Period
to 25 September 2021

The following table provides summary statistics for permanent job vacancies with a requirement for NumPy skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited NumPy over the 6 months to 25 September 2021 with a comparison to the same period in the previous 2 years.

NumPy
UK
6 months to
25 Sep 2021
Same period 2020 Same period 2019
Rank 655 513 763
Rank change year-on-year -142 +250 +64
Permanent jobs citing NumPy 393 182 344
As % of all permanent jobs advertised in the UK 0.32% 0.37% 0.24%
As % of the Libraries, Frameworks & Software Standards category 0.79% 0.85% 0.66%
Number of salaries quoted 224 160 279
10th Percentile £46,250 £47,500 £40,000
25th Percentile £55,000 £60,000 £48,750
Median annual salary (50th Percentile) £77,500 £77,000 £69,500
Median % change year-on-year +0.65% +10.79% -0.71%
75th Percentile £90,625 £100,000 £95,000
90th Percentile £110,000 £132,500 £122,500
UK excluding London median annual salary £60,000 £55,000 £52,500
% change year-on-year +9.09% +4.76% -12.50%

NumPy is in the Software Libraries and Frameworks category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies with a requirement for technical specification, industry standards, software libraries and framework skills.

All Software Libraries and Frameworks
UK
Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 49,435 21,467 52,481
As % of all permanent IT jobs advertised in the UK 40.49% 43.93% 37.29%
Number of salaries quoted 31,954 18,265 43,386
10th Percentile £36,250 £35,000 £32,250
25th Percentile £45,000 £42,500 £39,750
Median annual salary (50th Percentile) £60,000 £57,500 £52,500
Median % change year-on-year +4.35% +9.52% +5.00%
75th Percentile £77,500 £75,000 £72,500
90th Percentile £95,000 £95,000 £87,500
UK excluding London median annual salary £50,000 £50,000 £45,000
% change year-on-year - +11.11% -

NumPy
Job Vacancy Trend

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

Job vacancy trend for NumPy in the UK

NumPy
Salary Trend

3-month moving average salary quoted in jobs citing NumPy.

Salary trend for NumPy in the UK

NumPy
Salary Histogram

Salary distribution for jobs citing NumPy over the 6 months to 25 September 2021.

Salary histogram for NumPy in the UK

NumPy
Top 15 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing NumPy within the UK over the 6 months to 25 September 2021. 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 -129 373 £77,500 - 55
London -133 268 £85,000 +9.68% 34
UK excluding London -152 104 £60,000 +9.09% 21
Work from Home -209 86 £65,000 +4.00% 13
South East -132 39 £52,500 -12.50% 7
East of England -71 28 £65,000 -16.13% 13
North of England -99 17 £47,500 +18.75%
Midlands -107 12 £58,750 +56.67% 1
West Midlands - 11 £58,750 - 1
Yorkshire - 10 £46,250 -
North West - 7 £47,500 -
Scotland - 5 £82,500 -
South West -89 3 £42,500 -5.56%
Wales -39 1 £60,000 +50.00%
East Midlands -81 1 - -

For the 6 months to 25 September 2021, IT jobs citing NumPy 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 NumPy.

1 388 (98.73%) Python
2 289 (73.54%) Pandas
3 206 (52.42%) Data Science
4 182 (46.31%) Machine Learning
5 170 (43.26%) SQL
6 151 (38.42%) Software Engineering
7 144 (36.64%) Algorithms
8 141 (35.88%) AWS
9 132 (33.59%) Artificial Intelligence
10 126 (32.06%) Agile Software Development
11 123 (31.30%) scikit-learn
12 117 (29.77%) Social Skills
13 116 (29.52%) Docker
14 114 (29.01%) SciPy
15 109 (27.74%) Finance
16 107 (27.23%) Computer Science
17 99 (25.19%) JavaScript
18 97 (24.68%) Degree
19 93 (23.66%) Problem-Solving
20 90 (22.90%) TensorFlow
21 89 (22.65%) Analytics
22 85 (21.63%) Visualisation
23 83 (21.12%) Java
24 82 (20.87%) Data Analysis
25 81 (20.61%) React
26 75 (19.08%) Azure
27 72 (18.32%) Mathematics
27 72 (18.32%) Apache Spark
28 68 (17.30%) Analytical Skills
28 68 (17.30%) Data Modelling

