NumPy Job Trends in England

NumPy
UK > England

The table below provides summary statistics and salary benchmarking for jobs advertised in England requiring NumPy skills. It covers permanent job vacancies from the 6 months leading up to 25 January 2026, with comparisons to the same periods in the previous two years.

6 months to
25 Jan 2026
Same period 2025 Same period 2024
Rank 534 404 595
Rank change year-on-year -130 +191 +153
Permanent jobs citing NumPy 83 289 141
As % of all permanent jobs in England 0.15% 0.61% 0.24%
As % of the Libraries, Frameworks & Software Standards category 1.30% 2.80% 1.00%
Number of salaries quoted 56 230 115
10th Percentile £52,500 £62,700 £57,500
25th Percentile £97,500 £78,125 £76,250
Median annual salary (50th Percentile) £122,500 £105,000 £112,500
Median % change year-on-year +16.67% -6.67% +40.63%
75th Percentile £137,500 £122,500 £140,000
90th Percentile - £147,500 £155,000
UK median annual salary £122,500 £105,000 £111,250
% change year-on-year +16.67% -5.62% +39.06%

All Software Libraries and Frameworks
England

NumPy falls under the Software Libraries and Frameworks category. For comparison with the information above, the following table provides summary statistics for all permanent job vacancies requiring technical specification, industry standards, software libraries and framework skills in England.

Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 6,386 10,305 14,041
As % of all permanent jobs advertised in England 11.57% 21.67% 23.66%
Number of salaries quoted 4,872 6,040 11,896
10th Percentile £36,250 £41,250 £38,750
25th Percentile £50,000 £51,250 £47,500
Median annual salary (50th Percentile) £65,000 £67,500 £62,500
Median % change year-on-year -3.70% +8.00% -9.19%
75th Percentile £85,000 £87,500 £83,750
90th Percentile £110,000 £110,000 £105,000
UK median annual salary £65,000 £65,000 £62,500
% change year-on-year - +4.00% -7.41%

NumPy
Job Vacancy Trend in England

Historical trend showing the proportion of permanent IT job postings citing NumPy relative to all permanent IT jobs advertised in England.

NumPy job vacancy trend in England

NumPy
Salary Trend in England

Salary distribution trend for jobs in England citing NumPy.

Salary distribution trend for jobs in England citing NumPy

NumPy
Salary Histogram in England

Salary distribution for jobs citing NumPy in England over the 6 months to 25 January 2026.

Salary histogram for NumPy in England

NumPy
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing NumPy within the England region over the 6 months to 25 January 2026. 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
London -114 69 £130,000 +23.81% 50
East of England +23 5 £61,250 - 33
South East +20 5 £50,000 -35.48% 66
South West -9 3 £42,500 -5.56% 23
North of England +5 1 £71,000 +67.06% 44
Yorkshire - 1 £71,000 - 20
NumPy
UK

NumPy
Co-Occurring Skills & Capabilities in England by Category

The following tables expand on the one above by listing co-occurrences grouped by category. They cover the same employment type, locality and period, with up to 20 co-occurrences shown in each category:

Application Platforms
1 42 (50.60%) Apache Airflow
2 22 (26.51%) Apache
3 11 (13.25%) Appian
4 6 (7.23%) Apache Spark
5 4 (4.82%) Jupyter
Business Applications
1 4 (4.82%) Dynamics CRM
Cloud Services
1 56 (67.47%) AWS
2 44 (53.01%) dbt
3 35 (42.17%) GCP
4 28 (33.73%) Azure
5 24 (28.92%) Snowflake
6 12 (14.46%) Azure AI
7 11 (13.25%) Anthropic Claude
7 11 (13.25%) Azure Data Factory
7 11 (13.25%) Power Automate
8 6 (7.23%) Amazon SageMaker
9 4 (4.82%) Azure DevOps
9 4 (4.82%) Azure Machine Learning
9 4 (4.82%) Dynamics 365
9 4 (4.82%) Fivetran
9 4 (4.82%) GitHub
9 4 (4.82%) GitHub Actions
9 4 (4.82%) Google Data Studio
9 4 (4.82%) Power Platform
9 4 (4.82%) SaaS
10 3 (3.61%) Amazon S3
Communications & Networking
1 1 (1.20%) LTE
1 1 (1.20%) Software-Defined Radio
1 1 (1.20%) Wi-Fi
1 1 (1.20%) Wireless
Database & Business Intelligence
1 40 (48.19%) Amazon Athena
2 39 (46.99%) Apache Arrow
2 39 (46.99%) Apache Iceberg
2 39 (46.99%) Dremio
3 21 (25.30%) Data Lake
3 21 (25.30%) PostgreSQL
4 19 (22.89%) Apache Ignite
5 15 (18.07%) SQL Server
6 11 (13.25%) Pinecone
7 9 (10.84%) Tableau
8 6 (7.23%) Big Data
8 6 (7.23%) Data Warehouse
9 4 (4.82%) Amazon Redshift
9 4 (4.82%) BigQuery
9 4 (4.82%) Looker
9 4 (4.82%) NoSQL
9 4 (4.82%) Power BI
10 3 (3.61%) Hadoop
11 2 (2.41%) DynamoDB
11 2 (2.41%) Relational Database
Development Applications
1 11 (13.25%) MLflow
2 6 (7.23%) Git
General
1 63 (75.90%) Finance
2 41 (49.40%) Front Office
3 24 (28.92%) Social Skills
4 20 (24.10%) Banking
4 20 (24.10%) Investment Banking
5 8 (9.64%) Retail
6 7 (8.43%) Analytical Skills
6 7 (8.43%) Marketing
7 6 (7.23%) Manufacturing
8 4 (4.82%) Telecoms
9 2 (2.41%) Electronics
9 2 (2.41%) Public Sector
10 1 (1.20%) Documentation Skills
10 1 (1.20%) Financial Institution
10 1 (1.20%) Inclusion and Diversity
10 1 (1.20%) Law
10 1 (1.20%) Legal
Job Titles
1 41 (49.40%) Python Engineer
2 39 (46.99%) AWS Engineer
2 39 (46.99%) AWS Software Engineer
2 39 (46.99%) Python Software Engineer
2 39 (46.99%) Software Engineer
3 31 (37.35%) Developer
4 27 (32.53%) Senior
5 25 (30.12%) Python Developer
6 20 (24.10%) AWS Developer
6 20 (24.10%) Developer/Software Engineer
7 19 (22.89%) Java Engineer
7 19 (22.89%) Java Software Engineer
8 17 (20.48%) Senior Java Engineer
8 17 (20.48%) Senior Java Software Engineer
8 17 (20.48%) Senior Software Engineer
9 14 (16.87%) Artificial Intelligence Engineer
10 11 (13.25%) Automation Engineer
11 7 (8.43%) Data Scientist
12 5 (6.02%) Data Engineer
12 5 (6.02%) Senior Data Scientist
Libraries, Frameworks & Software Standards
1 82 (98.80%) Pandas
2 42 (50.60%) SciPy
3 30 (36.14%) scikit-learn
4 27 (32.53%) PyTorch
5 20 (24.10%) AngularJS
5 20 (24.10%) Node.js
5 20 (24.10%) React
5 20 (24.10%) Vue
6 19 (22.89%) gRPC
6 19 (22.89%) Protocol Buffers
6 19 (22.89%) TensorFlow
7 16 (19.28%) Hugging Face
8 14 (16.87%) FastAPI
8 14 (16.87%) Flask
8 14 (16.87%) pytest
8 14 (16.87%) REST
9 11 (13.25%) Django
9 11 (13.25%) OAuth
9 11 (13.25%) RESTful
9 11 (13.25%) Web Services
Miscellaneous
1 39 (46.99%) Equities
1 39 (46.99%) Fixed Income
1 39 (46.99%) Foreign Exchange (FX)
2 21 (25.30%) Hedge funds
3 19 (22.89%) Derivative
3 19 (22.89%) Pricing Data
4 11 (13.25%) Legacy Systems
4 11 (13.25%) Low-Code
5 7 (8.43%) Algorithms
6 3 (3.61%) Cloud Native
7 2 (2.41%) Distributed Computing
8 1 (1.20%) AI Agents
8 1 (1.20%) Blockchain
8 1 (1.20%) FPGA
8 1 (1.20%) Self-Motivation
Operating Systems
1 2 (2.41%) Unix
2 1 (1.20%) Linux
Processes & Methodologies
1 45 (54.22%) Software Engineering
2 42 (50.60%) Agile
3 40 (48.19%) Asset Management
4 39 (46.99%) Investment Management
5 37 (44.58%) Machine Learning
6 31 (37.35%) AI
7 24 (28.92%) CI/CD
8 23 (27.71%) ETL
9 22 (26.51%) LLM
9 22 (26.51%) MLOps
9 22 (26.51%) Risk Management
10 21 (25.30%) Fintech
11 20 (24.10%) Order Management
11 20 (24.10%) Performance Attribution
12 19 (22.89%) Data Science
13 18 (21.69%) Containerisation
13 18 (21.69%) Data Engineering
13 18 (21.69%) Natural Language Processing
14 17 (20.48%) Data Pipeline
14 17 (20.48%) Validation
Programming Languages
1 83 (100.00%) Python
2 39 (46.99%) JavaScript
2 39 (46.99%) TypeScript
3 31 (37.35%) SQL
4 19 (22.89%) Java
5 6 (7.23%) R
6 4 (4.82%) Data Analysis Expressions
7 3 (3.61%) Bicep
8 2 (2.41%) Bash
9 1 (1.20%) C
9 1 (1.20%) C++
9 1 (1.20%) MATLAB
Qualifications
1 9 (10.84%) Degree
2 7 (8.43%) Master's Degree
3 4 (4.82%) PhD
4 2 (2.41%) AWS Certification
4 2 (2.41%) Computer Science Degree
5 1 (1.20%) SC Cleared
5 1 (1.20%) Security Cleared
Quality Assurance & Compliance
1 15 (18.07%) Data Quality
System Software
1 21 (25.30%) Docker
Systems Management
1 15 (18.07%) Kubernetes
Vendors
1 17 (20.48%) OpenAI
2 11 (13.25%) Automation Anywhere
2 11 (13.25%) UiPath
3 8 (9.64%) Google
4 5 (6.02%) Alteryx
5 4 (4.82%) HubSpot
5 4 (4.82%) Salesforce
5 4 (4.82%) Talend
5 4 (4.82%) Zoho
6 2 (2.41%) SAP
7 1 (1.20%) Databricks
7 1 (1.20%) Foundry
7 1 (1.20%) Microsoft