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 11 October 2024, comparing them to the same period in the previous two years.

6 months to
11 Oct 2024
Same period 2023 Same period 2022
Rank 336 629 698
Rank change year-on-year +293 +69 +22
Permanent jobs citing NumPy 612 149 520
As % of all permanent jobs advertised in the UK 0.78% 0.25% 0.36%
As % of the Libraries, Frameworks & Software Standards category 4.16% 0.91% 1.00%
Number of salaries quoted 570 128 308
10th Percentile £77,500 £47,500 £55,000
25th Percentile £85,000 £58,750 £65,938
Median annual salary (50th Percentile) £115,000 £80,000 £90,000
Median % change year-on-year +43.75% -11.11% +16.13%
75th Percentile £148,750 £121,250 £118,750
90th Percentile £165,000 £150,000 £137,500
UK excluding London median annual salary £52,500 £62,500 £70,000
% change year-on-year -16.00% -10.71% +16.67%

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 14,718 16,298 52,158
As % of all permanent jobs advertised in the UK 18.81% 26.92% 36.06%
Number of salaries quoted 8,871 12,604 26,163
10th Percentile £38,750 £41,250 £39,748
25th Percentile £47,500 £50,686 £47,500
Median annual salary (50th Percentile) £65,000 £65,351 £65,000
Median % change year-on-year -0.54% +0.54% +8.33%
75th Percentile £85,000 £85,000 £85,000
90th Percentile £110,000 £105,000 £101,250
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 11 October 2024.

Salary histogram for NumPy in the UK

NumPy
Top 13 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 11 October 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 +260 597 £115,000 +39.39% 65
London +255 559 £115,000 +9.52% 49
Work from Home +302 550 £115,000 +6.98% 74
UK excluding London -28 46 £52,500 -16.00% 16
West Midlands -20 12 £35,000 -44.00% 4
South West -21 12 £45,000 -18.18% 3
Midlands -31 12 £35,000 -44.00% 5
Scotland +8 10 £65,000 +30.00% 1
South East -58 6 £77,500 +14.81% 2
North of England 0 5 £50,000 -39.39% 2
North West - 4 £43,750 -
North East -37 1 £75,000 +36.36% 1
East of England -42 1 £65,000 +18.18% 3