NumPy
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 72 (18.32%) Apache Spark
2 62 (15.78%) Jupyter
3 34 (8.65%) Apache
3 34 (8.65%) Apache Airflow
4 23 (5.85%) Gunicorn
5 15 (3.82%) Confluence
6 13 (3.31%) Elasticsearch
7 5 (1.27%) ArcGIS
8 4 (1.02%) nginx
9 3 (0.76%) Mule
10 2 (0.51%) Luigi
10 2 (0.51%) WordPress
11 1 (0.25%) Apache Pig
Applications
1 7 (1.78%) Spreadsheet
2 5 (1.27%) AutoCAD
2 5 (1.27%) Microsoft Excel
2 5 (1.27%) Microsoft Office
3 4 (1.02%) Weka
Business Applications
1 2 (0.51%) WebTrends
2 1 (0.25%) FINCAD Analytics
Cloud Services
1 141 (35.88%) AWS
2 75 (19.08%) Azure
3 65 (16.54%) GCP
4 38 (9.67%) Power Platform
5 35 (8.91%) Amazon S3
5 35 (8.91%) Serverless
6 32 (8.14%) AWS Lambda
7 29 (7.38%) SaaS
8 28 (7.12%) Amazon SageMaker
9 19 (4.83%) npm
10 18 (4.58%) GitHub
11 17 (4.33%) Amazon Cognito
12 15 (3.82%) Amazon EC2
13 12 (3.05%) Snowflake
14 11 (2.80%) Amazon SQS
15 10 (2.54%) Cloud Computing
16 8 (2.04%) Amazon EMR
17 5 (1.27%) Amazon ECS
17 5 (1.27%) Azure Machine Learning
18 4 (1.02%) AWS Step Functions
Database & Business Intelligence
1 47 (11.96%) Big Data
2 41 (10.43%) PostgreSQL
3 35 (8.91%) Data Warehouse
4 31 (7.89%) Data Mining
5 30 (7.63%) Power BI
6 28 (7.12%) NoSQL
7 24 (6.11%) Redis
8 23 (5.85%) Data Lake
8 23 (5.85%) Hadoop
9 22 (5.60%) Amazon Redshift
10 21 (5.34%) Relational Database
11 20 (5.09%) MongoDB
12 19 (4.83%) Metadata
13 15 (3.82%) Tableau
14 14 (3.56%) Amazon DynamoDB
15 13 (3.31%) Apache Hive
16 12 (3.05%) SQL Server
17 10 (2.54%) GIS
17 10 (2.54%) Looker
18 8 (2.04%) Electronic Patient Records
Development Applications
1 60 (15.27%) JIRA
2 59 (15.01%) Git (software)
3 39 (9.92%) Jenkins
4 38 (9.67%) GitLab
5 23 (5.85%) webpack
6 19 (4.83%) Octopus Deploy
6 19 (4.83%) TestRail
7 15 (3.82%) Babel
8 11 (2.80%) Maven
9 8 (2.04%) CMake
10 6 (1.53%) Cypress.io
10 6 (1.53%) gulp
11 5 (1.27%) JUnit
11 5 (1.27%) Mockito
12 4 (1.02%) Atlassian Bamboo
12 4 (1.02%) Mocha
13 2 (0.51%) Visual Studio
14 1 (0.25%) CircleCI
14 1 (0.25%) Cucumber
14 1 (0.25%) Pylint
General
1 117 (29.77%) Social Skills
2 109 (27.74%) Finance
3 68 (17.30%) Analytical Skills
4 39 (9.92%) Retail
5 37 (9.41%) Front Office
6 33 (8.40%) Telecoms
7 20 (5.09%) Inclusion and Diversity
7 20 (5.09%) Wearables
8 18 (4.58%) Banking
9 16 (4.07%) Electronics
10 15 (3.82%) Russian Language
11 14 (3.56%) Marketing
12 13 (3.31%) Back Office
12 13 (3.31%) Prime Brokerage
13 11 (2.80%) Advertising
13 11 (2.80%) Organisational Skills
14 10 (2.54%) Games
15 8 (2.04%) Presentation Skills
16 7 (1.78%) Public Sector
17 5 (1.27%) Publishing
Job Titles
1 122 (31.04%) Developer
2 83 (21.12%) Data Scientist
3 76 (19.34%) Python Developer
4 57 (14.50%) Python Engineer
5 56 (14.25%) Data Engineer
6 42 (10.69%) Software Engineer
7 33 (8.40%) Senior Data Engineer
8 30 (7.63%) Software Developer
9 24 (6.11%) Machine Learning Engineer
10 20 (5.09%) Lead Developer
10 20 (5.09%) Python Software Engineer
11 19 (4.83%) JavaScript Developer
11 19 (4.83%) Lead Software Developer
11 19 (4.83%) Programmer
12 17 (4.33%) React Developer
13 16 (4.07%) AWS Engineer
13 16 (4.07%) Finance Manager
14 14 (3.56%) Java Developer
15 13 (3.31%) Python Developer - Fintech
16 12 (3.05%) Senior Developer
Libraries, Frameworks & Software Standards
