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 9 June 2024 with a comparison to the same period in the previous 2 years.

6 months to
9 Jun 2024
Same period 2023 Same period 2022
Rank 471 705 684
Rank change year-on-year +234 -21 -11
Permanent jobs citing NumPy 527 243 720
As % of all permanent jobs advertised in the UK 0.49% 0.26% 0.42%
As % of the Libraries, Frameworks & Software Standards category 2.41% 0.90% 1.02%
Number of salaries quoted 428 197 359
10th Percentile £64,250 £47,500 £57,500
25th Percentile £85,000 £58,750 £67,500
Median annual salary (50th Percentile) £120,000 £75,000 £87,500
Median % change year-on-year +60.00% -14.29% +12.90%
75th Percentile £148,750 £112,500 £118,750
90th Percentile £165,000 £142,500 £125,000
UK excluding London median annual salary £65,000 £55,000 £70,000
% change year-on-year +18.18% -21.43% +27.27%

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 21,837 27,028 70,934
As % of all permanent jobs advertised in the UK 20.14% 29.03% 41.27%
Number of salaries quoted 16,149 17,617 29,960
10th Percentile £36,250 £40,448 £37,750
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 £106,250 £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 9 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 9 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 +201 465 £125,000 +66.67% 72
London +235 403 £135,000 +58.82% 54
Work from Home +224 381 £135,000 +63.64% 30
UK excluding London -28 117 £65,000 +18.18% 22
Scotland -12 56 - - 1
South West -13 24 £65,000 +23.81% 4
South East -19 17 £45,000 -35.71% 7
East of England -10 9 £70,000 -6.67% 3
North of England +18 8 £57,500 +35.29% 2
North West -6 5 £55,000 +4.76% 1
West Midlands -24 3 £75,000 +42.86% 3
Midlands -45 3 £75,000 +42.86% 3
Yorkshire +55 2 £85,000 +100.00% 1
North East -15 1 £75,000 +36.36%

