NumPy
UK

The table below provides summary statistics for permanent job vacancies requiring NumPy skills. It includes a benchmarking guide to the annual salaries offered in vacancies that cited NumPy over the 6 months leading up to 26 April 2025, comparing them to the same period in the previous two years.

6 months to
26 Apr 2025
Same period 2024 Same period 2023
Rank 450 565 728
Rank change year-on-year +115 +163 -24
Permanent jobs citing NumPy 243 358 268
As % of all permanent jobs advertised in the UK 0.47% 0.36% 0.25%
As % of the Libraries, Frameworks & Software Standards category 2.83% 1.70% 0.84%
Number of salaries quoted 188 264 214
10th Percentile £77,125 £57,500 £47,875
25th Percentile £85,000 £80,000 £61,250
Median annual salary (50th Percentile) £107,500 £118,750 £78,750
Median % change year-on-year -9.47% +50.79% -6.80%
75th Percentile £135,000 £148,750 £110,000
90th Percentile £143,750 £165,000 £142,500
UK excluding London median annual salary £81,250 £65,000 £52,500
% change year-on-year +25.00% +23.81% -19.23%

All Software Libraries and Frameworks
UK

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.

Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 8,572 21,055 31,932
As % of all permanent jobs advertised in the UK 16.61% 21.45% 30.36%
Number of salaries quoted 6,514 15,740 19,560
10th Percentile £38,750 £36,250 £41,227
25th Percentile £51,250 £45,000 £50,000
Median annual salary (50th Percentile) £66,000 £60,000 £67,500
Median % change year-on-year +10.00% -11.11% +8.00%
75th Percentile £87,500 £80,000 £87,500
90th Percentile £111,250 £100,000 £106,250
UK excluding London median annual salary £60,000 £55,000 £57,500
% change year-on-year +9.09% -4.35% +4.55%

NumPy
Job Vacancy Trend

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

Job vacancy trend for NumPy in the UK

NumPy
Salary Trend

3-month moving average salary quoted in jobs citing NumPy.

Salary trend for NumPy in the UK

NumPy
Salary Histogram

Salary distribution for jobs citing NumPy over the 6 months to 26 April 2025.

Salary histogram for NumPy in the UK

NumPy
Top 12 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing NumPy within the UK over the 6 months to 26 April 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
England +134 241 £107,500 -14.00% 282
London +83 213 £107,500 -20.37% 221
Work from Home +121 163 £107,500 -20.37% 106
UK excluding London +121 30 £81,250 +25.00% 82
East of England +65 11 - - 10
South East +100 6 £105,000 +133.33% 19
Midlands +75 5 £35,000 -53.33% 5
West Midlands +71 5 £35,000 -53.33% 4
South West +99 4 £72,500 +11.54% 18
Scotland +74 2 - - 10
North of England +73 2 £90,000 +50.00% 18
North West +30 2 £90,000 +63.64% 8

