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 18 May 2024 with a comparison to the same period in the previous 2 years.

6 months to
18 May 2024
Same period 2023 Same period 2022
Rank 513 729 684
Rank change year-on-year +216 -45 -30
Permanent jobs citing NumPy 430 252 659
As % of all permanent jobs advertised in the UK 0.43% 0.25% 0.41%
As % of the Libraries, Frameworks & Software Standards category 2.04% 0.84% 1.00%
Number of salaries quoted 330 203 345
10th Percentile £60,000 £47,500 £56,250
25th Percentile £85,000 £62,500 £66,250
Median annual salary (50th Percentile) £120,000 £80,000 £87,500
Median % change year-on-year +50.00% -8.57% +6.06%
75th Percentile £148,750 £112,500 £108,750
90th Percentile £165,000 £142,500 £122,500
UK excluding London median annual salary £65,000 £55,000 £67,500
% change year-on-year +18.18% -18.52% +17.39%

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 21,101 29,987 65,773
As % of all permanent jobs advertised in the UK 21.12% 30.24% 40.92%
Number of salaries quoted 15,749 18,481 29,851
10th Percentile £36,250 £40,588 £37,500
25th Percentile £45,000 £50,500 £47,500
Median annual salary (50th Percentile) £60,000 £67,500 £63,750
Median % change year-on-year -11.11% +5.88% +15.91%
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 18 May 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 18 May 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 +182 361 £125,000 +56.25% 85
London +209 301 £135,000 +58.82% 63
Work from Home +178 280 £135,000 +58.82% 43
UK excluding London +15 122 £65,000 +18.18% 39
Scotland -3 63 £60,000 - 2
South West -11 23 £65,000 +23.81% 5
South East -6 17 £45,000 -35.71% 19
East of England +5 9 £70,000 -6.67% 8
North of England +44 7 £60,000 +41.18% 1
North West +5 4 £55,000 +4.76% 1
West Midlands -2 3 £75,000 +42.86% 2
Midlands -23 3 £75,000 +42.86% 3
Yorkshire +74 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
1 253 (58.84%) Apache
2 248 (57.67%) Apache Airflow
3 8 (1.86%) Apache Spark
4 6 (1.40%) nginx
Applications
1 8 (1.86%) GNU Octave
2 2 (0.47%) InDesign
3 1 (0.23%) Microsoft Excel
3 1 (0.23%) Spreadsheet
Cloud Services
1 294 (68.37%) AWS
2 244 (56.74%) dbt
3 211 (49.07%) Snowflake
4 135 (31.40%) GCP
5 30 (6.98%) Azure
6 22 (5.12%) GitHub
7 8 (1.86%) Serverless
8 7 (1.63%) Cloud Computing
8 7 (1.63%) GitHub Actions
9 6 (1.40%) Power Platform
10 5 (1.16%) AWS Lambda
10 5 (1.16%) WhatsApp
11 4 (0.93%) PowerApps
11 4 (0.93%) SaaS
12 3 (0.70%) Amazon ECS
12 3 (0.70%) Amazon S3
12 3 (0.70%) Amazon SageMaker
12 3 (0.70%) AWS CodeCommit
13 2 (0.47%) Amazon EKS
13 2 (0.47%) Azure DevOps
Communications & Networking
1 4 (0.93%) FTP
Database & Business Intelligence
1 244 (56.74%) Amazon Athena
2 243 (56.51%) Apache Arrow
2 243 (56.51%) Apache Ignite
2 243 (56.51%) Dremio
3 210 (48.84%) Data Lake
4 63 (14.65%) NoSQL
5 16 (3.72%) PostgreSQL
6 10 (2.33%) Redis
7 9 (2.09%) GIS
8 7 (1.63%) MongoDB
9 6 (1.40%) Big Data
9 6 (1.40%) Relational Database
9 6 (1.40%) SQL Server
10 5 (1.16%) Amazon Redshift
10 5 (1.16%) MySQL
11 4 (0.93%) Hadoop
12 3 (0.70%) Amazon RDS
12 3 (0.70%) DynamoDB
13 2 (0.47%) BigQuery
13 2 (0.47%) Power BI
Development Applications
1 21 (4.88%) Git
2 4 (0.93%) Visual Studio Code
3 3 (0.70%) Cypress.io
4 2 (0.47%) GitLab
4 2 (0.47%) Jenkins
4 2 (0.47%) TensorBoard
5 1 (0.23%) JIRA
5 1 (0.23%) webpack
General
1 331 (76.98%) Finance
2 251 (58.37%) Front Office
3 229 (53.26%) Banking
3 229 (53.26%) Investment Banking
4 67 (15.58%) Law
5 65 (15.12%) Marketing
6 63 (14.65%) Inclusion and Diversity
7 60 (13.95%) Financial Institution
8 24 (5.58%) Social Skills
