NumPy
UK

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 7 May 2024 with a comparison to the same period in the previous 2 years.

6 months to
7 May 2024
Same period 2023 Same period 2022
Rank 542 739 689
Rank change year-on-year +197 -50 -26
Permanent jobs citing NumPy 395 258 630
As % of all permanent jobs advertised in the UK 0.40% 0.25% 0.40%
As % of the Libraries, Frameworks & Software Standards category 1.88% 0.84% 0.98%
Number of salaries quoted 297 207 341
10th Percentile £59,500 £48,750 £56,250
25th Percentile £85,000 £62,500 £66,250
Median annual salary (50th Percentile) £125,000 £80,000 £85,000
Median % change year-on-year +56.25% -5.88% +3.03%
75th Percentile £148,750 £112,500 £108,750
90th Percentile £165,000 £142,500 £122,500
UK excluding London median annual salary £65,000 £55,000 £67,500
% change year-on-year +18.18% -18.52% +17.39%

All Software Libraries and Frameworks
UK

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.

Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 20,989 30,626 64,106
As % of all permanent jobs advertised in the UK 21.31% 30.16% 40.72%
Number of salaries quoted 15,696 18,846 30,127
10th Percentile £36,250 £41,000 £37,500
25th Percentile £45,000 £50,000 £47,500
Median annual salary (50th Percentile) £60,000 £67,500 £62,750
Median % change year-on-year -11.11% +7.57% +14.09%
75th Percentile £78,750 £87,500 £82,500
90th Percentile £100,000 £106,250 £100,000
UK excluding London median annual salary £55,000 £57,500 £55,000
% change year-on-year -4.35% +4.55% +10.00%

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 7 May 2024.

Salary histogram for NumPy in the UK

NumPy
Top 14 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 7 May 2024. 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 +154 326 £132,500 +65.63% 85
London +189 266 £135,000 +58.82% 52
Work from Home +158 242 £135,000 +58.82% 45
UK excluding London +36 121 £65,000 +18.18% 34
Scotland -3 63 £60,000 - 2
South West -15 23 £65,000 +23.81% 3
South East +16 17 £45,000 -35.71% 9
East of England +19 9 £70,000 -6.67% 10
North of England +34 7 £60,000 +41.18% 4
North West +12 4 £55,000 +4.76% 3
Yorkshire +72 2 £85,000 +100.00%
West Midlands +2 2 £75,000 +42.86% 3
Midlands -13 2 £75,000 +42.86% 5
North East - 1 £75,000 - 1

