS
12 1 (1.14%) CSS3
12 1 (1.14%) FFmpeg
12 1 (1.14%) FIX Protocol
12 1 (1.14%) HTML
12 1 (1.14%) HTML5
12 1 (1.14%) Natural Language Processing
12 1 (1.14%) QML
Miscellaneous
1 43 (48.86%) Algorithms
2 22 (25.00%) Field-Programmable Gate Array
3 15 (17.05%) Analytical Skills
4 13 (14.77%) Robotics
5 10 (11.36%) 3D Graphics
5 10 (11.36%) Internet of Things
5 10 (11.36%) User Experience
6 9 (10.23%) Hybrid Cloud
7 7 (7.95%) GPGPU
7 7 (7.95%) Virtual Team
8 6 (6.82%) Data Structures
9 5 (5.68%) Data Centre
10 4 (4.55%) Augmented Reality
10 4 (4.55%) Embedded Systems
10 4 (4.55%) Life Science
10 4 (4.55%) Verilog
10 4 (4.55%) VHDL
11 3 (3.41%) SIMD
12 2 (2.27%) Renewable Energy
13 1 (1.14%) Acoustics
Operating Systems
1 21 (23.86%) Linux
2 4 (4.55%) Windows
3 3 (3.41%) Robot Operating System
4 2 (2.27%) Android
5 1 (1.14%) Solaris
5 1 (1.14%) Unix
Processes & Methodologies
1 62 (70.45%) Software Engineering
2 39 (44.32%) Computer Vision
2 39 (44.32%) Mathematics
3 37 (42.05%) Analytics
4 34 (38.64%) Machine Learning
5 32 (36.36%) Agile Software Development
6 31 (35.23%) Computer Science
6 31 (35.23%) Data Analytics
7 29 (32.95%) OO
8 26 (29.55%) OOD
9 25 (28.41%) Image Processing
10 24 (27.27%) Parallel Programming
11 23 (26.14%) Deep Learning
12 22 (25.00%) Artificial Intelligence
13 20 (22.73%) Problem-Solving
14 18 (20.45%) Visualisation
15 15 (17.05%) Cross-Platform Development
15 15 (17.05%) Scrum
16 13 (14.77%) Multithreading
17 12 (13.64%) Value Proposition
Programming Languages
1 73 (82.95%) C++
2 42 (47.73%) Python
3 29 (32.95%) MATLAB
4 25 (28.41%) C
5 22 (25.00%) C#
6 13 (14.77%) SQL
7 10 (11.36%) Java
8 9 (10.23%) Cython
9 5 (5.68%) Fortran
10 1 (1.14%) F#
10 1 (1.14%) Haskell
10 1 (1.14%) JavaScript
10 1 (1.14%) Lua
10 1 (1.14%) OCaml
10 1 (1.14%) Perl
10 1 (1.14%) R
10 1 (1.14%) Ruby
10 1 (1.14%) Scala
Qualifications
1 30 (34.09%) Degree
2 17 (19.32%) Computer Science Degree
3 6 (6.82%) PhD
4 3 (3.41%) Numerate Degree
5 2 (2.27%) Security Cleared
6 1 (1.14%) Six Sigma Black Belt
Quality Assurance & Compliance
1 9 (10.23%) DICOM
2 6 (6.82%) PMO
3 3 (3.41%) ISO 13485
3 3 (3.41%) ISO 26262
3 3 (3.41%) MISRA
4 1 (1.14%) GDPR
System Software
1 4 (4.55%) Firmware
2 1 (1.14%) Apache ZooKeeper
2 1 (1.14%) Docker
Systems Management
1 1 (1.14%) Kubernetes
1 1 (1.14%) Oozie
Vendors
1 5 (5.68%) Intel
1 5 (5.68%) NVIDIA
2 3 (3.41%) Atlassian
3 2 (2.27%) SaltStack
4 1 (1.14%) Ab Initio
4 1 (1.14%) Cloudera
4 1 (1.14%) Informatica
4 1 (1.14%) MapR
4 1 (1.14%) Oracle
4 1 (1.14%) SAP