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
1 352 (66.79%) Apache Airflow
2 348 (66.03%) Apache
3 8 (1.52%) Apache Spark
4 6 (1.14%) nginx
Applications
1 8 (1.52%) GNU Octave
2 2 (0.38%) InDesign
Cloud Services
1 394 (74.76%) AWS
2 348 (66.03%) dbt
3 301 (57.12%) Snowflake
4 184 (34.91%) GCP
5 37 (7.02%) Azure
6 22 (4.17%) GitHub
7 15 (2.85%) Amazon ECS
8 14 (2.66%) Amazon EKS
9 12 (2.28%) Amazon EC2
10 9 (1.71%) Dagster
11 8 (1.52%) Serverless
12 7 (1.33%) Cloud Computing
12 7 (1.33%) GitHub Actions
12 7 (1.33%) WhatsApp
13 6 (1.14%) AWS Lambda
13 6 (1.14%) Power Platform
14 4 (0.76%) PowerApps
14 4 (0.76%) SaaS
15 3 (0.57%) Amazon S3
15 3 (0.57%) AWS CloudTrail
Communications & Networking
1 5 (0.95%) FTP
Database & Business Intelligence
1 348 (66.03%) Amazon Athena
2 347 (65.84%) Dremio
3 338 (64.14%) Apache Arrow
3 338 (64.14%) Apache Ignite
4 309 (58.63%) Data Lake
5 57 (10.82%) NoSQL
6 19 (3.61%) PostgreSQL
7 10 (1.90%) MongoDB
7 10 (1.90%) Redis
8 9 (1.71%) GIS
9 8 (1.52%) MySQL
9 8 (1.52%) Relational Database
9 8 (1.52%) SQL Server
10 6 (1.14%) Big Data
11 5 (0.95%) Amazon Redshift
12 4 (0.76%) Hadoop
13 3 (0.57%) Amazon RDS
13 3 (0.57%) DynamoDB
14 2 (0.38%) BigQuery
14 2 (0.38%) Power BI
Development Applications
1 21 (3.98%) Git
2 4 (0.76%) Visual Studio Code
3 3 (0.57%) Cypress.io
4 2 (0.38%) GitLab
4 2 (0.38%) Jenkins
4 2 (0.38%) TensorBoard
5 1 (0.19%) JIRA
5 1 (0.19%) webpack
General
1 431 (81.78%) Finance
2 357 (67.74%) Front Office
3 327 (62.05%) Banking
4 318 (60.34%) Investment Banking
5 62 (11.76%) Law
6 59 (11.20%) Marketing
7 56 (10.63%) Inclusion and Diversity
8 54 (10.25%) Financial Institution
9 26 (4.93%) Social Skills
10 9 (1.71%) Analytical Skills
11 8 (1.52%) Aerospace
11 8 (1.52%) Aviation
11 8 (1.52%) Electronics
11 8 (1.52%) Public Sector
12 6 (1.14%) Manufacturing
12 6 (1.14%) Telecoms
13 4 (0.76%) Automotive
14 1 (0.19%) Back Office
14 1 (0.19%) Retail
Job Titles
1 225 (42.69%) Software Engineer
2 162 (30.74%) Python Engineer
3 144 (27.32%) AWS Engineer
3 144 (27.32%) AWS Software Engineer
3 144 (27.32%) Python Software Engineer
4 142 (26.94%) Lead
5 140 (26.57%) Developer
6 123 (23.34%) Senior
7 115 (21.82%) Java Engineer
7 115 (21.82%) Java Software Engineer
8 111 (21.06%) Senior Software Engineer
9 96 (18.22%) Developer/Software Engineer
10 89 (16.89%) Python Developer
11 78 (14.80%) Software Developer
12 70 (13.28%) Senior Java Engineer
12 70 (13.28%) Senior Java Software Engineer
13 68 (12.90%) Lead Developer
13 68 (12.90%) Team Leader
14 67 (12.71%) Architect
14 67 (12.71%) Technical Leader
Libraries, Frameworks & Software Standards
1 469 (88.99%) Pandas
2 359 (68.12%) SciPy
3 338 (64.14%) gRPC
3 338 (64.14%) Protocol Buffers
4 38 (7.21%) React
4 38 (7.21%) TensorFlow
5 27 (5.12%) AngularJS
5 27 (5.12%) PyTorch
6 25 (4.74%) Node.js
7 23 (4.36%) Keras
7 23 (4.36%) PySpark
7 23 (4.36%) Redux
8 21 (3.98%) scikit-learn
9 20 (3.80%) Vue
10 18 (3.42%) Flask
11 17 (3.23%) Django
12 13 (2.47%) FastAPI
13 9 (1.71%) Celery
13 9 (1.71%) Dask
13 9 (1.71%) SpaCy
Miscellaneous
1 338 (64.14%) Fixed Income
2 325 (61.67%) Hedge funds
3 315 (59.77%) Equities
4 313 (59.39%) Foreign Exchange (FX)
5 312 (59.20%) Derivative
6 53 (10.06%) Cloud Native
6 53 (10.06%) Market Risk
7 52 (9.87%) Pricing Data
8 32 (6.07%) Algorithms
9 5 (0.95%) Greenfield Project
9 5 (0.95%) Linux Command Line
10 4 (0.76%) Client/Server
11 3 (0.57%) Distributed Systems
11 3 (0.57%) Onboarding
12 2 (0.38%) Data Structures
12 2 (0.38%) Distributed Computing
12 2 (0.38%) Product Ownership
12 2 (0.38%) Renewable Energy
13 1 (0.19%) Enterprise Software
13 1 (0.19%) iPad
Operating Systems
1 29 (5.50%) Linux
2 7 (1.33%) Windows
3 2 (0.38%) Android
4 1 (0.19%) Ubuntu
Processes & Methodologies
1 443 (84.06%) Agile
2 434 (82.35%) Software Engineering
3 353 (66.98%) Asset Management
4 284 (53.89%) Investment Management
5 128 (24.29%) Greeks
6 125 (23.72%) Line Management
7 93 (17.65%) Computer Science
8 86 (16.32%) Mathematics
9 73 (13.85%) Analytics
10 71 (13.47%) CI/CD
11 70 (13.28%) Machine Learning
12 58 (11.01%) Continuous Delivery
13 56 (10.63%) SDLC
14 55 (10.44%) Data Science
15 40 (7.59%) Statistics
16 36 (6.83%) Artificial Intelligence
16 36 (6.83%) Data Engineering
17 34 (6.45%) Fintech
18 33 (6.26%) Visualisation
19 25 (4.74%) Business Intelligence
Programming Languages
1 527 (100.00%) Python
2 349 (66.22%) JavaScript
3 341 (64.71%) TypeScript
4 331 (62.81%) Java
5 102 (19.35%) SQL
6 26 (4.93%) MATLAB
7 17 (3.23%) Scala
8 12 (2.28%) Ruby
9 8 (1.52%) C++
10 6 (1.14%) C#
11 5 (0.95%) Clojure
11 5 (0.95%) Groovy
12 4 (0.76%) C
12 4 (0.76%) T-SQL
13 2 (0.38%) Bash
14 1 (0.19%) R
14 1 (0.19%) Shell Script
Qualifications
1 54 (10.25%) Degree
2 20 (3.80%) Security Cleared
3 18 (3.42%) DV Cleared
4 15 (2.85%) Master's Degree
4 15 (2.85%) PhD
5 12 (2.28%) Computer Science Degree
Quality Assurance & Compliance
1 129 (24.48%) Data Quality
2 5 (0.95%) MiFID
2 5 (0.95%) QA
System Software
1 22 (4.17%) Docker
Systems Management
1 8 (1.52%) Terraform
2 7 (1.33%) Kubernetes
Vendors
1 17 (3.23%) Bloomberg
1 17 (3.23%) Reuters
2 7 (1.33%) SAP
3 5 (0.95%) Dataiku
4 2 (0.38%) Adobe
4 2 (0.38%) Google
5 1 (0.19%) Databricks
5 1 (0.19%) Hitachi
5 1 (0.19%) Oracle
5 1 (0.19%) Samsung
5 1 (0.19%) Vertica