Period
to 17 February 2018

The table below looks at the prevalence of the term CUDA in permanent job vacancies advertised in England. Included is a benchmarking guide to the salaries offered in vacancies that have cited CUDA over the 6 months to 17 February 2018 with a comparison to the same period over the previous 2 years.

NVIDIA CUDA
UK > England
6 months to
17 Feb 2018
Same period 2017 Same period 2016
Rank 1020 1095 1167
Rank change year-on-year +75 +72 +94
Permanent jobs citing CUDA 133 59 90
As % of all permanent IT jobs advertised in England 0.081% 0.036% 0.045%
As % of the Miscellaneous category 0.19% 0.087% 0.11%
Number of salaries quoted 107 56 92
England median annual salary £50,000 £47,500 £45,000
Median salary % change year-on-year +5.26% +5.56% +9.09%
10th Percentile £38,750 £33,750 £30,000
90th Percentile £83,500 £105,000 £65,000
UK median annual salary £50,000 £50,000 £45,000
% change year-on-year - +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 advertised in England with a requirement for generic IT skills.

All Generic IT Skills
England
Permanent vacancies with a requirement for generic IT skills 68,712 67,697 84,148
As % of all permanent IT jobs advertised in England 41.93% 40.85% 42.45%
Number of salaries quoted 54,406 55,690 68,463
England median annual salary £50,000 £50,000 £50,000
10th Percentile £27,500 £27,500 £27,500
90th Percentile £82,500 £81,250 £80,000
UK median annual salary £50,000 £50,000 £48,000
% change year-on-year - +4.17% +6.67%

CUDA
Job Vacancy Trend in England

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

Job vacancy trend for CUDA in England

CUDA
Salary Trend in England

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

Salary trend for CUDA in England

CUDA
Salary Histogram in England

The salary distribution of IT jobs citing CUDA in England over the 6 months to 17 February 2018.

Salary histogram for CUDA in England

CUDA
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing CUDA within the England region over the 6 months to 17 February 2018. 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
South East +69 76 £50,000 +17.65% 12
East of England +21 23 £45,000 +12.50% 6
South West - 22 £42,500 - 1
London -29 11 £65,000 -27.78% 3
North West - 1 £45,000 -
North of England - 1 £45,000 -
CUDA
UK

For the 6 months to 17 February 2018, 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 across the England region with a requirement for CUDA.

1 125 (93.98%) C++
2 88 (66.17%) Algorithms
3 81 (60.90%) Python
4 80 (60.15%) Software Engineering
5 73 (54.89%) Mathematics
6 70 (52.63%) PhD
7 60 (45.11%) Multithreading
8 58 (43.61%) Windows
9 52 (39.10%) Computer Science
9 52 (39.10%) Degree
10 45 (33.83%) Qt
11 43 (32.33%) Machine Learning
12 41 (30.83%) TensorFlow
12 41 (30.83%) MFC
13 40 (30.08%) Linux
13 40 (30.08%) OpenGL
13 40 (30.08%) Physics
14 38 (28.57%) C#
15 35 (26.32%) OOD
16 33 (24.81%) Neural Network
17 30 (22.56%) Signal Processing
18 28 (21.05%) Deep Learning
19 27 (20.30%) Amazon AWS
19 27 (20.30%) WinForms
19 27 (20.30%) Visual Studio
20 26 (19.55%) Git (software)
20 26 (19.55%) Image Processing
21 24 (18.05%) C
22 22 (16.54%) Computer Vision
23 21 (15.79%) NVIDIA