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
1 510 (83.33%) Apache Airflow
2 461 (75.33%) Apache
3 12 (1.96%) Apache Spark
4 3 (0.49%) ArcGIS
Applications
1 2 (0.33%) GNU Octave
2 1 (0.16%) InDesign
Cloud Services
1 566 (92.48%) AWS
2 504 (82.35%) dbt
3 438 (71.57%) Snowflake
4 276 (45.10%) GCP
5 95 (15.52%) Amazon ECS
6 94 (15.36%) Amazon EKS
7 92 (15.03%) Amazon EC2
8 78 (12.75%) Azure
9 48 (7.84%) Dagster
10 12 (1.96%) Serverless
11 11 (1.80%) AWS Lambda
12 7 (1.14%) AWS CloudTrail
13 6 (0.98%) Amazon S3
14 5 (0.82%) WhatsApp
15 4 (0.65%) Cloud Computing
15 4 (0.65%) Power Platform
15 4 (0.65%) SaaS
16 3 (0.49%) Amazon EMR
17 2 (0.33%) Azure Machine Learning
17 2 (0.33%) GitHub
Communications & Networking
1 3 (0.49%) FTP
2 2 (0.33%) Ethernet
2 2 (0.33%) RS-232
2 2 (0.33%) RS-422
2 2 (0.33%) Wireless
Database & Business Intelligence
1 505 (82.52%) Amazon Athena
2 504 (82.35%) Dremio
3 486 (79.41%) Data Lake
4 456 (74.51%) Apache Arrow
4 456 (74.51%) Apache Ignite
5 12 (1.96%) NoSQL
6 11 (1.80%) MySQL
6 11 (1.80%) PostgreSQL
7 10 (1.63%) Big Data
7 10 (1.63%) SQL Server
8 7 (1.14%) MongoDB
9 5 (0.82%) Relational Database
10 4 (0.65%) Power BI
11 3 (0.49%) Amazon RDS
11 3 (0.49%) Amazon Redshift
11 3 (0.49%) Azure SQL Database
11 3 (0.49%) Geospatial Data
11 3 (0.49%) GIS
12 2 (0.33%) Data Warehouse
12 2 (0.33%) Spatial Data
Development Applications
1 9 (1.47%) Git
2 7 (1.14%) Jenkins
3 3 (0.49%) Cypress.io
4 1 (0.16%) Atlassian Bamboo
4 1 (0.16%) GitLab
4 1 (0.16%) JIRA
4 1 (0.16%) TensorBoard
4 1 (0.16%) webpack
General
1 534 (87.25%) Finance
2 520 (84.97%) Front Office
3 484 (79.08%) Banking
4 436 (71.24%) Investment Banking
5 13 (2.12%) Social Skills
6 12 (1.96%) Law
7 8 (1.31%) Inclusion and Diversity
8 3 (0.49%) Analytical Skills
8 3 (0.49%) Tech for Good
9 2 (0.33%) Aerospace
9 2 (0.33%) Aviation
9 2 (0.33%) Financial Institution
9 2 (0.33%) Marketing
9 2 (0.33%) Organisational Skills
10 1 (0.16%) Electronics
Job Titles
1 334 (54.58%) Software Engineer
2 293 (47.88%) Python Engineer
3 234 (38.24%) AWS Engineer
3 234 (38.24%) AWS Software Engineer
4 231 (37.75%) Python Software Engineer
5 196 (32.03%) Java Engineer
5 196 (32.03%) Java Software Engineer
6 191 (31.21%) Senior
7 180 (29.41%) Senior Software Engineer
8 150 (24.51%) Lead
9 143 (23.37%) Developer
10 129 (21.08%) Senior Java Engineer
10 129 (21.08%) Senior Java Software Engineer
11 106 (17.32%) Developer/Software Engineer
12 93 (15.20%) Python Developer
13 82 (13.40%) Software Developer
14 79 (12.91%) Architect
15 78 (12.75%) Lead Developer
15 78 (12.75%) Lead Software Engineer
15 78 (12.75%) Solutions Architect
Libraries, Frameworks & Software Standards
1 582 (95.10%) Pandas
2 528 (86.27%) SciPy
3 456 (74.51%) gRPC
3 456 (74.51%) Protocol Buffers
4 143 (23.37%) PySpark
5 47 (7.68%) React
6 32 (5.23%) AngularJS
7 31 (5.07%) Node.js
8 28 (4.58%) Vue
9 23 (3.76%) Redux
10 21 (3.43%) TensorFlow
11 17 (2.78%) Flask
12 16 (2.61%) PyTorch
13 12 (1.96%) scikit-learn
14 11 (1.80%) FastAPI
15 10 (1.63%) CSS
15 10 (1.63%) HTML
16 9 (1.47%) RabbitMQ
17 8 (1.31%) D3.js
17 8 (1.31%) WebSockets
Miscellaneous
1 468 (76.47%) Fixed Income
2 451 (73.69%) Hedge funds
3 444 (72.55%) Equities
4 437 (71.41%) Derivative
4 437 (71.41%) Foreign Exchange (FX)
5 105 (17.16%) Pricing Data
6 19 (3.10%) Algorithms
7 4 (0.65%) Cloud Native
7 4 (0.65%) Data Structures
8 2 (0.33%) Distributed Computing
8 2 (0.33%) Embedded Systems
8 2 (0.33%) Market Risk
8 2 (0.33%) Renewable Energy
8 2 (0.33%) Virtual Team
9 1 (0.16%) Greenfield Project
9 1 (0.16%) Linux Command Line
9 1 (0.16%) Management Information System
9 1 (0.16%) Reinsurance
9 1 (0.16%) Robotics
Operating Systems
1 25 (4.08%) Linux
2 2 (0.33%) Embedded Linux
2 2 (0.33%) Unix
3 1 (0.16%) Android
Processes & Methodologies
1 554 (90.52%) Software Engineering
2 542 (88.56%) Agile
3 517 (84.48%) Asset Management
4 347 (56.70%) Investment Management
5 156 (25.49%) Line Management
6 143 (23.37%) Greeks
7 95 (15.52%) Migration
8 81 (13.24%) Fintech
9 67 (10.95%) Analytics
9 67 (10.95%) Data Engineering
10 36 (5.88%) Machine Learning
11 32 (5.23%) Mentoring
12 29 (4.74%) Performance Attribution
13 28 (4.58%) Credit Risk Analysis
14 23 (3.76%) CI/CD
15 22 (3.59%) Data Science
15 22 (3.59%) Visualisation
16 20 (3.27%) Artificial Intelligence
17 19 (3.10%) Mathematics
18 18 (2.94%) Containerisation
Programming Languages
1 612 (100.00%) Python
2 501 (81.86%) Java
3 489 (79.90%) JavaScript
4 468 (76.47%) TypeScript
5 124 (20.26%) SQL
6 19 (3.10%) C++
7 11 (1.80%) Scala
8 8 (1.31%) Kotlin
8 8 (1.31%) MATLAB
9 6 (0.98%) C#
10 3 (0.49%) Clojure
10 3 (0.49%) Go
10 3 (0.49%) Groovy
11 2 (0.33%) C
12 1 (0.16%) Bash
12 1 (0.16%) R
12 1 (0.16%) Rust
12 1 (0.16%) Shell Script
Qualifications
1 25 (4.08%) Degree
2 13 (2.12%) Master's Degree
2 13 (2.12%) Security Cleared
3 5 (0.82%) DV Cleared
4 4 (0.65%) Computer Science Degree
4 4 (0.65%) PhD
5 1 (0.16%) SC Cleared
Quality Assurance & Compliance
1 146 (23.86%) Data Quality
2 7 (1.14%) QA
3 3 (0.49%) MiFID
4 2 (0.33%) Accessibility
5 1 (0.16%) Actionable Recommendations
5 1 (0.16%) GDPR
5 1 (0.16%) IEC 62304
System Software
1 21 (3.43%) Docker
Systems Management
1 20 (3.27%) Kubernetes
2 13 (2.12%) Terraform
3 2 (0.33%) Grafana
3 2 (0.33%) Prometheus
Vendors
1 63 (10.29%) Bloomberg
1 63 (10.29%) Reuters
2 5 (0.82%) Databricks
3 3 (0.49%) ESRI
4 2 (0.33%) Google
4 2 (0.33%) Microsoft
5 1 (0.16%) Adobe
5 1 (0.16%) Hitachi