Period
to

The following table provides summary statistics for permanent job vacancies with a requirement for Linear Algebra skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Linear Algebra over the 6 months to 14 August 2022 with a comparison to the same period in the previous 2 years.

Linear Algebra
UK
6 months to
14 Aug 2022
Same period 2021 Same period 2020
Rank 1134 966 756
Rank change year-on-year -168 -210 +333
Permanent jobs citing Linear Algebra 82 43 13
As % of all permanent jobs advertised in the UK 0.049% 0.037% 0.021%
As % of the Processes & Methodologies category 0.051% 0.040% 0.022%
Number of salaries quoted 8 7 13
10th Percentile £67,375 £45,500 £38,750
25th Percentile £77,500 £47,500 £40,000
Median annual salary (50th Percentile) £100,000 £50,000 £60,000
Median % change year-on-year +100.00% -16.67% -4.00%
75th Percentile £105,000 £56,250 £77,500
90th Percentile £129,750 £74,000 £87,750
UK excluding London median annual salary £76,250 £50,000 £47,500
% change year-on-year +52.50% +5.26% -22.94%

Linear Algebra is in the Processes and Methodologies category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies with a requirement for process or methodology skills.

All Process and Methodology Skills
UK
Permanent vacancies with a requirement for process or methodology skills 160,513 108,806 57,948
As % of all permanent IT jobs advertised in the UK 95.75% 94.08% 93.13%
Number of salaries quoted 83,436 73,662 47,052
10th Percentile £34,211 £32,500 £32,500
25th Percentile £45,000 £42,500 £41,250
Median annual salary (50th Percentile) £60,000 £55,750 £55,000
Median % change year-on-year +7.62% +1.36% +4.76%
75th Percentile £80,000 £75,000 £73,750
90th Percentile £97,290 £92,500 £90,000
UK excluding London median annual salary £52,500 £50,000 £47,500
% change year-on-year +5.00% +5.26% +5.56%

Linear Algebra
Job Vacancy Trend

Job postings citing Linear Algebra as a proportion of all IT jobs advertised.

Job vacancy trend for Linear Algebra in the UK

Linear Algebra
Salary Trend

3-month moving average salary quoted in jobs citing Linear Algebra.

Salary trend for Linear Algebra in the UK

Linear Algebra
Salary Histogram

Salary distribution for jobs citing Linear Algebra over the 6 months to 14 August 2022.

Salary histogram for Linear Algebra in the UK

Linear Algebra
Top 10 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Linear Algebra within the UK over the 6 months to 14 August 2022. 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
Jobs
England -129 82 £100,000 +100.00% 3
London -150 65 £100,000 +33.33% 1
UK excluding London -83 15 £76,250 +52.50% 2
South East -37 12 - -
Work from Home -214 12 £71,250 +18.75% 1
North of England - 2 £76,250 - 1
Yorkshire - 1 £62,500 -
Midlands - 1 - -
North East - 1 £90,000 -
West Midlands - 1 - -

For the 6 months to 14 August 2022, IT jobs citing Linear Algebra 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 Linear Algebra.

1 66 (80.49%) Machine Learning
2 63 (76.83%) Mathematics
2 63 (76.83%) Statistics
3 62 (75.61%) Python
4 55 (67.07%) Algorithms
5 49 (59.76%) TensorFlow
5 49 (59.76%) Data Science
5 49 (59.76%) SQL
6 43 (52.44%) Computer Science
7 41 (50.00%) Analytical Skills
8 39 (47.56%) Physics
9 37 (45.12%) PhD
9 37 (45.12%) Finance
10 36 (43.90%) C++
10 36 (43.90%) Analytics
11 33 (40.24%) scikit-learn
12 28 (34.15%) Keras
12 28 (34.15%) Neural Network
13 26 (31.71%) Apache Spark
14 24 (29.27%) Degree
15 23 (28.05%) Data Analysis
15 23 (28.05%) C
15 23 (28.05%) Torch
16 22 (26.83%) CRM
16 22 (26.83%) Econometrics
16 22 (26.83%) Natural Language Processing
17 21 (25.61%) Front Office
17 21 (25.61%) Banking
17 21 (25.61%) Java
17 21 (25.61%) Data Mining

