Period
to

The following table provides summary statistics for permanent job vacancies advertised in London 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 July 2022 with a comparison to the same period in the previous 2 years.

NumPy
England > London
6 months to
2 Jul 2022
Same period 2021 Same period 2020
Rank 461 430 412
Rank change year-on-year -31 -18 +121
Permanent jobs citing NumPy 574 246 177
As % of all permanent jobs advertised in London 0.75% 0.59% 0.54%
As % of the Libraries, Frameworks & Software Standards category 1.64% 1.26% 1.32%
Number of salaries quoted 309 144 146
10th Percentile £58,750 £50,750 £48,125
25th Percentile £76,250 £60,000 £57,500
Median annual salary (50th Percentile) £92,500 £85,000 £78,750
Median % change year-on-year +8.82% +7.94% +14.30%
75th Percentile £122,500 £95,000 £100,000
90th Percentile £137,500 £135,000 £110,000
England median annual salary £90,000 £77,250 £77,500
% change year-on-year +16.50% -0.32% +19.23%

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 advertised in London with a requirement for technical specification, industry standards, software libraries and framework skills.

All Software Libraries and Frameworks
London
Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 34,973 19,592 13,454
As % of all permanent IT jobs advertised in London 45.72% 46.91% 40.79%
Number of salaries quoted 12,861 12,171 11,224
10th Percentile £47,647 £45,000 £43,750
25th Percentile £57,822 £55,000 £53,750
Median annual salary (50th Percentile) £75,000 £70,750 £70,000
Median % change year-on-year +6.01% +1.07% +6.87%
75th Percentile £95,000 £90,000 £87,500
90th Percentile £115,000 £107,500 £105,000
England median annual salary £65,000 £57,500 £57,105
% change year-on-year +13.04% +0.69% +8.77%

NumPy
Job Vacancy Trend in London

Job postings citing NumPy as a proportion of all IT jobs advertised in London.

Job vacancy trend for NumPy in London

NumPy
Salary Trend in London

3-month moving average salary quoted in jobs citing NumPy in London.

Salary trend for NumPy in London

NumPy
Salary Histogram in London

Salary distribution for jobs citing NumPy in London over the 6 months to 2 July 2022.

Salary histogram for NumPy in London

NumPy
Job Locations in London

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing NumPy within the London region over the 6 months to 2 July 2022. 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
Central London -56 17 £72,500 -19.44% 4
East London - 3 £80,000 - 1
West London -52 2 - - 1
South London -48 1 - -
NumPy
England

For the 6 months to 2 July 2022, IT jobs citing NumPy also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the London region with a requirement for NumPy.

1 568 (98.95%) Python
2 526 (91.64%) Pandas
3 319 (55.57%) SQL
4 318 (55.40%) Software Engineering
5 304 (52.96%) Analytics
6 286 (49.83%) Data Science
7 246 (42.86%) Finance
8 244 (42.51%) AWS
9 241 (41.99%) Machine Learning
10 220 (38.33%) scikit-learn
11 185 (32.23%) Agile
12 181 (31.53%) SciPy
13 155 (27.00%) Artificial Intelligence
14 144 (25.09%) GCP
15 142 (24.74%) React
16 134 (23.34%) Computer Science
17 128 (22.30%) JavaScript
17 128 (22.30%) TensorFlow
18 118 (20.56%) PostgreSQL
19 116 (20.21%) Azure
20 114 (19.86%) Equities
21 113 (19.69%) Mathematics
22 112 (19.51%) Investment Management
23 109 (18.99%) Visualisation
24 108 (18.82%) Front Office
24 108 (18.82%) Data Engineering
25 107 (18.64%) Asset Management
26 106 (18.47%) Algorithms
26 106 (18.47%) Docker
27 101 (17.60%) Degree

