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 20 June 2026, with comparisons to the same periods in the previous two years.

6 months to
20 Jun 2026
Same period 2025 Same period 2024
Rank 597 418 417
Rank change year-on-year -179 -1 +220
Permanent jobs citing NumPy 107 219 531
As % of all permanent jobs in England 0.13% 0.55% 0.56%
As % of the Libraries, Frameworks & Software Standards category 1.22% 2.81% 2.88%
Number of salaries quoted 92 178 494
10th Percentile - £80,000 £71,250
25th Percentile £33,750 £100,000 £86,750
Median annual salary (50th Percentile) £37,500 £110,000 £135,000
Median % change year-on-year -65.91% -18.52% +80.00%
75th Percentile £60,000 £137,500 £148,750
90th Percentile £76,125 - £165,000
UK median annual salary £37,500 £110,000 £132,500
% change year-on-year -65.91% -16.98% +76.67%

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 8,782 7,804 18,433
As % of all permanent jobs advertised in England 10.49% 19.61% 19.28%
Number of salaries quoted 6,697 5,253 14,834
10th Percentile £41,250 £38,838 £36,250
25th Percentile £50,000 £51,250 £45,000
Median annual salary (50th Percentile) £65,000 £67,500 £60,000
Median % change year-on-year -3.70% +12.50% -11.11%
75th Percentile £85,000 £87,500 £80,000
90th Percentile £100,000 £115,000 £100,000
UK median annual salary £65,000 £66,295 £60,000
% change year-on-year -1.95% +10.49% -11.11%

