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 vacancies from the 6 months leading up to 18 September 2025, with comparisons to the same periods in the previous two years.

6 months to
18 Sep 2025
Same period 2024 Same period 2023
Rank 417 290 599
Rank change year-on-year -127 +309 +79
Permanent jobs citing NumPy 249 643 144
As % of all permanent jobs advertised in England 0.58% 0.93% 0.27%
As % of the Libraries, Frameworks & Software Standards category 3.53% 4.79% 0.99%
Number of salaries quoted 209 613 127
10th Percentile - £77,500 £47,000
25th Percentile £100,000 £92,500 £58,750
Median annual salary (50th Percentile) £130,000 £115,000 £80,000
Median % change year-on-year +13.04% +43.75% -11.11%
75th Percentile £137,500 £148,750 £105,000
90th Percentile - £165,000 £142,500
UK median annual salary £130,000 £115,000 £77,500
% change year-on-year +13.04% +48.39% -13.89%

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 7,057 13,419 14,581
As % of all permanent jobs advertised in England 16.33% 19.44% 27.04%
Number of salaries quoted 4,627 8,811 11,945
10th Percentile £38,825 £39,720 £42,500
25th Percentile £51,250 £47,500 £51,750
Median annual salary (50th Percentile) £67,500 £65,000 £67,500
Median % change year-on-year +3.85% -3.70% +3.85%
75th Percentile £90,000 £85,000 £86,250
90th Percentile £115,000 £115,000 £107,500
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

Job postings citing NumPy as a proportion of all IT jobs advertised in England.

Job vacancy trend for NumPy 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 18 September 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 18 September 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 -89 220 £130,000 -3.70% 70
Midlands +53 8 £65,000 +20.93% 3
North of England +26 8 £61,750 +12.27% 3
South East +50 7 £46,250 -36.21% 33
West Midlands +44 4 £65,000 +20.93% 3
East of England -10 4 £42,500 -34.62% 3
Yorkshire - 4 £71,000 - 2
East Midlands - 4 - -
North West +9 3 £52,500 - 1
South West +68 2 £42,500 -20.93% 1
North East +21 1 - -
NumPy
UK