NumPy
Co-occurring IT Skills in London by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same job type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 63 (10.98%) Apache Airflow
2 56 (9.76%) Jupyter
3 37 (6.45%) Apache
4 31 (5.40%) Apache Spark
5 22 (3.83%) Gunicorn
6 11 (1.92%) Confluence
7 5 (0.87%) Luigi
8 4 (0.70%) nginx
Applications
1 8 (1.39%) Spreadsheet
2 2 (0.35%) Microsoft Excel
2 2 (0.35%) Microsoft PowerPoint
3 1 (0.17%) CPLEX
3 1 (0.17%) Stata
Business Applications
1 5 (0.87%) SAP Oil and Gas
Cloud Services
1 244 (42.51%) AWS
2 144 (25.09%) GCP
3 116 (20.21%) Azure
4 72 (12.54%) GitHub
5 41 (7.14%) Amazon S3
6 39 (6.79%) SaaS
7 33 (5.75%) Amazon SageMaker
8 32 (5.57%) Snowflake
9 31 (5.40%) Serverless
10 26 (4.53%) AWS Lambda
11 22 (3.83%) GitHub Actions
12 21 (3.66%) Power Platform
12 21 (3.66%) Pulumi
13 20 (3.48%) Cloud Computing
14 17 (2.96%) Amazon EC2
15 9 (1.57%) Google Analytics
15 9 (1.57%) Google Data Studio
16 7 (1.22%) Vertex AI
17 5 (0.87%) Amazon ECS
17 5 (0.87%) Azure Synapse Analytics
Communications & Networking
1 19 (3.31%) Internet
2 8 (1.39%) FTP
3 1 (0.17%) HTTP
Database & Business Intelligence
1 118 (20.56%) PostgreSQL
2 70 (12.20%) Big Data
3 61 (10.63%) NoSQL
4 57 (9.93%) Redis
5 43 (7.49%) Relational Database
6 41 (7.14%) Data Warehouse
7 38 (6.62%) MongoDB
8 35 (6.10%) MySQL
9 30 (5.23%) BigQuery
9 30 (5.23%) Elasticsearch
10 29 (5.05%) Amazon Athena
11 21 (3.66%) Power BI
12 20 (3.48%) Tableau
13 19 (3.31%) RDBMS
14 16 (2.79%) Apache Ignite
15 15 (2.61%) Amazon Redshift
15 15 (2.61%) Looker
15 15 (2.61%) Parquet
16 10 (1.74%) Amazon RDS
16 10 (1.74%) Metadata
Development Applications
1 73 (12.72%) Git (software)
2 22 (3.83%) Bitbucket
2 22 (3.83%) webpack
3 20 (3.48%) JIRA
4 15 (2.61%) GitLab
5 12 (2.09%) Jenkins
6 9 (1.57%) Selenium
6 9 (1.57%) Travis CI
7 8 (1.39%) MLflow
8 6 (1.05%) Visual Studio
9 5 (0.87%) Cypress.io
10 4 (0.70%) Mocha
11 3 (0.52%) PyUnit
12 2 (0.35%) CircleCI
13 1 (0.17%) Visual Studio Code
General
1 246 (42.86%) Finance
2 108 (18.82%) Front Office
3 100 (17.42%) Social Skills
4 84 (14.63%) Analytical Skills
5 58 (10.10%) Retail
6 38 (6.62%) Marketing
7 33 (5.75%) Games
8 25 (4.36%) Back Office
9 23 (4.01%) Banking
10 20 (3.48%) Inclusion and Diversity
10 20 (3.48%) Prime Brokerage
11 12 (2.09%) Organisational Skills
12 10 (1.74%) Telecoms
13 9 (1.57%) Automotive
14 8 (1.39%) Advertising
15 6 (1.05%) Presentation Skills
16 5 (0.87%) Financial Institution
16 5 (0.87%) Legal
16 5 (0.87%) Online Betting
17 4 (0.70%) Wearables
Job Titles
1 222 (38.68%) Developer
2 197 (34.32%) Python Developer
3 145 (25.26%) Software Engineer
4 120 (20.91%) Data Scientist
5 111 (19.34%) Python Engineer
6 99 (17.25%) Python Software Engineer
7 93 (16.20%) Developer/Software Engineer
8 61 (10.63%) Senior Data Scientist
9 58 (10.10%) AWS Engineer
10 57 (9.93%) AWS Developer
10 57 (9.93%) AWS Software Engineer
11 39 (6.79%) Data Engineer
12 33 (5.75%) Senior Developer
13 32 (5.57%) Analyst