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 20 June 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 20 June 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
North of England +6 35 £37,500 -58.33% 16
London -177 29 £60,000 -45.45% 25
North West +18 18 £37,500 -58.33% 10
South East -13 13 £60,000 -42.86% 19
Midlands -19 12 £37,500 +7.14% 8
Yorkshire - 12 £37,500 - 5
West Midlands -13 10 £37,500 +7.14% 3
South West -52 10 £37,500 - 11
East of England -17 5 £67,500 - 9
North East - 5 £37,500 - 2
East Midlands - 2 £48,750 - 5
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 49 (45.79%) Jupyter
2 10 (9.35%) Apache Airflow
3 8 (7.48%) Apache Spark
4 6 (5.61%) Appian
5 5 (4.67%) Apache
Applications
1 49 (45.79%) Chatbot
2 2 (1.87%) Microsoft Excel
2 2 (1.87%) Spreadsheet
3 1 (0.93%) Microsoft PowerPoint
3 1 (0.93%) Trello
Cloud Services
1 64 (59.81%) AWS
2 48 (44.86%) Cloud Computing
3 18 (16.82%) Azure
4 8 (7.48%) Anthropic Claude
5 7 (6.54%) Azure Data Factory
6 6 (5.61%) Azure AI
6 6 (5.61%) GCP
6 6 (5.61%) Power Automate
7 5 (4.67%) Prefect
8 4 (3.74%) Serverless
9 3 (2.80%) Amazon S3
9 3 (2.80%) Amazon SageMaker
9 3 (2.80%) AWS Lambda
9 3 (2.80%) SaaS
10 2 (1.87%) Azure DevOps
10 2 (1.87%) Google Gemini
10 2 (1.87%) Microsoft 365
10 2 (1.87%) OpenShift
10 2 (1.87%) Power Platform
10 2 (1.87%) Vertex AI
Communications & Networking
1 1 (0.93%) LTE
1 1 (0.93%) Software-Defined Radio
1 1 (0.93%) Wi-Fi
1 1 (0.93%) Wireless
Database & Business Intelligence
1 9 (8.41%) Pinecone
2 7 (6.54%) SQL Server
3 4 (3.74%) Data Warehouse
3 4 (3.74%) MongoDB
4 3 (2.80%) Amazon Athena
4 3 (2.80%) Big Data
4 3 (2.80%) MySQL
4 3 (2.80%) PostgreSQL
4 3 (2.80%) Relational Database
5 2 (1.87%) Hadoop
5 2 (1.87%) Neo4j
5 2 (1.87%) Power BI
5 2 (1.87%) Power Query
5 2 (1.87%) Tableau
6 1 (0.93%) Amazon Redshift
6 1 (0.93%) Apache Cassandra
6 1 (0.93%) DynamoDB
6 1 (0.93%) NoSQL
6 1 (0.93%) SQLPlus
Development Applications
1 48 (44.86%) Visual Studio Code
2 10 (9.35%) Git
3 6 (5.61%) MLflow
4 2 (1.87%) GitLab
4 2 (1.87%) Jenkins
5 1 (0.93%) JIRA
5 1 (0.93%) Poetry
General
1 62 (57.94%) Finance
2 49 (45.79%) Manufacturing
3 48 (44.86%) Retail
4 15 (14.02%) Social Skills
5 6 (5.61%) Analytical Skills
6 4 (3.74%) Banking
7 2 (1.87%) Front Office
7 2 (1.87%) Investment Banking
8 1 (0.93%) Inclusion and Diversity
8 1 (0.93%) Retail Banking
Job Titles
1 45 (42.06%) Artificial Intelligence Programmer
1 45 (42.06%) Programmer
1 45 (42.06%) Trainee
1 45 (42.06%) Trainee Programmer
2 30 (28.04%) Developer
3 25 (23.36%) Python Developer
4 8 (7.48%) Artificial Intelligence Engineer
5 7 (6.54%) Data Scientist
6 6 (5.61%) Automation Engineer
6 6 (5.61%) Data Engineer
7 5 (4.67%) Artificial Intelligence Developer
7 5 (4.67%) Lead
7 5 (4.67%) Senior
7 5 (4.67%) Senior Data Scientist
8 3 (2.80%) Consultant
8 3 (2.80%) Data Science Consultant
8 3 (2.80%) Junior Developer
8 3 (2.80%) Lead Data Scientist
8 3 (2.80%) Python Engineer
8 3 (2.80%) Security Consultant
Libraries, Frameworks & Software Standards
1 104 (97.20%) Pandas
2 71 (66.36%) scikit-learn
3 56 (52.34%) Hugging Face
4 53 (49.53%) Matplotlib
5 48 (44.86%) Streamlit
6 21 (19.63%) PyTorch
7 18 (16.82%) TensorFlow
8 12 (11.21%) Flask
9 11 (10.28%) FastAPI
10 10 (9.35%) Django
10 10 (9.35%) RESTful
11 9 (8.41%) REST
11 9 (8.41%) SciPy
12 7 (6.54%) pytest
13 6 (5.61%) OAuth
13 6 (5.61%) OpenAPI
13 6 (5.61%) OpenCV
13 6 (5.61%) Seaborn
13 6 (5.61%) Swagger
13 6 (5.61%) Web Services
Miscellaneous
1 73 (68.22%) Algorithms
2 6 (5.61%) Legacy Systems
2 6 (5.61%) Low-Code
3 5 (4.67%) Cloud Native
4 4 (3.74%) Distributed Computing
5 3 (2.80%) AI Agents
5 3 (2.80%) Data Structures
6 2 (1.87%) Derivative
6 2 (1.87%) Enterprise Software
6 2 (1.87%) Life Science
7 1 (0.93%) Client/Server
7 1 (0.93%) Clustering
7 1 (0.93%) Distributed Systems
7 1 (0.93%) FPGA
7 1 (0.93%) Greenfield Project
7 1 (0.93%) IoT
7 1 (0.93%) Market Risk
7 1 (0.93%) Product Ownership
7 1 (0.93%) Social Media
Operating Systems
1 6 (5.61%) Linux
2 1 (0.93%) Unix
Processes & Methodologies
1 74 (69.16%) Machine Learning
2 69 (64.49%) AI
3 62 (57.94%) LLM
4 58 (54.21%) Retrieval-Augmented Generation
5 57 (53.27%) Prompt Engineering
6 55 (51.40%) OO
7 54 (50.47%) Visualisation
7 54 (50.47%) Workflow
8 50 (46.73%) Artificial Intelligence Engineering
8 50 (46.73%) Neural Network
9 49 (45.79%) Conversational UI
9 49 (45.79%) OOP
10 48 (44.86%) Customer Service
10 48 (44.86%) Data Privacy
10 48 (44.86%) Sentiment Analysis
11 24 (22.43%) Computer Vision
11 24 (22.43%) Deep Learning
12 23 (21.50%) Signal Processing
13 20 (18.69%) CI/CD
14 17 (15.89%) Data Science
Programming Languages
1 107 (100.00%) Python
2 21 (19.63%) SQL
3 4 (3.74%) R
4 3 (2.80%) C++
4 3 (2.80%) JavaScript
5 2 (1.87%) Data Analysis Expressions
5 2 (1.87%) PowerShell
5 2 (1.87%) VBA
6 1 (0.93%) Bash
6 1 (0.93%) C
6 1 (0.93%) C#
6 1 (0.93%) Haskell
6 1 (0.93%) Java
6 1 (0.93%) OCaml
6 1 (0.93%) Rust
6 1 (0.93%) Shell Script
Qualifications
1 48 (44.86%) AWS Certification
1 48 (44.86%) AWS Certified Cloud Practitioner
2 10 (9.35%) Degree
3 3 (2.80%) Security Cleared
4 2 (1.87%) Master's Degree
5 1 (0.93%) Computer Science Degree
5 1 (0.93%) DV Cleared
5 1 (0.93%) PhD
5 1 (0.93%) SC Cleared
Quality Assurance & Compliance
1 13 (12.15%) Data Quality
System Software
1 19 (17.76%) Docker
Systems Management
1 15 (14.02%) Kubernetes
2 2 (1.87%) Argo
3 1 (0.93%) Terraform
Vendors
1 51 (47.66%) Microsoft
2 9 (8.41%) OpenAI
3 6 (5.61%) Automation Anywhere
3 6 (5.61%) Databricks
3 6 (5.61%) UiPath
4 3 (2.80%) Google
5 1 (0.93%) Cognizant
5 1 (0.93%) Oracle