CUDA
Co-occurring IT Skills in England 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 (1.50%) Apache Spark
1 2 (1.50%) DNN
2 1 (0.75%) Apache
Applications
1 4 (3.01%) Weka
Cloud Services
1 27 (20.30%) Amazon AWS
2 2 (1.50%) Microsoft Azure
3 1 (0.75%) Google Cloud Platform
Communications & Networking
1 2 (1.50%) Wireless
2 1 (0.75%) Internet
Database & Business Intelligence
1 2 (1.50%) Big Data
1 2 (1.50%) Data Mining
1 2 (1.50%) Hadoop
2 1 (0.75%) Apache Hive
2 1 (0.75%) Flink
2 1 (0.75%) GIS
2 1 (0.75%) NoSQL
2 1 (0.75%) Relational Database
2 1 (0.75%) Spotfire
Development Applications
1 27 (20.30%) Visual Studio
2 26 (19.55%) Git (software)
3 1 (0.75%) Clang
3 1 (0.75%) CMake
3 1 (0.75%) SCons
3 1 (0.75%) Xcode
General
1 14 (10.53%) Electronics
2 10 (7.52%) Pharmaceutical
3 6 (4.51%) Games
4 3 (2.26%) Finance
5 1 (0.75%) Financial Institution
5 1 (0.75%) Manufacturing
5 1 (0.75%) Marketing
5 1 (0.75%) Retail
5 1 (0.75%) Telecoms
Job Titles
1 63 (47.37%) Software Engineer
2 51 (38.35%) C++ Software Engineer
3 34 (25.56%) Developer
4 23 (17.29%) C++ Developer
5 21 (15.79%) Senior Software Engineer
6 20 (15.04%) Senior C++ Software Engineer
7 16 (12.03%) C++ Software Developer
7 16 (12.03%) Software Developer
8 9 (6.77%) Data Scientist
8 9 (6.77%) Machine Learning Developer
8 9 (6.77%) Machine Learning Engineer
9 8 (6.02%) Computer Engineer
9 8 (6.02%) Computer Vision Engineer
9 8 (6.02%) Research Engineer
10 6 (4.51%) Image Processing Scientist
10 6 (4.51%) Python Developer
11 5 (3.76%) Android Engineer
11 5 (3.76%) Artificial Intelligence Engineer
11 5 (3.76%) Graduate
11 5 (3.76%) Senior Developer
Libraries, Frameworks & Software Standards
1 45 (33.83%) Qt
2 41 (30.83%) MFC
2 41 (30.83%) TensorFlow
3 40 (30.08%) OpenGL
4 27 (20.30%) WinForms
5 18 (13.53%) .NET
5 18 (13.53%) .NET Framework
6 15 (11.28%) STL
6 15 (11.28%) XML
7 14 (10.53%) Torch
8 11 (8.27%) OpenCL
9 10 (7.52%) OpenMP
10 7 (5.26%) scikit-learn
10 7 (5.26%) Theano
11 6 (4.51%) WebGL
12 3 (2.26%) DirectCompute
12 3 (2.26%) Renderscript
13 2 (1.50%) HTML5
13 2 (1.50%) Natural Language Processing
13 2 (1.50%) OpenCV
Miscellaneous
1 88 (66.17%) Algorithms
2 52 (39.10%) Computer Science
3 15 (11.28%) Client/Server
4 8 (6.02%) GPGPU
5 7 (5.26%) Robotics
6 5 (3.76%) 3D Graphics
7 2 (1.50%) Augmented Reality
7 2 (1.50%) Hedge funds
7 2 (1.50%) Life Science
7 2 (1.50%) Video\Live Streaming
8 1 (0.75%) Analytical Skills
8 1 (0.75%) Credit Risk
8 1 (0.75%) FMCG
8 1 (0.75%) Internet of Things
8 1 (0.75%) Smart Home
8 1 (0.75%) User Experience
Operating Systems
1 58 (43.61%) Windows
2 40 (30.08%) Linux
3 14 (10.53%) Android
4 6 (4.51%) Unix
5 1 (0.75%) Robot Operating System
Processes & Methodologies
1 80 (60.15%) Software Engineering
2 73 (54.89%) Mathematics
3 60 (45.11%) Multithreading
4 43 (32.33%) Machine Learning
5 40 (30.08%) Physics
6 35 (26.32%) OOD
7 33 (24.81%) Neural Network
8 30 (22.56%) Signal Processing
9 28 (21.05%) Deep Learning
10 26 (19.55%) Image Processing
11 22 (16.54%) Computer Vision
12 19 (14.29%) Biology
13 15 (11.28%) Continuous Integration
13 15 (11.28%) Multithreaded Programming
13 15 (11.28%) OO
14 12 (9.02%) Data Science
15 11 (8.27%) Convolutional Neural Network
15 11 (8.27%) SDLC
16 10 (7.52%) Cross-Platform Development
16 10 (7.52%) Parallel Programming
Programming Languages
1 125 (93.98%) C++
2 81 (60.90%) Python
3 38 (28.57%) C#
4 24 (18.05%) C
5 17 (12.78%) SQL
6 7 (5.26%) Java
7 6 (4.51%) JavaScript
8 5 (3.76%) Assembly Language
8 5 (3.76%) Embedded C++
8 5 (3.76%) MATLAB
9 4 (3.01%) Bash Shell
9 4 (3.01%) Embedded C
10 2 (1.50%) Cython
10 2 (1.50%) R
11 1 (0.75%) Fortran
11 1 (0.75%) GLSL
11 1 (0.75%) Lisp
11 1 (0.75%) Pascal
11 1 (0.75%) Scala
Qualifications
1 70 (52.63%) PhD
2 52 (39.10%) Degree
3 11 (8.27%) Computer Science Degree
4 4 (3.01%) Master's Degree
5 1 (0.75%) Numerate Degree
5 1 (0.75%) Postgraduate
5 1 (0.75%) Security Cleared
Quality Assurance & Compliance
1 11 (8.27%) QA
System Software
1 2 (1.50%) Firmware
Vendors
1 21 (15.79%) NVIDIA
2 18 (13.53%) Microsoft
3 1 (0.75%) Google
3 1 (0.75%) Tableau