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

6 months to
3 May 2024
Same period 2023 Same period 2022
Rank 556 730 703
Rank change year-on-year +174 -27 -44
Permanent jobs citing NumPy 377 266 602
As % of all permanent jobs advertised in the UK 0.38% 0.26% 0.38%
As % of the Libraries, Frameworks & Software Standards category 1.79% 0.85% 0.95%
Number of salaries quoted 281 215 340
10th Percentile £57,500 £48,000 £56,250
25th Percentile £85,000 £61,250 £66,250
Median annual salary (50th Percentile) £117,500 £77,500 £83,250
Median % change year-on-year +51.61% -6.91% +0.91%
75th Percentile £148,750 £110,625 £108,750
90th Percentile £165,000 £142,500 £122,500
UK excluding London median annual salary £65,000 £53,750 £65,000
% change year-on-year +20.93% -17.31% +13.04%

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 21,080 31,272 63,382
As % of all permanent jobs advertised in the UK 21.38% 30.13% 40.50%
Number of salaries quoted 15,747 19,246 30,345
10th Percentile £36,250 £41,117 £37,500
25th Percentile £45,000 £50,000 £47,500
Median annual salary (50th Percentile) £60,000 £67,500 £62,500
Median % change year-on-year -11.11% +8.00% +13.64%
75th Percentile £79,500 £87,500 £82,500
90th Percentile £100,000 £105,000 £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 3 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 3 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 +132 308 £122,500 +55.56% 80
London +167 249 £135,000 +58.82% 48
Work from Home +153 223 £135,000 +63.64% 43
UK excluding London +61 120 £65,000 +20.93% 33
Scotland -5 63 £60,000 - 2
South West -8 22 £65,000 +23.81% 3
South East +4 17 £45,000 -35.71% 8
East of England +18 9 £70,000 -6.67% 10
North of England +41 7 £60,000 +41.18% 5
North West +5 4 £55,000 +4.76% 4
Yorkshire +70 2 £85,000 +100.00%
West Midlands +2 2 £75,000 +42.86% 2
Midlands -1 2 £75,000 +42.86% 4
North East - 1 £75,000 - 1