Linear Algebra
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 26 (31.71%) Apache Spark
Applications
1 12 (14.63%) Microsoft Excel
Cloud Services
1 19 (23.17%) AWS
2 16 (19.51%) Power Platform
3 11 (13.41%) GCP
4 8 (9.76%) Cloud Computing
5 4 (4.88%) Snowflake
6 2 (2.44%) GitHub
7 1 (1.22%) SaaS
Communications & Networking
1 2 (2.44%) HTTPS
1 2 (2.44%) MQTT
1 2 (2.44%) NAS
Database & Business Intelligence
1 21 (25.61%) Data Mining
2 16 (19.51%) Power BI
3 7 (8.54%) BigQuery
4 5 (6.10%) Big Data
5 3 (3.66%) Looker
6 1 (1.22%) Data Lake
6 1 (1.22%) Data Warehouse
6 1 (1.22%) NoSQL
Development Applications
1 2 (2.44%) Cypress.io
1 2 (2.44%) Git (software)
1 2 (2.44%) Mocha
General
1 41 (50.00%) Analytical Skills
2 37 (45.12%) Finance
3 21 (25.61%) Banking
3 21 (25.61%) Front Office
4 13 (15.85%) Marketing
5 12 (14.63%) Aviation
5 12 (14.63%) Games
5 12 (14.63%) Influencing Skills
6 9 (10.98%) Inclusion and Diversity
6 9 (10.98%) Publishing
7 8 (9.76%) Automotive
8 7 (8.54%) Telecoms
9 4 (4.88%) Law
9 4 (4.88%) Presentation Skills
9 4 (4.88%) Retail
9 4 (4.88%) Social Skills
Job Titles
1 27 (32.93%) Data Scientist
2 25 (30.49%) Senior Data Scientist
3 21 (25.61%) Machine Learning Scientist
4 15 (18.29%) Analyst
4 15 (18.29%) Data Analyst
5 8 (9.76%) Data Science Leader
5 8 (9.76%) Programmer
6 4 (4.88%) Software Engineer
7 2 (2.44%) Senior Analyst
7 2 (2.44%) Senior Data Analyst
7 2 (2.44%) Web Engineer
8 1 (1.22%) Data Science Director
8 1 (1.22%) Head of Data Science
8 1 (1.22%) Statistician
Libraries, Frameworks & Software Standards
1 49 (59.76%) TensorFlow
2 33 (40.24%) scikit-learn
3 28 (34.15%) Keras
4 23 (28.05%) Torch
5 21 (25.61%) Chainer
5 21 (25.61%) Theano
6 19 (23.17%) PyTorch
7 11 (13.41%) NumPy
7 11 (13.41%) OpenCV
7 11 (13.41%) Pandas
8 9 (10.98%) OpenGL
9 8 (9.76%) Core Animation
9 8 (9.76%) Unreal Engine
10 7 (8.54%) OpenCL
11 4 (4.88%) PySpark
11 4 (4.88%) Unity (Game Engine)
12 2 (2.44%) Caffe
12 2 (2.44%) Jest
12 2 (2.44%) React
12 2 (2.44%) Vulkan
Miscellaneous
1 55 (67.07%) Algorithms
2 11 (13.41%) IoT
3 9 (10.98%) Apple TV
4 8 (9.76%) Animation
4 8 (9.76%) Public Cloud
4 8 (9.76%) State Machine
5 7 (8.54%) CUDA
5 7 (8.54%) GPGPU
5 7 (8.54%) SIMD
6 4 (4.88%) 3D Graphics
6 4 (4.88%) Augmented Reality
7 2 (2.44%) Digital TV
7 2 (2.44%) Media Streaming
7 2 (2.44%) NHS
7 2 (2.44%) User Experience
8 1 (1.22%) Data Structures
8 1 (1.22%) Enterprise Software
Operating Systems
1 9 (10.98%) Android
2 7 (8.54%) Linux
3 2 (2.44%) Apple iOS
Processes & Methodologies
1 66 (80.49%) Machine Learning
2 63 (76.83%) Mathematics
2 63 (76.83%) Statistics
3 49 (59.76%) Data Science
4 43 (52.44%) Computer Science
5 39 (47.56%) Physics
6 36 (43.90%) Analytics
7 28 (34.15%) Neural Network
8 23 (28.05%) Data Analysis
9 22 (26.83%) CRM
9 22 (26.83%) Econometrics
9 22 (26.83%) Natural Language Processing
10 21 (25.61%) Quantitative Finance
11 18 (21.95%) Agile
12 17 (20.73%) Deep Learning
13 16 (19.51%) Business Intelligence
14 15 (18.29%) Artificial Intelligence
14 15 (18.29%) Business Strategy
15 14 (17.07%) Data Engineering
15 14 (17.07%) Statistical Modelling
Programming Languages
1 62 (75.61%) Python
2 49 (59.76%) SQL
3 36 (43.90%) C++
4 23 (28.05%) C
5 21 (25.61%) Java
5 21 (25.61%) MATLAB
6 12 (14.63%) R
7 7 (8.54%) Kotlin
8 2 (2.44%) C#
8 2 (2.44%) JavaScript
8 2 (2.44%) TypeScript
Qualifications
1 37 (45.12%) PhD
2 24 (29.27%) Degree
3 10 (12.20%) Computer Science Degree
4 9 (10.98%) Postgraduate
5 3 (3.66%) Master's Degree
System Software
1 3 (3.66%) Docker
Systems Management
1 3 (3.66%) Kubeflow
1 3 (3.66%) Kubernetes
Vendors
1 13 (15.85%) Google
2 9 (10.98%) Apple
3 4 (4.88%) Intel
4 2 (2.44%) Autodesk
4 2 (2.44%) Samsung