9 8 (1.86%) Aerospace
9 8 (1.86%) Aviation
9 8 (1.86%) Electronics
9 8 (1.86%) Public Sector
10 7 (1.63%) Analytical Skills
11 6 (1.40%) Manufacturing
11 6 (1.40%) Telecoms
12 4 (0.93%) Automotive
13 1 (0.23%) Back Office
13 1 (0.23%) Pharmaceutical
13 1 (0.23%) Retail
Job Titles
1 168 (39.07%) Software Engineer
2 114 (26.51%) Developer
3 109 (25.35%) Lead
4 108 (25.12%) Python Engineer
5 102 (23.72%) Python Software Engineer
6 97 (22.56%) AWS Engineer
6 97 (22.56%) AWS Software Engineer
7 92 (21.40%) Senior
8 80 (18.60%) Senior Software Engineer
9 79 (18.37%) Java Engineer
9 79 (18.37%) Java Software Engineer
10 73 (16.98%) Developer/Software Engineer
11 72 (16.74%) Python Developer
12 61 (14.19%) Software Developer
13 59 (13.72%) Engineering Manager
13 59 (13.72%) Software Engineering Manager
14 50 (11.63%) Lead Developer
14 50 (11.63%) Team Leader
15 49 (11.40%) Architect
15 49 (11.40%) Technical Leader
Libraries, Frameworks & Software Standards
1 372 (86.51%) Pandas
2 255 (59.30%) SciPy
3 243 (56.51%) gRPC
3 243 (56.51%) Protocol Buffers
4 40 (9.30%) TensorFlow
5 31 (7.21%) PyTorch
6 30 (6.98%) React
7 23 (5.35%) scikit-learn
8 22 (5.12%) Keras
9 20 (4.65%) AngularJS
10 19 (4.42%) Node.js
11 18 (4.19%) Flask
12 17 (3.95%) Redux
13 15 (3.49%) Django
14 14 (3.26%) FastAPI
14 14 (3.26%) Vue
15 9 (2.09%) .NET
15 9 (2.09%) Celery
15 9 (2.09%) Dask
15 9 (2.09%) SpaCy
Miscellaneous
1 242 (56.28%) Fixed Income
2 233 (54.19%) Hedge funds
3 225 (52.33%) Equities
4 223 (51.86%) Derivative
4 223 (51.86%) Foreign Exchange (FX)
5 59 (13.72%) Cloud Native
5 59 (13.72%) Market Risk
6 34 (7.91%) Pricing Data
7 32 (7.44%) Algorithms
8 5 (1.16%) Greenfield Project
8 5 (1.16%) Linux Command Line
9 4 (0.93%) Client/Server
10 3 (0.70%) Distributed Systems
10 3 (0.70%) Onboarding
11 2 (0.47%) Data Structures
11 2 (0.47%) Distributed Computing
11 2 (0.47%) Product Ownership
11 2 (0.47%) Renewable Energy
12 1 (0.23%) Enterprise Software
12 1 (0.23%) iPad
Operating Systems
1 27 (6.28%) Linux
2 7 (1.63%) Windows
3 2 (0.47%) Android
4 1 (0.23%) Ubuntu
Processes & Methodologies
1 345 (80.23%) Agile
2 338 (78.60%) Software Engineering
3 248 (57.67%) Asset Management
4 212 (49.30%) Investment Management
5 96 (22.33%) Computer Science
6 93 (21.63%) Mathematics
7 92 (21.40%) Greeks
8 89 (20.70%) Line Management
9 80 (18.60%) CI/CD
10 72 (16.74%) Machine Learning
11 64 (14.88%) Analytics
12 63 (14.65%) Continuous Delivery
13 62 (14.42%) SDLC
14 58 (13.49%) Data Science
15 40 (9.30%) Artificial Intelligence
16 39 (9.07%) Statistics
17 31 (7.21%) Visualisation
18 28 (6.51%) Data Engineering
19 24 (5.58%) Business Intelligence
20 22 (5.12%) Mentoring
Programming Languages
1 430 (100.00%) Python
2 251 (58.37%) JavaScript
3 246 (57.21%) TypeScript
4 233 (54.19%) Java
5 99 (23.02%) SQL
6 25 (5.81%) MATLAB
7 17 (3.95%) Scala
8 13 (3.02%) Ruby
9 8 (1.86%) C#
10 7 (1.63%) C++
11 4 (0.93%) C
11 4 (0.93%) Clojure
11 4 (0.93%) Groovy
11 4 (0.93%) T-SQL
12 2 (0.47%) Bash
13 1 (0.23%) R
13 1 (0.23%) Shell Script
Qualifications
1 52 (12.09%) Degree
2 19 (4.42%) Security Cleared
3 17 (3.95%) DV Cleared
4 16 (3.72%) Master's Degree
4 16 (3.72%) PhD
5 10 (2.33%) Computer Science Degree
Quality Assurance & Compliance
1 93 (21.63%) Data Quality
2 5 (1.16%) QA
3 4 (0.93%) MiFID
System Software
1 22 (5.12%) Docker
Systems Management
1 8 (1.86%) Terraform
2 7 (1.63%) Kubernetes
Vendors
1 7 (1.63%) SAP
2 5 (1.16%) Dataiku
3 4 (0.93%) Bloomberg
3 4 (0.93%) Reuters
4 2 (0.47%) Adobe
4 2 (0.47%) Google
5 1 (0.23%) Databricks
5 1 (0.23%) Hitachi
5 1 (0.23%) Oracle
5 1 (0.23%) Samsung
5 1 (0.23%) Vertica