Period
to 17 November 2017

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 17 November 2017 with a comparison to the same period over the previous 2 years.

NVIDIA CUDA
UK
6 months to
17 Nov 2017
Same period 2016 Same period 2015
Rank 1125 1132 1244
Rank change year-on-year +7 +112 +13
Permanent jobs citing CUDA 78 92 48
As % of all permanent IT jobs advertised in the UK 0.043% 0.048% 0.022%
As % of the Miscellaneous category 0.10% 0.12% 0.052%
Number of salaries quoted 66 77 45
UK median annual salary £50,000 £45,000 £45,000
Median salary % change year-on-year +11.11% - +12.50%
10th Percentile £38,000 £30,000 £35,200
90th Percentile £100,000 £100,000 £65,000
UK excluding London median annual salary £47,500 £40,000 £45,000
% change year-on-year +18.75% -11.11% +16.88%

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 77448 77681 91957
As % of all permanent IT jobs advertised in the UK 42.99% 40.85% 41.93%
Number of salaries quoted 58388 63777 73655
UK median annual salary £50,000 £50,000 £47,500
Median salary % change year-on-year - +5.26% +5.56%
10th Percentile £27,500 £27,500 £27,000
90th Percentile £82,500 £80,000 £78,750
UK excluding London median annual salary £42,500 £42,500 £41,000
% change year-on-year - +3.66% +2.50%

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 17 November 2017.

Salary histogram for CUDA in the UK

CUDA
Top 7 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 17 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
England +44 74 £50,000 +11.11% 8
UK excluding London +43 59 £47,500 +18.75% 5
South East +55 38 £48,750 +11.43% 3
London 0 19 £65,000 -18.75% 3
East of England +9 15 £35,000 -12.50% 1
Scotland - 4 - -
South West - 2 £38,000 - 1

For the 6 months to 17 November 2017, IT jobs citing CUDA 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 CUDA.

1 73 (93.59%) C++
2 54 (69.23%) Python
3 52 (66.67%) Software Engineering
4 50 (64.10%) Mathematics
4 50 (64.10%) Algorithms
5 42 (53.85%) Computer Science
6 41 (52.56%) Degree
7 38 (48.72%) Multithreading
8 37 (47.44%) PhD
9 36 (46.15%) OpenGL
10 34 (43.59%) Qt
11 33 (42.31%) Windows
12 30 (38.46%) MFC
13 28 (35.90%) Git (software)
13 28 (35.90%) Physics
14 25 (32.05%) WinForms
15 24 (30.77%) OOD
16 23 (29.49%) Amazon AWS
17 19 (24.36%) Visual Studio
17 19 (24.36%) Computer Vision
18 18 (23.08%) Machine Learning
19 16 (20.51%) C
20 14 (17.95%) Neural Network
21 13 (16.67%) C#
21 13 (16.67%) TensorFlow
22 12 (15.38%) Torch
23 10 (12.82%) OpenCL
23 10 (12.82%) Image Processing
23 10 (12.82%) Android
24 9 (11.54%) Linux

