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

6 months to
9 May 2024
Same period 2023 Same period 2022
Rank 530 719 683
Rank change year-on-year +189 -36 -13
Permanent jobs citing NumPy 405 257 631
As % of all permanent jobs advertised in the UK 0.41% 0.25% 0.40%
As % of the Libraries, Frameworks & Software Standards category 1.92% 0.84% 0.99%
Number of salaries quoted 305 206 342
10th Percentile £60,000 £48,750 £56,250
25th Percentile £85,000 £62,500 £66,250
Median annual salary (50th Percentile) £120,000 £80,000 £85,000
Median % change year-on-year +50.00% -5.88% +4.62%
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 21,062 30,550 63,922
As % of all permanent jobs advertised in the UK 21.25% 30.15% 40.74%
Number of salaries quoted 15,764 18,827 29,914
10th Percentile £36,250 £40,750 £37,500
25th Percentile £45,000 £50,000 £47,500
Median annual salary (50th Percentile) £60,000 £67,500 £62,500
Median % change year-on-year -11.11% +8.00% +13.64%
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 9 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 9 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 +175 336 £125,000 +56.25% 79
London +180 277 £135,000 +58.82% 49
Work from Home +161 253 £135,000 +58.82% 40
UK excluding London +49 120 £65,000 +18.18% 31
Scotland -6 63 £60,000 - 1
South West -7 22 £65,000 +23.81% 3
South East -5 17 £45,000 -35.71% 8
East of England +23 9 £70,000 -6.67% 9
North of England +44 7 £60,000 +41.18% 3
North West +12 4 £55,000 +4.76% 2
Yorkshire +81 2 £85,000 +100.00%
West Midlands -3 2 £75,000 +42.86% 3
Midlands -25 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
1 225 (55.56%) Apache
2 221 (54.57%) Apache Airflow
3 8 (1.98%) Apache Spark
4 6 (1.48%) nginx
Applications
1 8 (1.98%) GNU Octave
2 2 (0.49%) InDesign
3 1 (0.25%) Microsoft Excel
3 1 (0.25%) Spreadsheet
Cloud Services
1 266 (65.68%) AWS
2 217 (53.58%) dbt
3 185 (45.68%) Snowflake
4 126 (31.11%) GCP
5 31 (7.65%) Azure
6 22 (5.43%) GitHub
7 7 (1.73%) Cloud Computing
7 7 (1.73%) GitHub Actions
7 7 (1.73%) Serverless
8 6 (1.48%) Power Platform
9 5 (1.23%) WhatsApp
10 4 (0.99%) AWS Lambda
10 4 (0.99%) PowerApps
10 4 (0.99%) SaaS
11 3 (0.74%) Amazon ECS
11 3 (0.74%) Amazon S3
11 3 (0.74%) Amazon SageMaker
11 3 (0.74%) AWS CodeCommit
12 2 (0.49%) Amazon EKS
12 2 (0.49%) Azure DevOps
Communications & Networking
1 4 (0.99%) FTP
Database & Business Intelligence
1 216 (53.33%) Amazon Athena
2 215 (53.09%) Apache Arrow
2 215 (53.09%) Apache Ignite
2 215 (53.09%) Dremio
3 184 (45.43%) Data Lake
4 63 (15.56%) NoSQL
5 16 (3.95%) PostgreSQL
6 10 (2.47%) Redis
7 9 (2.22%) GIS
8 7 (1.73%) MongoDB
9 6 (1.48%) Big Data
9 6 (1.48%) Relational Database
9 6 (1.48%) SQL Server
10 5 (1.23%) Amazon Redshift
11 4 (0.99%) Hadoop
11 4 (0.99%) MySQL
12 3 (0.74%) Amazon RDS
12 3 (0.74%) DynamoDB
13 2 (0.49%) BigQuery
13 2 (0.49%) Electronic Patient Records
Development Applications
1 21 (5.19%) Git
2 4 (0.99%) Visual Studio Code
3 3 (0.74%) Cypress.io
4 2 (0.49%) GitLab
4 2 (0.49%) Jenkins
4 2 (0.49%) TensorBoard
5 1 (0.25%) JIRA
5 1 (0.25%) webpack
General
1 304 (75.06%) Finance
2 223 (55.06%) Front Office
3 203 (50.12%) Banking
3 203 (50.12%) Investment Banking
4 66 (16.30%) Law
5 65 (16.05%) Marketing
6 63 (15.56%) Inclusion and Diversity
7 60 (14.81%) Financial Institution
8 24 (5.93%) Social Skills
9 8 (1.98%) Aerospace
9 8 (1.98%) Analytical Skills
9 8 (1.98%) Aviation
9 8 (1.98%) Electronics
9 8 (1.98%) Public Sector
