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 30 November 2025, with comparisons to the same periods in the previous two years.

6 months to
30 Nov 2025
Same period 2024 Same period 2023
Rank 452 316 519
Rank change year-on-year -136 +203 +208
Permanent jobs citing NumPy 157 503 144
As % of all permanent jobs in England 0.33% 0.86% 0.32%
As % of the Libraries, Frameworks & Software Standards category 2.54% 4.10% 1.19%
Number of salaries quoted 120 460 127
10th Percentile £72,050 £76,250 £53,250
25th Percentile £100,000 £85,000 £70,000
Median annual salary (50th Percentile) £130,000 £110,000 £105,000
Median % change year-on-year +18.18% +4.76% +23.53%
75th Percentile £137,500 £147,500 £135,000
90th Percentile - £148,750 £155,000
UK median annual salary £130,000 £110,000 £97,500
% change year-on-year +18.18% +12.82% +14.71%

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 6,184 12,283 12,070
As % of all permanent jobs advertised in England 13.16% 20.95% 26.50%
Number of salaries quoted 4,669 7,444 10,004
10th Percentile £36,250 £40,000 £41,250
25th Percentile £50,000 £50,000 £51,250
Median annual salary (50th Percentile) £67,500 £65,000 £67,500
Median % change year-on-year +3.85% -3.70% -
75th Percentile £87,500 £85,000 £87,500
90th Percentile £115,000 £110,000 £110,000
UK median annual salary £67,500 £65,000 £66,500
% change year-on-year +3.85% -2.26% +2.31%

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 30 November 2025.