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
1 198 (52.52%) Apache
2 195 (51.72%) Apache Airflow
3 8 (2.12%) Apache Spark
4 6 (1.59%) nginx
Applications
1 8 (2.12%) GNU Octave
2 2 (0.53%) InDesign
3 1 (0.27%) Microsoft Excel
3 1 (0.27%) Spreadsheet
Cloud Services
1 236 (62.60%) AWS
2 191 (50.66%) dbt
3 159 (42.18%) Snowflake
4 116 (30.77%) GCP
5 31 (8.22%) Azure
6 22 (5.84%) GitHub
7 8 (2.12%) Serverless
8 7 (1.86%) GitHub Actions
9 6 (1.59%) Cloud Computing
9 6 (1.59%) Power Platform
10 4 (1.06%) Amazon SageMaker
10 4 (1.06%) AWS Lambda
10 4 (1.06%) PowerApps
10 4 (1.06%) SaaS
10 4 (1.06%) WhatsApp
11 3 (0.80%) Amazon S3
11 3 (0.80%) AWS CodeCommit
12 2 (0.53%) Amazon EKS
12 2 (0.53%) Amazon EMR
12 2 (0.53%) Azure DevOps
Communications & Networking
1 3 (0.80%) FTP
Database & Business Intelligence
1 188 (49.87%) Amazon Athena
2 187 (49.60%) Apache Arrow
2 187 (49.60%) Apache Ignite
2 187 (49.60%) Dremio
3 158 (41.91%) Data Lake
4 64 (16.98%) NoSQL
5 15 (3.98%) PostgreSQL
6 10 (2.65%) Redis
7 9 (2.39%) GIS
8 7 (1.86%) Big Data
9 6 (1.59%) MongoDB
9 6 (1.59%) Relational Database
10 5 (1.33%) Amazon Redshift
10 5 (1.33%) SQL Server
11 4 (1.06%) Hadoop
11 4 (1.06%) MySQL
12 2 (0.53%) BigQuery
12 2 (0.53%) Electronic Patient Records
12 2 (0.53%) Power BI
13 1 (0.27%) Looker
Development Applications
1 21 (5.57%) Git
2 4 (1.06%) Visual Studio Code
3 2 (0.53%) GitLab
3 2 (0.53%) Jenkins
3 2 (0.53%) TensorBoard
4 1 (0.27%) JIRA
General
1 272 (72.15%) Finance
2 194 (51.46%) Front Office
3 177 (46.95%) Banking
3 177 (46.95%) Investment Banking
4 65 (17.24%) Marketing
5 63 (16.71%) Law
6 60 (15.92%) Financial Institution
6 60 (15.92%) Inclusion and Diversity
7 23 (6.10%) Social Skills
8 9 (2.39%) Analytical Skills
9 8 (2.12%) Aerospace
9 8 (2.12%) Aviation
9 8 (2.12%) Electronics
9 8 (2.12%) Public Sector
10 6 (1.59%) Manufacturing
10 6 (1.59%) Telecoms
11 4 (1.06%) Automotive
12 1 (0.27%) Back Office
12 1 (0.27%) Pharmaceutical
12 1 (0.27%) Retail
Job Titles
1 129 (34.22%) Software Engineer
2 103 (27.32%) Developer
3 90 (23.87%) Lead
4 81 (21.49%) Python Engineer
5 75 (19.89%) Python Software Engineer
6 69 (18.30%) AWS Engineer
6 69 (18.30%) AWS Software Engineer
7 68 (18.04%) Senior
8 65 (17.24%) Python Developer
9 61 (16.18%) Developer/Software Engineer
10 59 (15.65%) Engineering Manager
10 59 (15.65%) Software Engineering Manager
11 57 (15.12%) Java Engineer
11 57 (15.12%) Java Software Engineer
12 55 (14.59%) Senior Software Engineer
13 53 (14.06%) Software Developer
14 42 (11.14%) Lead Developer
14 42 (11.14%) Team Leader
15 41 (10.88%) Architect
16 40 (10.61%) Solutions Architect
Libraries, Frameworks & Software Standards
1 320 (84.88%) Pandas
2 200 (53.05%) SciPy
3 187 (49.60%) gRPC
3 187 (49.60%) Protocol Buffers
4 41 (10.88%) TensorFlow
5 33 (8.75%) PyTorch
6 24 (6.37%) scikit-learn
7 22 (5.84%) React
8 21 (5.57%) Keras
9 16 (4.24%) Flask
10 15 (3.98%) AngularJS
10 15 (3.98%) Django
11 13 (3.45%) FastAPI
12 12 (3.18%) Node.js
13 10 (2.65%) Redux
13 10 (2.65%) Vue
14 9 (2.39%) .NET
14 9 (2.39%) Celery
14 9 (2.39%) Dask
14 9 (2.39%) SpaCy
Miscellaneous
1 186 (49.34%) Fixed Income
2 181 (48.01%) Hedge funds
3 172 (45.62%) Derivative
3 172 (45.62%) Equities
3 172 (45.62%) Foreign Exchange (FX)
4 59 (15.65%) Cloud Native
4 59 (15.65%) Market Risk
5 34 (9.02%) Algorithms
6 22 (5.84%) Pricing Data
7 5 (1.33%) Greenfield Project
7 5 (1.33%) Linux Command Line
8 4 (1.06%) Client/Server
9 3 (0.80%) Distributed Systems
9 3 (0.80%) Onboarding
9 3 (0.80%) Renewable Energy
10 2 (0.53%) Data Structures
10 2 (0.53%) Distributed Computing
10 2 (0.53%) Product Ownership
11 1 (0.27%) Reinsurance
11 1 (0.27%) Self-Motivation
Operating Systems
1 26 (6.90%) Linux
2 7 (1.86%) Windows
3 2 (0.53%) Android
4 1 (0.27%) Ubuntu
Processes & Methodologies
1 287 (76.13%) Agile
2 281 (74.54%) Software Engineering
3 189 (50.13%) Asset Management
4 167 (44.30%) Investment Management
5 97 (25.73%) Computer Science
6 95 (25.20%) Mathematics
7 80 (21.22%) CI/CD
8 74 (19.63%) Machine Learning
9 73 (19.36%) Line Management
10 68 (18.04%) Greeks
11 67 (17.77%) Analytics
12 63 (16.71%) Data Science
13 62 (16.45%) Continuous Delivery
13 62 (16.45%) SDLC
14 41 (10.88%) Artificial Intelligence
15 38 (10.08%) Statistics
16 31 (8.22%) Visualisation
17 29 (7.69%) Data Engineering
18 25 (6.63%) Mentoring
19 23 (6.10%) Business Intelligence
Programming Languages
1 377 (100.00%) Python
2 192 (50.93%) JavaScript
3 187 (49.60%) TypeScript
4 180 (47.75%) Java
5 99 (26.26%) SQL
6 25 (6.63%) MATLAB
7 16 (4.24%) Scala
8 13 (3.45%) Ruby
9 8 (2.12%) C#
10 7 (1.86%) C++
11 4 (1.06%) C
11 4 (1.06%) T-SQL
12 3 (0.80%) Clojure
12 3 (0.80%) Groovy
13 2 (0.53%) Bash
14 1 (0.27%) Gremlin
14 1 (0.27%) R
14 1 (0.27%) Shell Script
Qualifications
1 52 (13.79%) Degree
2 18 (4.77%) Security Cleared
3 17 (4.51%) Master's Degree
3 17 (4.51%) PhD
4 16 (4.24%) DV Cleared
5 10 (2.65%) Computer Science Degree
Quality Assurance & Compliance
1 70 (18.57%) Data Quality
2 5 (1.33%) QA
3 3 (0.80%) MiFID
System Software
1 22 (5.84%) Docker
Systems Management
1 9 (2.39%) Terraform
2 7 (1.86%) Kubernetes
Vendors
1 7 (1.86%) SAP
2 5 (1.33%) Dataiku
3 3 (0.80%) Bloomberg
3 3 (0.80%) Reuters
4 2 (0.53%) Adobe
4 2 (0.53%) Google
5 1 (0.27%) Databricks
5 1 (0.27%) Hitachi
5 1 (0.27%) Oracle
5 1 (0.27%) Samsung
5 1 (0.27%) Vertica