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 2 (2.56%) DNN
2 1 (1.28%) ArcGIS
Applications
1 3 (3.85%) Microsoft Excel
1 3 (3.85%) Microsoft Office
2 1 (1.28%) Stata
Cloud Services
1 23 (29.49%) Amazon AWS
2 3 (3.85%) Google Play
2 3 (3.85%) iTunes
Database & Business Intelligence
1 5 (6.41%) Data Mining
2 2 (2.56%) GIS
Development Applications
1 28 (35.90%) Git (software)
2 19 (24.36%) Visual Studio
3 3 (3.85%) Android Studio
3 3 (3.85%) Mercurial
3 3 (3.85%) Xcode
4 1 (1.28%) CMake
4 1 (1.28%) Jenkins
4 1 (1.28%) JIRA
4 1 (1.28%) JUnit
4 1 (1.28%) TestRail
General
1 7 (8.97%) Electronics
2 5 (6.41%) Games
3 4 (5.13%) Banking
3 4 (5.13%) Finance
3 4 (5.13%) Investment Banking
4 3 (3.85%) Legal
4 3 (3.85%) Retail
Job Titles
1 52 (66.67%) Software Engineer
2 40 (51.28%) C++ Software Engineer
3 17 (21.79%) Senior Software Engineer
4 15 (19.23%) Senior C++ Software Engineer
5 13 (16.67%) Developer
6 9 (11.54%) Quantitative Developer
7 7 (8.97%) C++ Developer
7 7 (8.97%) Computer Engineer
7 7 (8.97%) Computer Vision Engineer
8 5 (6.41%) Graduate
8 5 (6.41%) Graduate Software Engineer
9 4 (5.13%) Analyst
9 4 (5.13%) Analyst Developer
9 4 (5.13%) Quantitative Analyst
9 4 (5.13%) Senior Analyst
9 4 (5.13%) Senior Analyst Developer
9 4 (5.13%) Senior C++ Developer
9 4 (5.13%) Senior Developer
9 4 (5.13%) Senior Quantitative Analyst
9 4 (5.13%) Senior Quantitative Developer
Libraries, Frameworks & Software Standards
1 36 (46.15%) OpenGL
2 34 (43.59%) Qt
3 30 (38.46%) MFC
4 25 (32.05%) WinForms
5 13 (16.67%) TensorFlow
6 12 (15.38%) Torch
7 10 (12.82%) OpenCL
8 6 (7.69%) STL
8 6 (7.69%) XML
9 4 (5.13%) OpenGL ES
9 4 (5.13%) Theano
9 4 (5.13%) WebGL
10 3 (3.85%) HTML
10 3 (3.85%) iOS SDK
11 2 (2.56%) Keras
11 2 (2.56%) Natural Language Processing
11 2 (2.56%) OpenACC
11 2 (2.56%) scikit-learn
11 2 (2.56%) Vulkan
12 1 (1.28%) HEVC
Miscellaneous
1 50 (64.10%) Algorithms
2 42 (53.85%) Computer Science
3 8 (10.26%) GPGPU
4 6 (7.69%) Client/Server
4 6 (7.69%) Robotics
5 5 (6.41%) Hedge funds
6 4 (5.13%) 3D Graphics
7 3 (3.85%) Analytical Skills
7 3 (3.85%) Augmented Reality
8 1 (1.28%) Life Science
Operating Systems
1 33 (42.31%) Windows
2 10 (12.82%) Android
3 9 (11.54%) Linux
4 3 (3.85%) Apple iOS
4 3 (3.85%) Windows 10
4 3 (3.85%) Windows 7
5 1 (1.28%) Unix
Processes & Methodologies
1 52 (66.67%) Software Engineering
2 50 (64.10%) Mathematics
3 38 (48.72%) Multithreading
4 28 (35.90%) Physics
5 24 (30.77%) OOD
6 19 (24.36%) Computer Vision
7 18 (23.08%) Machine Learning
8 14 (17.95%) Neural Network
9 10 (12.82%) Image Processing
10 8 (10.26%) Multithreaded Programming
11 7 (8.97%) Convolutional Neural Network
11 7 (8.97%) Reinforcement Learning
12 6 (7.69%) Code Optimisation
12 6 (7.69%) Continuous Integration
12 6 (7.69%) Deep Learning
13 5 (6.41%) Artificial Intelligence
13 5 (6.41%) Kalman Filter
13 5 (6.41%) Signal Processing
13 5 (6.41%) Stochastic Calculus
13 5 (6.41%) Time Series Analysis
Programming Languages
1 73 (93.59%) C++
2 54 (69.23%) Python
3 16 (20.51%) C
4 13 (16.67%) C#
5 8 (10.26%) Java
5 8 (10.26%) MATLAB
6 6 (7.69%) JavaScript
6 6 (7.69%) SQL
7 5 (6.41%) Assembly Language
7 5 (6.41%) Cython
8 4 (5.13%) Scala
9 3 (3.85%) Apple Swift
9 3 (3.85%) Objective-C
10 2 (2.56%) Embedded C++
10 2 (2.56%) Fortran
10 2 (2.56%) R
11 1 (1.28%) Bash Shell
11 1 (1.28%) Embedded C
11 1 (1.28%) Lisp
11 1 (1.28%) Perl
Qualifications
1 41 (52.56%) Degree
2 37 (47.44%) PhD
3 5 (6.41%) Computer Science Degree
4 1 (1.28%) Numerate Degree
4 1 (1.28%) Postgraduate
4 1 (1.28%) Security Cleared
System Software
1 2 (2.56%) Firmware
Vendors
1 4 (5.13%) Google
2 3 (3.85%) Microsoft
3 1 (1.28%) ESRI
3 1 (1.28%) Mapbox
3 1 (1.28%) Mapinfo
3 1 (1.28%) NVIDIA
3 1 (1.28%) Perforce