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 12 January 2026, with comparisons to the same periods in the previous two years.

6 months to
12 Jan 2026
Same period 2025 Same period 2024
Rank 502 395 557
Rank change year-on-year -107 +162 +170
Permanent jobs citing NumPy 95 304 134
As % of all permanent jobs in England 0.18% 0.63% 0.27%
As % of the Libraries, Frameworks & Software Standards category 1.54% 2.93% 1.11%
Number of salaries quoted 69 246 114
10th Percentile £56,000 £66,875 £57,500
25th Percentile £100,000 £77,500 £77,188
Median annual salary (50th Percentile) £115,000 £105,000 £112,500
Median % change year-on-year +9.52% -6.67% +40.63%
75th Percentile £137,500 £122,500 £143,438
90th Percentile - £147,500 £155,000
UK median annual salary £115,000 £105,000 £112,500
% change year-on-year +9.52% -6.67% +40.63%

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 6,158 10,364 12,112
As % of all permanent jobs advertised in England 11.79% 21.55% 24.39%
Number of salaries quoted 4,735 6,085 10,182
10th Percentile £36,100 £41,250 £40,059
25th Percentile £50,000 £50,000 £50,000
Median annual salary (50th Percentile) £65,000 £65,000 £65,000
Median % change year-on-year - - -3.70%
75th Percentile £85,000 £87,348 £85,000
90th Percentile £110,000 £110,000 £109,875
UK median annual salary £65,000 £65,000 £65,000
% change year-on-year - - -3.70%