10 6 (1.48%) Manufacturing
10 6 (1.48%) Telecoms
11 4 (0.99%) Automotive
12 1 (0.25%) Back Office
12 1 (0.25%) Pharmaceutical
12 1 (0.25%) Retail
Job Titles
1 150 (37.04%) Software Engineer
2 110 (27.16%) Developer
3 99 (24.44%) Lead
4 94 (23.21%) Python Engineer
5 89 (21.98%) Python Software Engineer
6 83 (20.49%) AWS Engineer
6 83 (20.49%) AWS Software Engineer
7 81 (20.00%) Senior
8 70 (17.28%) Python Developer
9 69 (17.04%) Senior Software Engineer
10 68 (16.79%) Java Engineer
10 68 (16.79%) Java Software Engineer
11 67 (16.54%) Developer/Software Engineer
12 59 (14.57%) Engineering Manager
12 59 (14.57%) Software Engineering Manager
13 57 (14.07%) Software Developer
14 46 (11.36%) Lead Developer
14 46 (11.36%) Team Leader
15 45 (11.11%) Architect
16 44 (10.86%) Solutions Architect
Libraries, Frameworks & Software Standards
1 348 (85.93%) Pandas
2 228 (56.30%) SciPy
3 215 (53.09%) gRPC
3 215 (53.09%) Protocol Buffers
4 41 (10.12%) TensorFlow
5 33 (8.15%) PyTorch
6 28 (6.91%) React
7 24 (5.93%) scikit-learn
8 21 (5.19%) Keras
9 18 (4.44%) AngularJS
9 18 (4.44%) Flask
10 17 (4.20%) Node.js
11 15 (3.70%) Django
11 15 (3.70%) Redux
12 14 (3.46%) FastAPI
13 12 (2.96%) Vue
14 9 (2.22%) .NET
14 9 (2.22%) Celery
14 9 (2.22%) Dask
14 9 (2.22%) SpaCy
Miscellaneous
1 214 (52.84%) Fixed Income
2 208 (51.36%) Hedge funds
3 200 (49.38%) Equities
4 198 (48.89%) Derivative
4 198 (48.89%) Foreign Exchange (FX)
5 59 (14.57%) Cloud Native
5 59 (14.57%) Market Risk
6 33 (8.15%) Algorithms
7 28 (6.91%) Pricing Data
8 5 (1.23%) Greenfield Project
8 5 (1.23%) Linux Command Line
9 4 (0.99%) Client/Server
10 3 (0.74%) Distributed Systems
10 3 (0.74%) Onboarding
10 3 (0.74%) Renewable Energy
11 2 (0.49%) Data Structures
11 2 (0.49%) Distributed Computing
11 2 (0.49%) Product Ownership
12 1 (0.25%) Credit Risk
12 1 (0.25%) Enterprise Software
Operating Systems
1 27 (6.67%) Linux
2 7 (1.73%) Windows
3 2 (0.49%) Android
4 1 (0.25%) Ubuntu
Processes & Methodologies
1 316 (78.02%) Agile
2 311 (76.79%) Software Engineering
3 220 (54.32%) Asset Management
4 191 (47.16%) Investment Management
5 97 (23.95%) Computer Science
6 95 (23.46%) Mathematics
7 81 (20.00%) Line Management
8 80 (19.75%) CI/CD
8 80 (19.75%) Greeks
9 73 (18.02%) Machine Learning
10 66 (16.30%) Analytics
11 63 (15.56%) Continuous Delivery
12 62 (15.31%) SDLC
13 60 (14.81%) Data Science
14 41 (10.12%) Artificial Intelligence
15 38 (9.38%) Statistics
16 30 (7.41%) Visualisation
17 27 (6.67%) Data Engineering
18 23 (5.68%) Business Intelligence
18 23 (5.68%) Mentoring
Programming Languages
1 405 (100.00%) Python
2 223 (55.06%) JavaScript
3 218 (53.83%) TypeScript
4 207 (51.11%) Java
5 100 (24.69%) SQL
6 24 (5.93%) MATLAB
7 17 (4.20%) Scala
8 13 (3.21%) Ruby
9 8 (1.98%) C#
10 7 (1.73%) C++
11 4 (0.99%) C
11 4 (0.99%) Clojure
11 4 (0.99%) Groovy
11 4 (0.99%) T-SQL
12 2 (0.49%) Bash
13 1 (0.25%) Gremlin
13 1 (0.25%) R
13 1 (0.25%) Shell Script
Qualifications
1 53 (13.09%) Degree
2 18 (4.44%) Security Cleared
3 17 (4.20%) Master's Degree
3 17 (4.20%) PhD
4 16 (3.95%) DV Cleared
5 10 (2.47%) Computer Science Degree
Quality Assurance & Compliance
1 81 (20.00%) Data Quality
2 5 (1.23%) QA
3 4 (0.99%) MiFID
System Software
1 22 (5.43%) Docker
Systems Management
1 8 (1.98%) Terraform
2 7 (1.73%) Kubernetes
Vendors
1 7 (1.73%) SAP
2 5 (1.23%) Dataiku
3 4 (0.99%) Bloomberg
3 4 (0.99%) Reuters
4 2 (0.49%) Adobe
4 2 (0.49%) 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