1 289 (73.54%) Pandas
2 123 (31.30%) scikit-learn
3 114 (29.01%) SciPy
4 90 (22.90%) TensorFlow
5 81 (20.61%) React
6 64 (16.28%) REST
7 52 (13.23%) pytest
8 49 (12.47%) Keras
9 46 (11.70%) Flask
10 45 (11.45%) Node.js
10 45 (11.45%) PyTorch
11 40 (10.18%) Django
11 40 (10.18%) Kafka
11 40 (10.18%) RESTful
12 39 (9.92%) Matplotlib
13 34 (8.65%) Dask
14 29 (7.38%) AngularJS
14 29 (7.38%) D3.js
15 25 (6.36%) SQLAlchemy
15 25 (6.36%) Vue.js
Miscellaneous
1 144 (36.64%) Algorithms
2 50 (12.72%) Hedge funds
3 37 (9.41%) Data Structures
4 35 (8.91%) User Experience
5 32 (8.14%) Equities
6 24 (6.11%) Greenfield Project
7 20 (5.09%) Market Risk
8 19 (4.83%) Fixed Income
8 19 (4.83%) Life Science
9 17 (4.33%) Enterprise Software
10 15 (3.82%) 3D Graphics
11 11 (2.80%) Blog
11 11 (2.80%) NHS
12 10 (2.54%) Management Information System
12 10 (2.54%) Self-Motivation
13 8 (2.04%) Cloud Native
14 7 (1.78%) Wiki
15 5 (1.27%) Credit Risk
16 4 (1.02%) LIMS
17 3 (0.76%) Clustering
Operating Systems
1 60 (15.27%) Linux
2 27 (6.87%) Unix
3 19 (4.83%) Mac OS
4 16 (4.07%) Android
4 16 (4.07%) Apple iOS
Processes & Methodologies
1 206 (52.42%) Data Science
2 182 (46.31%) Machine Learning
3 151 (38.42%) Software Engineering
4 132 (33.59%) Artificial Intelligence
5 126 (32.06%) Agile Software Development
6 107 (27.23%) Computer Science
7 93 (23.66%) Problem-Solving
8 89 (22.65%) Analytics
9 85 (21.63%) Visualisation
10 82 (20.87%) Data Analysis
11 72 (18.32%) Mathematics
12 68 (17.30%) Data Modelling
13 67 (17.05%) Natural Language Processing
14 62 (15.78%) Statistics
15 53 (13.49%) SDLC
16 50 (12.72%) Data Engineering
17 48 (12.21%) TDD
18 46 (11.70%) Clean Code
19 45 (11.45%) Data Visualisation
20 34 (8.65%) Portfolio Management
Programming Languages
1 388 (98.73%) Python
2 170 (43.26%) SQL
3 99 (25.19%) JavaScript
4 83 (21.12%) Java
5 33 (8.40%) C++
5 33 (8.40%) TypeScript
6 30 (7.63%) R
7 27 (6.87%) Kotlin
8 25 (6.36%) MATLAB
9 20 (5.09%) Bash Shell
9 20 (5.09%) C
10 16 (4.07%) Scala
11 15 (3.82%) Cython
12 11 (2.80%) Java 8
13 10 (2.54%) C#
14 4 (1.02%) Clojure
15 3 (0.76%) Haskell
15 3 (0.76%) LookML
15 3 (0.76%) T-SQL
16 2 (0.51%) Ruby
Qualifications
1 97 (24.68%) Degree
2 51 (12.98%) PhD
3 33 (8.40%) Computer Science Degree
4 15 (3.82%) Master's Degree
5 14 (3.56%) Numerate Degree
6 1 (0.25%) DV Cleared
6 1 (0.25%) Security Cleared
Quality Assurance & Compliance
1 23 (5.85%) GRC
2 20 (5.09%) QA
3 11 (2.80%) Data Quality
4 3 (0.76%) GDPR
5 1 (0.25%) Cyber Essentials
5 1 (0.25%) ISO/IEC 27001
5 1 (0.25%) PCI DSS
System Software
1 116 (29.52%) Docker
2 15 (3.82%) Firmware
3 1 (0.25%) HDFS
Systems Management
1 51 (12.98%) Kubernetes
2 40 (10.18%) Ansible
3 15 (3.82%) Opscode Chef
3 15 (3.82%) Puppet
4 3 (0.76%) Kubeflow
5 1 (0.25%) Consul
5 1 (0.25%) Hadoop YARN
5 1 (0.25%) Oozie
5 1 (0.25%) Terraform
Vendors
1 23 (5.85%) Microsoft
2 20 (5.09%) Yahoo!
3 19 (4.83%) YouTube
4 15 (3.82%) Google
5 10 (2.54%) Databricks
6 9 (2.29%) Cisco
7 7 (1.78%) Dell
8 5 (1.27%) ESRI
9 4 (1.02%) Atlassian
9 4 (1.02%) Oracle
9 4 (1.02%) Salesforce.com
10 2 (0.51%) comScore
10 2 (0.51%) Facebook
10 2 (0.51%) Teradata
11 1 (0.25%) Apple
11 1 (0.25%) Brio
11 1 (0.25%) Cloudera
11 1 (0.25%) Foundry
11 1 (0.25%) Palantir
11 1 (0.25%) SAP