NumPy
UK

The following table provides summary statistics for permanent job vacancies with a requirement for NumPy skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited NumPy over the 6 months to 2 June 2024 with a comparison to the same period in the previous 2 years.

6 months to
2 Jun 2024
Same period 2023 Same period 2022
Rank 485 701 671
Rank change year-on-year +216 -30 +1
Permanent jobs citing NumPy 487 246 715
As % of all permanent jobs advertised in the UK 0.46% 0.26% 0.42%
As % of the Libraries, Frameworks & Software Standards category 2.26% 0.89% 1.02%
Number of salaries quoted 386 199 355
10th Percentile £61,875 £47,500 £56,250
25th Percentile £85,000 £58,750 £67,500
Median annual salary (50th Percentile) £118,750 £77,500 £87,500
Median % change year-on-year +53.23% -11.43% +12.90%
75th Percentile £148,750 £112,500 £111,250
90th Percentile £165,000 £142,500 £124,000
UK excluding London median annual salary £65,000 £55,000 £70,000
% change year-on-year +18.18% -21.43% +21.74%

All Software Libraries and Frameworks
UK

NumPy is in the Software Libraries and Frameworks category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies with a requirement for technical specification, industry standards, software libraries and framework skills.

Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 21,566 27,616 70,286
As % of all permanent jobs advertised in the UK 20.49% 29.13% 41.57%
Number of salaries quoted 16,031 17,933 29,817
10th Percentile £36,250 £40,834 £37,500
25th Percentile £45,000 £50,000 £47,500
Median annual salary (50th Percentile) £60,000 £67,500 £65,000
Median % change year-on-year -11.11% +3.85% +18.18%
75th Percentile £78,750 £87,500 £82,500
90th Percentile £100,000 £106,650 £100,000
UK excluding London median annual salary £55,000 £57,500 £55,000
% change year-on-year -4.35% +4.55% +10.00%

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 2 June 2024.

Salary histogram for NumPy in the UK

NumPy
Top 14 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 2 June 2024. 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 +219 421 £122,500 +58.06% 80
London +245 359 £135,000 +58.82% 59
Work from Home +209 339 £135,000 +63.64% 33
UK excluding London 0 121 £65,000 +18.18% 23
Scotland -12 60 - - 2
South West -12 24 £65,000 +23.81% 6
South East -25 17 £45,000 -35.71% 8
East of England -4 9 £70,000 -6.67% 4
North of England +26 8 £57,500 +35.29% 1
North West -11 5 £55,000 +4.76% 1
West Midlands -24 3 £75,000 +42.86% 1
Midlands -25 3 £75,000 +42.86% 1
Yorkshire +52 2 £85,000 +100.00%
North East - 1 £75,000 -