NumPy
Co-occurring Skills and Capabilities by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same employment type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 215 (54.43%) Apache
2 212 (53.67%) Apache Airflow
3 8 (2.03%) Apache Spark
4 6 (1.52%) nginx
Applications
1 8 (2.03%) GNU Octave
2 2 (0.51%) InDesign
3 1 (0.25%) Microsoft Excel
3 1 (0.25%) Spreadsheet
Cloud Services
1 254 (64.30%) AWS
2 208 (52.66%) dbt
3 175 (44.30%) Snowflake
4 126 (31.90%) GCP
5 31 (7.85%) Azure
6 22 (5.57%) GitHub
7 8 (2.03%) Serverless
8 7 (1.77%) GitHub Actions
9 6 (1.52%) Cloud Computing
9 6 (1.52%) Power Platform
10 4 (1.01%) Amazon SageMaker
10 4 (1.01%) AWS Lambda
10 4 (1.01%) PowerApps
10 4 (1.01%) SaaS
10 4 (1.01%) WhatsApp
11 3 (0.76%) Amazon S3
11 3 (0.76%) AWS CodeCommit
12 2 (0.51%) Amazon EKS
12 2 (0.51%) Amazon EMR
12 2 (0.51%) Azure DevOps
Communications & Networking
1 3 (0.76%) FTP
Database & Business Intelligence
1 206 (52.15%) Amazon Athena
2 205 (51.90%) Apache Arrow
2 205 (51.90%) Apache Ignite
2 205 (51.90%) Dremio
3 174 (44.05%) Data Lake
4 63 (15.95%) NoSQL
5 15 (3.80%) PostgreSQL
6 10 (2.53%) Redis
7 9 (2.28%) GIS
8 6 (1.52%) Big Data
8 6 (1.52%) MongoDB
8 6 (1.52%) Relational Database
9 5 (1.27%) Amazon Redshift
9 5 (1.27%) SQL Server
10 4 (1.01%) Hadoop
10 4 (1.01%) MySQL
11 2 (0.51%) BigQuery
11 2 (0.51%) DynamoDB
11 2 (0.51%) Electronic Patient Records
11 2 (0.51%) Power BI
Development Applications
1 21 (5.32%) Git
2 4 (1.01%) Visual Studio Code
3 2 (0.51%) GitLab
3 2 (0.51%) Jenkins
3 2 (0.51%) TensorBoard
4 1 (0.25%) Cypress.io
4 1 (0.25%) JIRA
General
1 291 (73.67%) Finance
2 212 (53.67%) Front Office
3 193 (48.86%) Banking
3 193 (48.86%) Investment Banking
4 65 (16.46%) Marketing
5 64 (16.20%) Law
6 61 (15.44%) Inclusion and Diversity
7 60 (15.19%) Financial Institution
8 24 (6.08%) Social Skills
9 9 (2.28%) Analytical Skills
10 8 (2.03%) Aerospace
10 8 (2.03%) Aviation
10 8 (2.03%) Electronics
10 8 (2.03%) Public Sector
11 6 (1.52%) Manufacturing
11 6 (1.52%) Telecoms
12 4 (1.01%) Automotive
13 1 (0.25%) Back Office
13 1 (0.25%) Pharmaceutical
13 1 (0.25%) Retail
Job Titles
1 140 (35.44%) Software Engineer
2 109 (27.59%) Developer
3 98 (24.81%) Lead
4 86 (21.77%) Python Engineer
5 81 (20.51%) Python Software Engineer
6 75 (18.99%) AWS Engineer
6 75 (18.99%) AWS Software Engineer
7 72 (18.23%) Senior
8 69 (17.47%) Python Developer
9 67 (16.96%) Developer/Software Engineer
10 61 (15.44%) Java Engineer
10 61 (15.44%) Java Software Engineer
11 59 (14.94%) Engineering Manager
11 59 (14.94%) Senior Software Engineer
11 59 (14.94%) Software Engineering Manager
12 57 (14.43%) Software Developer
13 46 (11.65%) Lead Developer
13 46 (11.65%) Team Leader
14 45 (11.39%) Architect
15 44 (11.14%) Solutions Architect
Libraries, Frameworks & Software Standards
1 337 (85.32%) Pandas
2 218 (55.19%) SciPy
3 205 (51.90%) gRPC
3 205 (51.90%) Protocol Buffers
4 42 (10.63%) TensorFlow
5 33 (8.35%) PyTorch
6 25 (6.33%) React
7 24 (6.08%) scikit-learn
8 22 (5.57%) Keras
9 17 (4.30%) AngularJS
9 17 (4.30%) Flask
10 15 (3.80%) Django
10 15 (3.80%) Node.js
11 13 (3.29%) FastAPI
11 13 (3.29%) Redux
12 12 (3.04%) Vue
13 9 (2.28%) .NET
13 9 (2.28%) Celery
13 9 (2.28%) Dask
13 9 (2.28%) SpaCy
Miscellaneous
1 204 (51.65%) Fixed Income
2 197 (49.87%) Hedge funds
3 189 (47.85%) Equities
4 188 (47.59%) Derivative
4 188 (47.59%) Foreign Exchange (FX)
5 59 (14.94%) Cloud Native
5 59 (14.94%) Market Risk
6 35 (8.86%) Algorithms
7 22 (5.57%) Pricing Data
8 5 (1.27%) Greenfield Project
8 5 (1.27%) Linux Command Line
9 4 (1.01%) Client/Server
10 3 (0.76%) Distributed Systems
10 3 (0.76%) Onboarding
10 3 (0.76%) Renewable Energy
11 2 (0.51%) Data Structures
11 2 (0.51%) Distributed Computing
11 2 (0.51%) Product Ownership
12 1 (0.25%) Enterprise Software
12 1 (0.25%) iPad
Operating Systems
1 26 (6.58%) Linux
2 7 (1.77%) Windows
3 2 (0.51%) Android
4 1 (0.25%) Ubuntu
Processes & Methodologies
1 306 (77.47%) Agile
2 300 (75.95%) Software Engineering
3 208 (52.66%) Asset Management
4 179 (45.32%) Investment Management
5 97 (24.56%) Computer Science
6 95 (24.05%) Mathematics
7 81 (20.51%) Line Management
8 80 (20.25%) CI/CD
9 76 (19.24%) Greeks
10 75 (18.99%) Machine Learning
11 67 (16.96%) Analytics
12 62 (15.70%) Continuous Delivery
12 62 (15.70%) Data Science
12 62 (15.70%) SDLC
13 41 (10.38%) Artificial Intelligence
14 38 (9.62%) Statistics
15 31 (7.85%) Visualisation
16 29 (7.34%) Data Engineering
17 25 (6.33%) Mentoring
18 24 (6.08%) Business Intelligence
Programming Languages
1 395 (100.00%) Python
2 211 (53.42%) JavaScript
3 206 (52.15%) TypeScript
4 196 (49.62%) Java
5 98 (24.81%) SQL
6 26 (6.58%) MATLAB
7 16 (4.05%) Scala
8 13 (3.29%) Ruby
9 8 (2.03%) C#
10 7 (1.77%) C++
11 4 (1.01%) C
11 4 (1.01%) T-SQL
12 3 (0.76%) Clojure
12 3 (0.76%) Groovy
13 2 (0.51%) Bash
14 1 (0.25%) Gremlin
14 1 (0.25%) R
14 1 (0.25%) Shell Script
Qualifications
1 52 (13.16%) Degree
2 19 (4.81%) Security Cleared
3 17 (4.30%) DV Cleared
3 17 (4.30%) Master's Degree
3 17 (4.30%) PhD
4 10 (2.53%) Computer Science Degree
Quality Assurance & Compliance
1 77 (19.49%) Data Quality
2 5 (1.27%) QA
3 3 (0.76%) MiFID
System Software
1 22 (5.57%) Docker
Systems Management
1 8 (2.03%) Terraform
2 7 (1.77%) Kubernetes
Vendors
1 7 (1.77%) SAP
2 5 (1.27%) Dataiku
3 3 (0.76%) Bloomberg
3 3 (0.76%) Reuters
4 2 (0.51%) Adobe
4 2 (0.51%) Google
5 1 (0.25%) Databricks
5 1 (0.25%) Hitachi
5 1 (0.25%) Oracle
5 1 (0.25%) Samsung
5 1 (0.25%) Vertica