13 32 (5.57%) Senior Python Developer
14 29 (5.05%) Machine Learning Engineer
15 26 (4.53%) Senior Software Engineer
16 24 (4.18%) Data Analyst
17 16 (2.79%) Junior
18 13 (2.26%) Junior Data Scientist
Libraries, Frameworks & Software Standards
1 526 (91.64%) Pandas
2 220 (38.33%) scikit-learn
3 181 (31.53%) SciPy
4 142 (24.74%) React
5 128 (22.30%) TensorFlow
6 74 (12.89%) PyTorch
7 56 (9.76%) Django
8 52 (9.06%) Matplotlib
9 51 (8.89%) Flask
10 49 (8.54%) Keras
11 45 (7.84%) Kafka
12 44 (7.67%) HTML
13 33 (5.75%) CSS
14 29 (5.05%) PySpark
15 25 (4.36%) GraphQL
16 21 (3.66%) Apollo GraphQL
16 21 (3.66%) pytest
17 20 (3.48%) FastAPI
18 19 (3.31%) RabbitMQ
19 18 (3.14%) RESTful
Miscellaneous
1 114 (19.86%) Equities
2 106 (18.47%) Algorithms
3 98 (17.07%) Derivative
4 92 (16.03%) Hedge funds
5 39 (6.79%) Fixed Income
6 32 (5.57%) Self-Motivation
7 27 (4.70%) User Experience
8 21 (3.66%) FMCG
8 21 (3.66%) Foreign Exchange (FX)
8 21 (3.66%) Reference Data
9 18 (3.14%) Credit Risk
10 17 (2.96%) Greenfield Project
11 16 (2.79%) IoT
11 16 (2.79%) Public Cloud
12 14 (2.44%) Legacy Systems
13 11 (1.92%) Data Structures
13 11 (1.92%) Linked Data
13 11 (1.92%) Renewable Energy
14 7 (1.22%) Virtual Team
15 5 (0.87%) Sports Betting
Operating Systems
1 76 (13.24%) Linux
2 19 (3.31%) Unix
Processes & Methodologies
1 318 (55.40%) Software Engineering
2 304 (52.96%) Analytics
3 286 (49.83%) Data Science
4 241 (41.99%) Machine Learning
5 185 (32.23%) Agile
6 155 (27.00%) Artificial Intelligence
7 134 (23.34%) Computer Science
8 113 (19.69%) Mathematics
9 112 (19.51%) Investment Management
10 109 (18.99%) Visualisation
11 108 (18.82%) Data Engineering
12 107 (18.64%) Asset Management
13 98 (17.07%) CI/CD
14 87 (15.16%) Data Analytics
15 81 (14.11%) Data Pipeline
15 81 (14.11%) Statistics
16 79 (13.76%) ETL
17 75 (13.07%) Problem-Solving
18 74 (12.89%) Fintech
19 70 (12.20%) Data Visualisation
Programming Languages
1 568 (98.95%) Python
2 319 (55.57%) SQL
3 128 (22.30%) JavaScript
4 70 (12.20%) Java
5 69 (12.02%) TypeScript
6 51 (8.89%) C++
6 51 (8.89%) R
7 50 (8.71%) C
8 28 (4.88%) MATLAB
9 23 (4.01%) Cython
10 22 (3.83%) Bash
11 17 (2.96%) C#
12 15 (2.61%) Rust
13 12 (2.09%) Ruby
14 10 (1.74%) LookML
15 9 (1.57%) Scala
16 5 (0.87%) PowerShell
17 3 (0.52%) Ada
17 3 (0.52%) Go
17 3 (0.52%) PL/SQL
Qualifications
1 101 (17.60%) Degree
2 32 (5.57%) PhD
3 26 (4.53%) Computer Science Degree
4 13 (2.26%) Master's Degree
5 2 (0.35%) AWS Certification
Quality Assurance & Compliance
1 24 (4.18%) Data Quality
2 5 (0.87%) Accessibility
2 5 (0.87%) GDPR
2 5 (0.87%) HIPAA
2 5 (0.87%) SOC 2
3 2 (0.35%) QA
System Software
1 106 (18.47%) Docker
Systems Management
1 81 (14.11%) Kubernetes
2 19 (3.31%) Terraform
3 17 (2.96%) Ansible
4 10 (1.74%) Kubeflow
5 7 (1.22%) Argo
6 1 (0.17%) Control-M
Vendors
1 47 (8.19%) Google
2 30 (5.23%) Databricks
3 18 (3.14%) Oracle
4 16 (2.79%) Bloomberg
5 11 (1.92%) Zopa
6 7 (1.22%) CA
7 5 (0.87%) SAP
8 4 (0.70%) Intel
9 2 (0.35%) Cisco
9 2 (0.35%) Microsoft