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 12 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 12 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 -97 82 £130,000 +20.93% 60
East of England +26 5 £61,250 - 9
South East +19 4 £46,250 -40.32% 42
South West +6 3 £42,500 -5.56% 6
North of England +11 1 £71,000 +67.06% 22
Yorkshire - 1 £71,000 - 10
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 55 (57.89%) Apache Airflow
2 32 (33.68%) Apache
3 9 (9.47%) Appian
4 6 (6.32%) Apache Spark
5 4 (4.21%) Jupyter
Business Applications
1 4 (4.21%) Dynamics CRM
Cloud Services
1 69 (72.63%) AWS
2 57 (60.00%) dbt
3 38 (40.00%) GCP
4 34 (35.79%) Snowflake
5 27 (28.42%) Azure
6 10 (10.53%) Azure AI
7 9 (9.47%) Anthropic Claude
7 9 (9.47%) Azure Data Factory
7 9 (9.47%) Power Automate
8 6 (6.32%) Amazon SageMaker
9 5 (5.26%) Power Platform
10 4 (4.21%) Azure DevOps
10 4 (4.21%) Azure Machine Learning
10 4 (4.21%) Dynamics 365
10 4 (4.21%) Fivetran
10 4 (4.21%) GitHub
10 4 (4.21%) GitHub Actions
10 4 (4.21%) Google Data Studio
10 4 (4.21%) SaaS
11 3 (3.16%) Amazon S3
Communications & Networking
1 1 (1.05%) LTE
1 1 (1.05%) Software-Defined Radio
1 1 (1.05%) Wi-Fi
1 1 (1.05%) Wireless
Database & Business Intelligence
1 53 (55.79%) Amazon Athena
2 52 (54.74%) Apache Arrow
2 52 (54.74%) Apache Iceberg
2 52 (54.74%) Dremio
3 31 (32.63%) Data Lake
4 29 (30.53%) Apache Ignite
5 24 (25.26%) PostgreSQL
6 13 (13.68%) SQL Server
7 9 (9.47%) Pinecone
7 9 (9.47%) Tableau
8 6 (6.32%) Big Data
8 6 (6.32%) Data Warehouse
9 5 (5.26%) Power BI
10 4 (4.21%) Amazon Redshift
10 4 (4.21%) BigQuery
10 4 (4.21%) Looker
10 4 (4.21%) NoSQL
11 3 (3.16%) Hadoop
11 3 (3.16%) Relational Database
12 2 (2.11%) DynamoDB
Development Applications
1 9 (9.47%) MLflow
2 6 (6.32%) Git
General
1 74 (77.89%) Finance
2 54 (56.84%) Front Office
3 30 (31.58%) Banking
3 30 (31.58%) Investment Banking
4 22 (23.16%) Social Skills
5 8 (8.42%) Analytical Skills
5 8 (8.42%) Retail
6 7 (7.37%) Marketing
7 6 (6.32%) Manufacturing
8 5 (5.26%) Telecoms
9 2 (2.11%) Electronics
9 2 (2.11%) Public Sector
10 1 (1.05%) Documentation Skills
10 1 (1.05%) Financial Institution
10 1 (1.05%) Inclusion and Diversity
10 1 (1.05%) Law
10 1 (1.05%) Legal
Job Titles
1 54 (56.84%) Python Engineer
2 52 (54.74%) AWS Engineer
2 52 (54.74%) AWS Software Engineer
2 52 (54.74%) Python Software Engineer
2 52 (54.74%) Software Engineer
3 37 (38.95%) Senior
4 33 (34.74%) Developer
5 29 (30.53%) Java Engineer
5 29 (30.53%) Java Software Engineer
6 27 (28.42%) Python Developer
6 27 (28.42%) Senior Java Engineer
6 27 (28.42%) Senior Java Software Engineer
6 27 (28.42%) Senior Software Engineer
7 23 (24.21%) AWS Developer
7 23 (24.21%) Developer/Software Engineer
8 13 (13.68%) Artificial Intelligence Engineer
9 9 (9.47%) Automation Engineer
10 8 (8.42%) Data Scientist
11 5 (5.26%) Data Engineer
11 5 (5.26%) Senior Data Scientist
Libraries, Frameworks & Software Standards
1 94 (98.95%) Pandas
2 55 (57.89%) SciPy
3 29 (30.53%) gRPC
3 29 (30.53%) Protocol Buffers
3 29 (30.53%) scikit-learn
4 25 (26.32%) PyTorch
5 23 (24.21%) AngularJS
5 23 (24.21%) Node.js
5 23 (24.21%) React
5 23 (24.21%) Vue
6 17 (17.89%) TensorFlow
7 14 (14.74%) Hugging Face
8 12 (12.63%) FastAPI
8 12 (12.63%) Flask
8 12 (12.63%) pytest
8 12 (12.63%) REST
9 9 (9.47%) Django
9 9 (9.47%) OAuth
9 9 (9.47%) RESTful
9 9 (9.47%) Web Services
Miscellaneous
1 52 (54.74%) Equities
1 52 (54.74%) Fixed Income
1 52 (54.74%) Foreign Exchange (FX)
2 31 (32.63%) Hedge funds
3 29 (30.53%) Derivative
3 29 (30.53%) Pricing Data
4 10 (10.53%) Legacy Systems
5 9 (9.47%) Low-Code
6 6 (6.32%) Algorithms
7 3 (3.16%) Cloud Native
8 2 (2.11%) Distributed Computing
9 1 (1.05%) AI Agents
9 1 (1.05%) Blockchain
9 1 (1.05%) FPGA
9 1 (1.05%) Self-Motivation
Operating Systems
1 2 (2.11%) Unix
2 1 (1.05%) Linux
Processes & Methodologies
1 58 (61.05%) Software Engineering
2 55 (57.89%) Agile
3 53 (55.79%) Asset Management
4 52 (54.74%) Investment Management
5 37 (38.95%) Machine Learning
6 30 (31.58%) AI
7 25 (26.32%) Risk Management
8 24 (25.26%) Fintech
9 23 (24.21%) Order Management
9 23 (24.21%) Performance Attribution
10 22 (23.16%) CI/CD
11 21 (22.11%) Data Science
11 21 (22.11%) ETL
11 21 (22.11%) LLM
11 21 (22.11%) MLOps
12 16 (16.84%) Analytics
12 16 (16.84%) Containerisation
12 16 (16.84%) Data Engineering
12 16 (16.84%) Natural Language Processing
13 15 (15.79%) Data Pipeline
Programming Languages
1 95 (100.00%) Python
2 52 (54.74%) JavaScript
2 52 (54.74%) TypeScript
3 30 (31.58%) SQL
4 29 (30.53%) Java
5 6 (6.32%) R
6 4 (4.21%) Data Analysis Expressions
7 3 (3.16%) Bicep
8 2 (2.11%) Bash
9 1 (1.05%) C
9 1 (1.05%) C++
9 1 (1.05%) MATLAB
Qualifications
1 10 (10.53%) Degree
2 8 (8.42%) Master's Degree
3 4 (4.21%) PhD
4 2 (2.11%) AWS Certification
4 2 (2.11%) Computer Science Degree
5 1 (1.05%) SC Cleared
5 1 (1.05%) Security Cleared
Quality Assurance & Compliance
1 13 (13.68%) Data Quality
System Software
1 19 (20.00%) Docker
Systems Management
1 13 (13.68%) Kubernetes
Vendors
1 16 (16.84%) OpenAI
2 9 (9.47%) Automation Anywhere
2 9 (9.47%) Google
2 9 (9.47%) UiPath
3 5 (5.26%) Alteryx
4 4 (4.21%) HubSpot
4 4 (4.21%) Salesforce
4 4 (4.21%) Talend
4 4 (4.21%) Zoho
5 2 (2.11%) Microsoft
5 2 (2.11%) SAP
6 1 (1.05%) Databricks
6 1 (1.05%) Foundry