NumPy
Co-occurring Skills and Capabilities 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
1 165 (67.90%) Apache Airflow
2 99 (40.74%) Apache
3 8 (3.29%) Apache Spark
4 3 (1.23%) Jupyter
Applications
1 5 (2.06%) InDesign
2 3 (1.23%) Microsoft Excel
2 3 (1.23%) Microsoft Office
Cloud Services
1 190 (78.19%) AWS
2 155 (63.79%) dbt
3 125 (51.44%) GCP
4 73 (30.04%) Snowflake
5 59 (24.28%) Dagster
6 45 (18.52%) Azure
7 34 (13.99%) Amazon EC2
7 34 (13.99%) Amazon ECS
7 34 (13.99%) Amazon EKS
8 14 (5.76%) Amazon SageMaker
9 6 (2.47%) Serverless
10 5 (2.06%) AWS Lambda
11 3 (1.23%) AWS CloudTrail
11 3 (1.23%) Power Platform
11 3 (1.23%) SaaS
11 3 (1.23%) WhatsApp
12 2 (0.82%) Amazon S3
12 2 (0.82%) Cloud Computing
13 1 (0.41%) AWS CodeCommit
13 1 (0.41%) Cloud9 IDE
Communications & Networking
1 1 (0.41%) FTP
Database & Business Intelligence
1 155 (63.79%) Amazon Athena
1 155 (63.79%) Apache Iceberg
1 155 (63.79%) Dremio
2 130 (53.50%) Apache Arrow
3 95 (39.09%) Apache Ignite
4 80 (32.92%) Data Lake
5 38 (15.64%) PostgreSQL
6 9 (3.70%) Relational Database
7 8 (3.29%) Hadoop
8 5 (2.06%) Data Warehouse
8 5 (2.06%) SQL Server
8 5 (2.06%) Tableau
9 4 (1.65%) Amazon Redshift
9 4 (1.65%) Apache Hive
9 4 (1.65%) Big Data
9 4 (1.65%) Data Mining
10 3 (1.23%) Metadata
10 3 (1.23%) MySQL
10 3 (1.23%) Power BI
10 3 (1.23%) Qlik Sense
Development Applications
1 16 (6.58%) Git
2 5 (2.06%) Selenium
3 2 (0.82%) Atlassian Bamboo
3 2 (0.82%) Bitbucket
3 2 (0.82%) Jenkins
3 2 (0.82%) JMeter
3 2 (0.82%) LoadRunner
3 2 (0.82%) MLflow
3 2 (0.82%) NeoLoad
3 2 (0.82%) REST Assured
3 2 (0.82%) WebDriver
4 1 (0.41%) GitLab
General
1 194 (79.84%) Finance
2 159 (65.43%) Front Office
3 106 (43.62%) Banking
4 73 (30.04%) Investment Banking
5 25 (10.29%) Social Skills
6 19 (7.82%) Analytical Skills
7 10 (4.12%) Manufacturing
8 9 (3.70%) Pharmaceutical
9 8 (3.29%) Inclusion and Diversity
10 4 (1.65%) Financial Institution
10 4 (1.65%) Retail Banking
11 3 (1.23%) Law
12 2 (0.82%) Agriculture
13 1 (0.41%) Advertising
13 1 (0.41%) Aviation
13 1 (0.41%) Legal
Job Titles
1 130 (53.50%) AWS Engineer
1 130 (53.50%) AWS Software Engineer
1 130 (53.50%) Software Engineer
2 125 (51.44%) Python Engineer
3 97 (39.92%) Python Software Engineer
4 79 (32.51%) Developer
5 72 (29.63%) Java Engineer
5 72 (29.63%) Java Software Engineer
6 67 (27.57%) Python Developer
6 67 (27.57%) Senior
7 57 (23.46%) AWS Developer
7 57 (23.46%) Developer/Software Engineer
7 57 (23.46%) Senior Software Engineer
8 51 (20.99%) Senior Java Engineer
8 51 (20.99%) Senior Java Software Engineer
9 30 (12.35%) Data Engineer
10 25 (10.29%) Python Data Engineer
11 13 (5.35%) Data Scientist
12 10 (4.12%) Java Software Developer
12 10 (4.12%) Quantitative Developer
Libraries, Frameworks & Software Standards
1 226 (93.00%) Pandas
2 182 (74.90%) SciPy
3 95 (39.09%) gRPC
3 95 (39.09%) Protocol Buffers
4 68 (27.98%) AngularJS
5 66 (27.16%) React
6 59 (24.28%) PySpark
7 57 (23.46%) Node.js
7 57 (23.46%) Vue
8 44 (18.11%) PyTorch
9 31 (12.76%) TensorFlow
10 29 (11.93%) scikit-learn
11 22 (9.05%) Redux
12 20 (8.23%) OpenCV
13 16 (6.58%) Keras
14 13 (5.35%) Flask
15 8 (3.29%) Plotly
16 6 (2.47%) Google JAX
16 6 (2.47%) HTML
16 6 (2.47%) JAX
Miscellaneous
1 148 (60.91%) Fixed Income
2 118 (48.56%) Equities
3 100 (41.15%) Foreign Exchange (FX)
4 76 (31.28%) Hedge funds
5 73 (30.04%) Derivative
6 39 (16.05%) Algorithms
6 39 (16.05%) Pricing Data
7 18 (7.41%) Product Ownership
8 17 (7.00%) Robotics
8 17 (7.00%) Virtual Team
9 6 (2.47%) Management Information System
10 3 (1.23%) NHS
11 1 (0.41%) Data Structures
11 1 (0.41%) Renewable Energy
Operating Systems
1 4 (1.65%) Linux
2 3 (1.23%) Ubuntu
2 3 (1.23%) Windows
Processes & Methodologies
1 184 (75.72%) Agile
2 170 (69.96%) Software Engineering
3 164 (67.49%) Asset Management
4 121 (49.79%) Investment Management
5 86 (35.39%) Analytics
6 67 (27.57%) Fintech
7 57 (23.46%) Performance Attribution
8 55 (22.63%) Machine Learning
9 51 (20.99%) Data Science
10 48 (19.75%) Artificial Intelligence
11 43 (17.70%) Data Engineering
12 39 (16.05%) Risk Management
13 36 (14.81%) Migration
14 35 (14.40%) Order Management
15 30 (12.35%) Roadmaps
16 29 (11.93%) Visualisation
17 27 (11.11%) Computer Science
18 23 (9.47%) Data Visualisation
18 23 (9.47%) Deep Learning
18 23 (9.47%) MLOps
Programming Languages
1 232 (95.47%) Python
2 136 (55.97%) JavaScript
3 133 (54.73%) TypeScript
4 112 (46.09%) Java
5 28 (11.52%) SQL
6 7 (2.88%) R
7 4 (1.65%) C++
8 3 (1.23%) PowerShell
8 3 (1.23%) T-SQL
9 1 (0.41%) Clojure
9 1 (0.41%) Data Analysis Expressions
9 1 (0.41%) Groovy
9 1 (0.41%) MATLAB
9 1 (0.41%) Scala
Qualifications
1 80 (32.92%) Degree
2 46 (18.93%) PhD
3 42 (17.28%) Master's Degree
4 6 (2.47%) Computer Science Degree
5 3 (1.23%) AWS Certification
6 1 (0.41%) BPSS Clearance
6 1 (0.41%) Security Cleared
Quality Assurance & Compliance
1 2 (0.82%) Data Quality
1 2 (0.82%) GDPR
1 2 (0.82%) QA
2 1 (0.41%) Accessibility
2 1 (0.41%) MiFID
System Software
1 14 (5.76%) Docker
2 2 (0.82%) HDFS
3 1 (0.41%) Slurm Workload Manager
Systems Management
1 19 (7.82%) Kubernetes
2 2 (0.82%) Kubeflow
3 1 (0.41%) Packer
3 1 (0.41%) Terraform
Vendors
1 6 (2.47%) Microsoft
2 5 (2.06%) Adobe
3 4 (1.65%) Google
4 3 (1.23%) Red Hat
5 2 (0.82%) Bloomberg
6 1 (0.41%) Oracle
6 1 (0.41%) Reuters