Period
to 11 December 2017

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 11 December 2017 with a comparison to the same period over the previous 2 years.

NVIDIA CUDA
UK > England
6 months to
11 Dec 2017
Same period 2016 Same period 2015
Rank 1060 1099 1223
Rank change year-on-year +39 +124 -1
Permanent jobs citing CUDA 95 84 61
As % of all permanent IT jobs advertised in England 0.056% 0.048% 0.030%
As % of the Miscellaneous category 0.13% 0.12% 0.071%
Number of salaries quoted 85 75 60
England median annual salary £50,000 £45,000 £45,000
Median salary % change year-on-year +11.11% - -5.26%
10th Percentile £38,750 £33,750 £37,500
90th Percentile £96,000 £100,000 £65,000
UK median annual salary £50,000 £45,000 £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 72494 71833 85747
As % of all permanent IT jobs advertised in England 43.08% 41.16% 42.25%
Number of salaries quoted 55362 59474 69768
England median annual salary £50,000 £50,000 £48,000
Median salary % change year-on-year - +4.17% +6.67%
10th Percentile £27,500 £27,500 £27,500
90th Percentile £82,500 £81,250 £80,000
UK median annual salary £50,000 £50,000 £47,500
% change year-on-year - +5.26% +5.56%

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 11 December 2017.

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 11 December 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
South East +71 53 £50,000 +17.65% 5
London -31 16 £100,000 +25.00%
East of England +3 13 £40,000 - 2
South West - 13 £42,500 - 4
CUDA
UK

For the 6 months to 11 December 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 across the England region with a requirement for CUDA.