NumPy
Co-occurring Skills and Capabilities in England 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
1 190 (76.31%) Apache Airflow
2 90 (36.14%) Apache
3 22 (8.84%) Apache Spark
4 3 (1.20%) Jupyter
Applications
1 3 (1.20%) InDesign
Business Applications
1 4 (1.61%) Dynamics CRM
Cloud Services
1 225 (90.36%) AWS
2 191 (76.71%) dbt
3 113 (45.38%) GCP
4 95 (38.15%) Snowflake
5 25 (10.04%) Azure
6 20 (8.03%) Amazon S3
7 18 (7.23%) Amazon EKS
7 18 (7.23%) Amazon ELB
8 7 (2.81%) Power Platform
9 6 (2.41%) Amazon SageMaker
10 4 (1.61%) Azure DevOps
10 4 (1.61%) Azure Machine Learning
10 4 (1.61%) Dynamics 365
10 4 (1.61%) Fivetran
10 4 (1.61%) GitHub
10 4 (1.61%) GitHub Actions
10 4 (1.61%) Google Data Studio
10 4 (1.61%) SaaS
11 3 (1.20%) Datadog
12 2 (0.80%) AWS CloudFormation
Communications & Networking
1 1 (0.40%) FTP
Database & Business Intelligence
1 186 (74.70%) Amazon Athena
1 186 (74.70%) Apache Arrow
1 186 (74.70%) Apache Iceberg
1 186 (74.70%) Dremio
2 98 (39.36%) PostgreSQL
3 90 (36.14%) Data Lake
4 89 (35.74%) Apache Ignite
5 20 (8.03%) DynamoDB
6 18 (7.23%) Delta Lake
6 18 (7.23%) Metadata
6 18 (7.23%) Spark SQL
7 8 (3.21%) NoSQL
8 7 (2.81%) Power BI
8 7 (2.81%) Relational Database
8 7 (2.81%) SQL Server
9 6 (2.41%) Amazon Redshift
9 6 (2.41%) Data Warehouse
9 6 (2.41%) Tableau
10 5 (2.01%) Big Data
11 4 (1.61%) BigQuery
Development Applications
1 19 (7.63%) MLflow
2 9 (3.61%) Git
General
1 205 (82.33%) Finance
2 189 (75.90%) Front Office
3 93 (37.35%) Banking
4 89 (35.74%) Investment Banking
5 35 (14.06%) Social Skills
6 11 (4.42%) Analytical Skills
7 9 (3.61%) Retail
8 6 (2.41%) Inclusion and Diversity
9 4 (1.61%) Manufacturing
9 4 (1.61%) Marketing
10 3 (1.20%) Telecoms
11 2 (0.80%) Financial Institution
11 2 (0.80%) Legal
11 2 (0.80%) Retail Banking
12 1 (0.40%) Aviation
Job Titles
1 186 (74.70%) AWS Engineer
1 186 (74.70%) AWS Software Engineer
1 186 (74.70%) Software Engineer
2 163 (65.46%) Python Engineer
3 162 (65.06%) Python Software Engineer
4 113 (45.38%) Developer
4 113 (45.38%) Java Engineer
4 113 (45.38%) Java Software Engineer
5 101 (40.56%) Senior
6 97 (38.96%) AWS Developer
6 97 (38.96%) Developer/Software Engineer
7 89 (35.74%) Senior Java Engineer
7 89 (35.74%) Senior Java Software Engineer
7 89 (35.74%) Senior Software Engineer
8 86 (34.54%) Python Developer
9 24 (9.64%) Java Developer
9 24 (9.64%) Java Software Developer
10 20 (8.03%) Machine Learning Engineer
11 18 (7.23%) Operations Engineer
12 13 (5.22%) Data Scientist
Libraries, Frameworks & Software Standards
1 247 (99.20%) Pandas
2 190 (76.31%) SciPy
3 103 (41.37%) AngularJS
4 101 (40.56%) React
5 99 (39.76%) Vue
6 97 (38.96%) Node.js
7 89 (35.74%) gRPC
7 89 (35.74%) Protocol Buffers
8 39 (15.66%) scikit-learn
9 30 (12.05%) PyTorch
10 27 (10.84%) TensorFlow
11 24 (9.64%) PySpark
12 21 (8.43%) Keras
13 18 (7.23%) Lambda Expressions
13 18 (7.23%) Metaflow
13 18 (7.23%) YAML
14 7 (2.81%) Flask
15 6 (2.41%) FastAPI
15 6 (2.41%) Hugging Face
16 5 (2.01%) Seaborn
Miscellaneous
1 186 (74.70%) Fixed Income
2 184 (73.90%) Equities
2 184 (73.90%) Foreign Exchange (FX)
3 92 (36.95%) Hedge funds
4 89 (35.74%) Derivative
4 89 (35.74%) Pricing Data
5 18 (7.23%) Linux Command Line
6 3 (1.20%) Cloud Native
7 2 (0.80%) Legacy Systems
8 1 (0.40%) AI Agents
8 1 (0.40%) Algorithms
8 1 (0.40%) Blog
8 1 (0.40%) Greenfield Project
8 1 (0.40%) Self-Motivation
Operating Systems
1 20 (8.03%) Unix
2 2 (0.80%) Linux
Processes & Methodologies
1 193 (77.51%) Agile
1 193 (77.51%) Software Engineering
2 189 (75.90%) Asset Management
3 186 (74.70%) Investment Management
4 100 (40.16%) Risk Management
5 99 (39.76%) Fintech
6 97 (38.96%) Order Management
6 97 (38.96%) Performance Attribution
7 47 (18.88%) Machine Learning
8 40 (16.06%) Artificial Intelligence
8 40 (16.06%) Data Science
9 35 (14.06%) CI/CD
10 33 (13.25%) MLOps
11 32 (12.85%) Visualisation
12 26 (10.44%) Containerisation
13 23 (9.24%) Analytics
13 23 (9.24%) Unit Testing
14 20 (8.03%) OO
15 18 (7.23%) Information Security
15 18 (7.23%) OOP
Programming Languages
1 225 (90.36%) Python
2 190 (76.31%) JavaScript
3 189 (75.90%) TypeScript
4 115 (46.18%) Java
5 47 (18.88%) SQL
6 5 (2.01%) Data Analysis Expressions
7 4 (1.61%) R
8 3 (1.20%) Bicep
9 2 (0.80%) Bash
9 2 (0.80%) C++
10 1 (0.40%) Clojure
10 1 (0.40%) Groovy
10 1 (0.40%) Julia
10 1 (0.40%) Scala
Qualifications
1 16 (6.43%) Degree
2 11 (4.42%) Master's Degree
3 6 (2.41%) PhD
4 2 (0.80%) AWS Certification
4 2 (0.80%) Computer Science Degree
Quality Assurance & Compliance
1 3 (1.20%) Data Quality
2 1 (0.40%) GDPR
2 1 (0.40%) MiFID
2 1 (0.40%) QA
System Software
1 29 (11.65%) Docker
2 1 (0.40%) HDFS
Systems Management
1 25 (10.04%) Kubernetes
2 19 (7.63%) Kubeflow
3 18 (7.23%) Terraform
Vendors
1 22 (8.84%) Databricks
2 9 (3.61%) Google
3 8 (3.21%) OpenAI
4 5 (2.01%) Alteryx
5 4 (1.61%) HubSpot
5 4 (1.61%) Microsoft
5 4 (1.61%) Salesforce
5 4 (1.61%) Talend
5 4 (1.61%) Zoho
6 3 (1.20%) Adobe
7 1 (0.40%) Bloomberg
7 1 (0.40%) Foundry
7 1 (0.40%) Reuters