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 30 November 2025. 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 -128 130 £130,000 +13.04% 31
North of England +55 7 £71,000 +67.06% 4
Midlands +46 6 - - 1
South East +44 6 £46,250 -40.32% 20
East of England +36 4 £42,500 -
South West +25 4 £42,500 -5.56% 1
Yorkshire - 4 £71,000 - 2
East Midlands - 4 - -
North West +49 2 - - 2
West Midlands +43 2 - - 1
North East - 1 - -
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
1 106 (67.52%) Apache Airflow
2 56 (35.67%) Apache
3 22 (14.01%) Apache Spark
4 4 (2.55%) Jupyter
5 3 (1.91%) Appian
Business Applications
1 4 (2.55%) Dynamics CRM
Cloud Services
1 136 (86.62%) AWS
2 108 (68.79%) dbt
3 63 (40.13%) GCP
4 58 (36.94%) Snowflake
5 20 (12.74%) Amazon S3
5 20 (12.74%) Azure
6 18 (11.46%) Amazon EKS
6 18 (11.46%) Amazon ELB
7 6 (3.82%) Amazon SageMaker
7 6 (3.82%) Power Platform
8 4 (2.55%) Azure AI
8 4 (2.55%) Azure DevOps
8 4 (2.55%) Azure Machine Learning
8 4 (2.55%) Dynamics 365
8 4 (2.55%) Fivetran
8 4 (2.55%) GitHub
8 4 (2.55%) GitHub Actions
8 4 (2.55%) Google Data Studio
8 4 (2.55%) SaaS
9 3 (1.91%) Anthropic Claude
Communications & Networking
1 1 (0.64%) FTP
Database & Business Intelligence
1 104 (66.24%) Amazon Athena
2 103 (65.61%) Apache Arrow
2 103 (65.61%) Apache Iceberg
2 103 (65.61%) Dremio
3 54 (34.39%) Data Lake
4 53 (33.76%) Apache Ignite
5 52 (33.12%) PostgreSQL
6 20 (12.74%) DynamoDB
7 18 (11.46%) Delta Lake
7 18 (11.46%) Metadata
7 18 (11.46%) Spark SQL
8 9 (5.73%) SQL Server
9 7 (4.46%) Tableau
10 6 (3.82%) Data Warehouse
10 6 (3.82%) Power BI
11 4 (2.55%) Amazon Redshift
11 4 (2.55%) Big Data
11 4 (2.55%) BigQuery
11 4 (2.55%) Looker
11 4 (2.55%) NoSQL
Development Applications
1 21 (13.38%) MLflow
2 6 (3.82%) Git
General
1 120 (76.43%) Finance
2 106 (67.52%) Front Office
3 54 (34.39%) Banking
3 54 (34.39%) Investment Banking
4 33 (21.02%) Social Skills
5 8 (5.10%) Retail
6 7 (4.46%) Analytical Skills
6 7 (4.46%) Marketing
7 6 (3.82%) Manufacturing
8 5 (3.18%) Telecoms
9 3 (1.91%) Inclusion and Diversity
10 2 (1.27%) Electronics
10 2 (1.27%) Public Sector
11 1 (0.64%) Documentation Skills
11 1 (0.64%) Financial Institution
11 1 (0.64%) Law
11 1 (0.64%) Legal
Job Titles
1 103 (65.61%) AWS Engineer
1 103 (65.61%) AWS Software Engineer
1 103 (65.61%) Software Engineer
2 98 (62.42%) Python Engineer
3 97 (61.78%) Python Software Engineer
4 60 (38.22%) Developer
4 60 (38.22%) Senior
5 59 (37.58%) Java Engineer
5 59 (37.58%) Java Software Engineer
6 51 (32.48%) Senior Java Engineer
6 51 (32.48%) Senior Java Software Engineer
6 51 (32.48%) Senior Software Engineer
7 50 (31.85%) AWS Developer
7 50 (31.85%) Developer/Software Engineer
7 50 (31.85%) Python Developer
8 20 (12.74%) Machine Learning Engineer
9 18 (11.46%) Operations Engineer
10 8 (5.10%) Data Scientist
11 7 (4.46%) Artificial Intelligence Engineer
12 6 (3.82%) Java Software Developer
Libraries, Frameworks & Software Standards
1 157 (100.00%) Pandas
2 105 (66.88%) SciPy
3 53 (33.76%) gRPC
3 53 (33.76%) Protocol Buffers
4 52 (33.12%) React
5 51 (32.48%) AngularJS
6 50 (31.85%) Node.js
6 50 (31.85%) Vue
7 40 (25.48%) scikit-learn
8 34 (21.66%) PyTorch
9 27 (17.20%) TensorFlow
10 23 (14.65%) PySpark
11 18 (11.46%) Keras
11 18 (11.46%) Lambda Expressions
11 18 (11.46%) Metaflow
11 18 (11.46%) YAML
12 8 (5.10%) Hugging Face
13 7 (4.46%) FastAPI
13 7 (4.46%) REST
14 6 (3.82%) pytest
Miscellaneous
1 103 (65.61%) Equities
1 103 (65.61%) Fixed Income
1 103 (65.61%) Foreign Exchange (FX)
2 56 (35.67%) Hedge funds
3 53 (33.76%) Derivative
3 53 (33.76%) Pricing Data
4 18 (11.46%) Linux Command Line
5 5 (3.18%) Legacy Systems
6 4 (2.55%) Algorithms
7 3 (1.91%) Cloud Native
7 3 (1.91%) Low-Code
8 2 (1.27%) Distributed Computing
9 1 (0.64%) AI Agents
9 1 (0.64%) Blockchain
9 1 (0.64%) Self-Motivation
Operating Systems
1 20 (12.74%) Unix
2 2 (1.27%) Linux
Processes & Methodologies
1 109 (69.43%) Software Engineering
2 108 (68.79%) Agile
3 105 (66.88%) Asset Management
4 103 (65.61%) Investment Management
5 53 (33.76%) Risk Management
6 51 (32.48%) Fintech
7 50 (31.85%) Order Management
7 50 (31.85%) Performance Attribution
8 47 (29.94%) Machine Learning
9 39 (24.84%) AI
10 37 (23.57%) Data Science
11 34 (21.66%) CI/CD
12 33 (21.02%) MLOps
13 28 (17.83%) Visualisation
14 27 (17.20%) Containerisation
15 23 (14.65%) OO
16 22 (14.01%) Unit Testing
17 21 (13.38%) Deployment Automation
18 18 (11.46%) Metadata Management
18 18 (11.46%) OWASP
Programming Languages
1 151 (96.18%) Python
2 104 (66.24%) JavaScript
3 103 (65.61%) TypeScript
4 59 (37.58%) Java
5 43 (27.39%) SQL
6 4 (2.55%) Data Analysis Expressions
6 4 (2.55%) R
7 3 (1.91%) Bicep
8 2 (1.27%) Bash
9 1 (0.64%) C
9 1 (0.64%) Clojure
9 1 (0.64%) Groovy
9 1 (0.64%) MATLAB
9 1 (0.64%) Scala
Qualifications
1 11 (7.01%) Degree
2 9 (5.73%) Master's Degree
3 4 (2.55%) PhD
4 2 (1.27%) AWS Certification
5 1 (0.64%) Computer Science Degree
5 1 (0.64%) SC Cleared
5 1 (0.64%) Security Cleared
Quality Assurance & Compliance
1 4 (2.55%) Data Quality
2 1 (0.64%) MiFID
System Software
1 30 (19.11%) Docker
Systems Management
1 24 (15.29%) Kubernetes
2 18 (11.46%) Kubeflow
2 18 (11.46%) Terraform
Vendors
1 18 (11.46%) Databricks
2 10 (6.37%) OpenAI
3 9 (5.73%) Google
4 5 (3.18%) Alteryx
5 4 (2.55%) HubSpot
5 4 (2.55%) Salesforce
5 4 (2.55%) Talend
5 4 (2.55%) Zoho
6 3 (1.91%) Automation Anywhere
6 3 (1.91%) UiPath
7 2 (1.27%) Microsoft
7 2 (1.27%) SAP
8 1 (0.64%) Bloomberg
8 1 (0.64%) Foundry
8 1 (0.64%) Reuters