1 88 (92.63%) C++
2 69 (72.63%) Algorithms
3 68 (71.58%) Python
4 63 (66.32%) Software Engineering
5 59 (62.11%) Mathematics
6 56 (58.95%) PhD
7 51 (53.68%) Computer Science
8 49 (51.58%) Multithreading
9 48 (50.53%) Degree
10 44 (46.32%) Windows
11 42 (44.21%) Qt
12 39 (41.05%) MFC
13 38 (40.00%) OpenGL
14 36 (37.89%) Physics
15 31 (32.63%) Amazon AWS
15 31 (32.63%) WinForms
16 30 (31.58%) Git (software)
17 29 (30.53%) Machine Learning
17 29 (30.53%) OOD
18 25 (26.32%) TensorFlow
19 23 (24.21%) C#
20 21 (22.11%) Neural Network
20 21 (22.11%) Deep Learning
21 19 (20.00%) Computer Vision
21 19 (20.00%) Visual Studio
22 18 (18.95%) Image Processing
23 15 (15.79%) C
24 14 (14.74%) Signal Processing
25 12 (12.63%) Torch
25 12 (12.63%) 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 (2.11%) Apache Spark
1 2 (2.11%) DNN
2 1 (1.05%) Apache
Cloud Services
1 31 (32.63%) Amazon AWS
2 2 (2.11%) Microsoft Azure
3 1 (1.05%) Google Cloud Platform
Database & Business Intelligence
1 5 (5.26%) Data Mining
2 2 (2.11%) Big Data
2 2 (2.11%) Hadoop
3 1 (1.05%) Apache Hive
3 1 (1.05%) Flink
3 1 (1.05%) GIS
3 1 (1.05%) NoSQL
3 1 (1.05%) Relational Database
3 1 (1.05%) Spotfire
Development Applications
1 30 (31.58%) Git (software)
2 19 (20.00%) Visual Studio
General
1 9 (9.47%) Electronics
2 6 (6.32%) Finance
3 4 (4.21%) Banking
3 4 (4.21%) Investment Banking
3 4 (4.21%) Pharmaceutical
4 2 (2.11%) Games
5 1 (1.05%) Financial Institution
5 1 (1.05%) Marketing
5 1 (1.05%) Retail
5 1 (1.05%) Telecoms
Job Titles
1 53 (55.79%) Software Engineer
2 43 (45.26%) C++ Software Engineer
3 23 (24.21%) Developer
4 15 (15.79%) C++ Developer
5 14 (14.74%) Senior Software Engineer
6 13 (13.68%) Senior C++ Software Engineer
7 10 (10.53%) C++ Software Developer
7 10 (10.53%) Software Developer
8 9 (9.47%) Computer Engineer
8 9 (9.47%) Computer Vision Engineer
8 9 (9.47%) Quantitative Developer
9 8 (8.42%) Machine Learning Developer
10 7 (7.37%) Senior Developer
11 6 (6.32%) Machine Learning Engineer
11 6 (6.32%) Senior C++ Developer
12 5 (5.26%) Graduate
12 5 (5.26%) Graduate Software Engineer
12 5 (5.26%) Python Developer
13 4 (4.21%) Senior Quantitative Analyst
13 4 (4.21%) Senior Quantitative Developer
Libraries, Frameworks & Software Standards
1 42 (44.21%) Qt
2 39 (41.05%) MFC
3 38 (40.00%) OpenGL
4 31 (32.63%) WinForms
5 25 (26.32%) TensorFlow
6 12 (12.63%) Torch
7 9 (9.47%) .NET
7 9 (9.47%) .NET Framework
7 9 (9.47%) STL
7 9 (9.47%) XML
8 7 (7.37%) OpenCL
9 5 (5.26%) Theano
10 4 (4.21%) WebGL
11 3 (3.16%) scikit-learn
12 2 (2.11%) Keras
12 2 (2.11%) Natural Language Processing
12 2 (2.11%) OpenACC
13 1 (1.05%) DirectCompute
13 1 (1.05%) OpenGL ES
13 1 (1.05%) Renderscript
Miscellaneous
1 69 (72.63%) Algorithms
2 51 (53.68%) Computer Science
3 9 (9.47%) Client/Server
4 7 (7.37%) GPGPU
5 5 (5.26%) Hedge funds
6 4 (4.21%) Robotics
7 3 (3.16%) 3D Graphics
8 2 (2.11%) Augmented Reality
9 1 (1.05%) Analytical Skills
9 1 (1.05%) Credit Risk
9 1 (1.05%) FMCG
9 1 (1.05%) Life Science
Operating Systems
1 44 (46.32%) Windows
2 10 (10.53%) Linux
3 8 (8.42%) Android
4 1 (1.05%) Unix
Processes & Methodologies
1 63 (66.32%) Software Engineering
2 59 (62.11%) Mathematics
3 49 (51.58%) Multithreading
4 36 (37.89%) Physics
5 29 (30.53%) Machine Learning
5 29 (30.53%) OOD
6 21 (22.11%) Deep Learning
6 21 (22.11%) Neural Network
7 19 (20.00%) Computer Vision
8 18 (18.95%) Image Processing
9 14 (14.74%) Signal Processing
10 11 (11.58%) Multithreaded Programming
11 10 (10.53%) Biology
12 9 (9.47%) Continuous Integration
12 9 (9.47%) Convolutional Neural Network
13 7 (7.37%) Analytics
13 7 (7.37%) Code Optimisation
14 5 (5.26%) Kalman Filter
14 5 (5.26%) Stochastic Calculus
14 5 (5.26%) Time Series Analysis
Programming Languages
1 88 (92.63%) C++
2 68 (71.58%) Python
3 23 (24.21%) C#
4 15 (15.79%) C
5 11 (11.58%) SQL
6 5 (5.26%) Assembly Language
6 5 (5.26%) Cython
6 5 (5.26%) JavaScript
7 4 (4.21%) Java
7 4 (4.21%) MATLAB
8 2 (2.11%) Embedded C++
8 2 (2.11%) R
9 1 (1.05%) Embedded C
9 1 (1.05%) Fortran
9 1 (1.05%) Lisp
9 1 (1.05%) Pascal
9 1 (1.05%) Scala
Qualifications
1 56 (58.95%) PhD
2 48 (50.53%) Degree
3 7 (7.37%) Computer Science Degree
4 1 (1.05%) Numerate Degree
4 1 (1.05%) Postgraduate
4 1 (1.05%) Security Cleared
Quality Assurance & Compliance
1 4 (4.21%) QA
System Software
1 2 (2.11%) Firmware
Vendors
1 12 (12.63%) NVIDIA
2 9 (9.47%) Microsoft
3 1 (1.05%) Google
3 1 (1.05%) Tableau