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
1 309 (63.45%) Apache Airflow
2 308 (63.24%) Apache
3 8 (1.64%) Apache Spark
4 6 (1.23%) nginx
Applications
1 8 (1.64%) GNU Octave
2 2 (0.41%) InDesign
Cloud Services
1 353 (72.48%) AWS
2 305 (62.63%) dbt
3 263 (54.00%) Snowflake
4 159 (32.65%) GCP
5 36 (7.39%) Azure
6 22 (4.52%) GitHub
7 8 (1.64%) Serverless
8 7 (1.44%) Cloud Computing
8 7 (1.44%) GitHub Actions
9 6 (1.23%) AWS Lambda
9 6 (1.23%) Dagster
9 6 (1.23%) Power Platform
10 5 (1.03%) WhatsApp
11 4 (0.82%) PowerApps
11 4 (0.82%) SaaS
12 3 (0.62%) Amazon ECS
12 3 (0.62%) Amazon S3
12 3 (0.62%) Amazon SageMaker
12 3 (0.62%) AWS CloudTrail
12 3 (0.62%) AWS CodeCommit
Communications & Networking
1 4 (0.82%) FTP
Database & Business Intelligence
1 305 (62.63%) Amazon Athena
2 304 (62.42%) Dremio
3 298 (61.19%) Apache Arrow
3 298 (61.19%) Apache Ignite
4 268 (55.03%) Data Lake
5 61 (12.53%) NoSQL
6 18 (3.70%) PostgreSQL
7 10 (2.05%) Redis
8 9 (1.85%) GIS
8 9 (1.85%) MongoDB
9 8 (1.64%) MySQL
9 8 (1.64%) Relational Database
10 6 (1.23%) Big Data
10 6 (1.23%) SQL Server
11 5 (1.03%) Amazon Redshift
12 4 (0.82%) Hadoop
13 3 (0.62%) Amazon RDS
13 3 (0.62%) DynamoDB
14 2 (0.41%) BigQuery
14 2 (0.41%) Power BI
Development Applications
1 21 (4.31%) Git
2 4 (0.82%) Visual Studio Code
3 3 (0.62%) Cypress.io
4 2 (0.41%) GitLab
4 2 (0.41%) Jenkins
4 2 (0.41%) TensorBoard
5 1 (0.21%) JIRA
5 1 (0.21%) webpack
General
1 389 (79.88%) Finance
2 312 (64.07%) Front Office
3 286 (58.73%) Banking
4 280 (57.49%) Investment Banking
5 66 (13.55%) Law
6 63 (12.94%) Marketing
7 60 (12.32%) Inclusion and Diversity
8 58 (11.91%) Financial Institution
9 25 (5.13%) Social Skills
10 9 (1.85%) Analytical Skills
11 8 (1.64%) Aerospace
11 8 (1.64%) Aviation
11 8 (1.64%) Electronics
11 8 (1.64%) Public Sector
12 6 (1.23%) Manufacturing
12 6 (1.23%) Telecoms
13 4 (0.82%) Automotive
14 1 (0.21%) Back Office
14 1 (0.21%) Retail
Job Titles
1 203 (41.68%) Software Engineer
2 143 (29.36%) Python Engineer
3 128 (26.28%) Python Software Engineer
4 127 (26.08%) Lead
5 124 (25.46%) AWS Engineer
5 124 (25.46%) AWS Software Engineer
5 124 (25.46%) Developer
6 114 (23.41%) Senior
7 102 (20.94%) Senior Software Engineer
8 101 (20.74%) Java Engineer
8 101 (20.74%) Java Software Engineer
9 84 (17.25%) Developer/Software Engineer
10 79 (16.22%) Python Developer
11 68 (13.96%) Software Developer
12 62 (12.73%) Senior Java Engineer
12 62 (12.73%) Senior Java Software Engineer
13 61 (12.53%) Technical Leader
14 58 (11.91%) Lead Developer
14 58 (11.91%) Team Leader
15 57 (11.70%) Engineering Manager
Libraries, Frameworks & Software Standards
1 430 (88.30%) Pandas
2 316 (64.89%) SciPy
3 298 (61.19%) gRPC
3 298 (61.19%) Protocol Buffers
4 39 (8.01%) TensorFlow
5 34 (6.98%) React
6 28 (5.75%) PyTorch
7 24 (4.93%) AngularJS
8 23 (4.72%) Keras
8 23 (4.72%) Node.js
9 21 (4.31%) Redux
9 21 (4.31%) scikit-learn
10 20 (4.11%) Flask
11 18 (3.70%) Vue
12 17 (3.49%) Django
13 14 (2.87%) FastAPI
14 9 (1.85%) Celery
14 9 (1.85%) Dask
14 9 (1.85%) SpaCy
15 8 (1.64%) .NET
Miscellaneous
1 298 (61.19%) Fixed Income
2 284 (58.32%) Hedge funds
3 277 (56.88%) Equities
4 275 (56.47%) Foreign Exchange (FX)
5 274 (56.26%) Derivative
6 57 (11.70%) Cloud Native
6 57 (11.70%) Market Risk
7 46 (9.45%) Pricing Data
8 32 (6.57%) Algorithms
9 5 (1.03%) Greenfield Project
9 5 (1.03%) Linux Command Line
10 4 (0.82%) Client/Server
11 3 (0.62%) Distributed Systems
11 3 (0.62%) Onboarding
12 2 (0.41%) Data Structures
12 2 (0.41%) Distributed Computing
12 2 (0.41%) Product Ownership
12 2 (0.41%) Renewable Energy
13 1 (0.21%) Enterprise Software
13 1 (0.21%) Self-Motivation
Operating Systems
1 27 (5.54%) Linux
2 7 (1.44%) Windows
3 2 (0.41%) Android
4 1 (0.21%) Ubuntu
Processes & Methodologies
1 404 (82.96%) Agile
2 397 (81.52%) Software Engineering
3 309 (63.45%) Asset Management
4 260 (53.39%) Investment Management
5 116 (23.82%) Greeks
6 105 (21.56%) Line Management
7 95 (19.51%) Computer Science
8 89 (18.28%) Mathematics
9 77 (15.81%) CI/CD
10 71 (14.58%) Machine Learning
11 68 (13.96%) Analytics
12 61 (12.53%) Continuous Delivery
13 60 (12.32%) SDLC
14 56 (11.50%) Data Science
15 39 (8.01%) Statistics
16 37 (7.60%) Artificial Intelligence
17 33 (6.78%) Data Engineering
18 32 (6.57%) Visualisation
19 29 (5.95%) Fintech
20 25 (5.13%) Business Intelligence
Programming Languages
1 487 (100.00%) Python
2 308 (63.24%) JavaScript
3 301 (61.81%) TypeScript
4 289 (59.34%) Java
5 93 (19.10%) SQL
6 26 (5.34%) MATLAB
7 16 (3.29%) Scala
8 12 (2.46%) Ruby
9 7 (1.44%) C#
9 7 (1.44%) C++
10 4 (0.82%) C
10 4 (0.82%) Clojure
10 4 (0.82%) Groovy
10 4 (0.82%) T-SQL
11 2 (0.41%) Bash
12 1 (0.21%) R
12 1 (0.21%) Shell Script
Qualifications
1 51 (10.47%) Degree
2 20 (4.11%) Security Cleared
3 18 (3.70%) DV Cleared
4 15 (3.08%) PhD
5 14 (2.87%) Master's Degree
6 12 (2.46%) Computer Science Degree
Quality Assurance & Compliance
1 117 (24.02%) Data Quality
2 5 (1.03%) QA
3 4 (0.82%) MiFID
System Software
1 22 (4.52%) Docker
Systems Management
1 8 (1.64%) Terraform
2 7 (1.44%) Kubernetes
Vendors
1 7 (1.44%) SAP
2 5 (1.03%) Dataiku
3 4 (0.82%) Bloomberg
3 4 (0.82%) Reuters
4 2 (0.41%) Adobe
4 2 (0.41%) Google
5 1 (0.21%) Databricks
5 1 (0.21%) Hitachi
5 1 (0.21%) Oracle
5 1 (0.21%) Samsung
5 1 (0.21%) Vertica