Period
to 20 April 2021

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 20 April 2021 with a comparison to the same period in the previous 2 years.

NumPy
UK
6 months to
20 Apr 2021
Same period 2020 Same period 2019
Rank 618 707 835
Rank change year-on-year +89 +128 +18
Permanent jobs citing NumPy 239 252 295
As % of all permanent jobs advertised in the UK 0.28% 0.23% 0.20%
As % of the Libraries, Frameworks & Software Standards category 0.71% 0.58% 0.51%
Number of salaries quoted 167 204 253
10th Percentile £52,000 £41,275 £40,000
25th Percentile £62,250 £51,250 £50,000
Median annual salary (50th Percentile) £82,500 £70,000 £65,000
Median % change year-on-year +17.86% +7.69% -3.70%
75th Percentile £92,500 £100,000 £86,250
90th Percentile £169,250 £120,000 £117,500
UK excluding London median annual salary £57,500 £52,824 £50,000
% change year-on-year +8.85% +5.65% -9.09%

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.

All Software Libraries and Frameworks
UK
Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 33,584 43,296 57,711
As % of all permanent IT jobs advertised in the UK 39.78% 39.37% 38.83%
Number of salaries quoted 27,023 35,990 47,635
10th Percentile £34,685 £32,500 £31,250
25th Percentile £42,500 £41,250 £38,000
Median annual salary (50th Percentile) £55,000 £55,000 £52,500
Median % change year-on-year - +4.76% +5.00%
75th Percentile £75,000 £75,000 £71,000
90th Percentile £90,000 £90,000 £85,000
UK excluding London median annual salary £50,000 £47,500 £45,000
% change year-on-year +5.26% +5.56% +2.27%

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 20 April 2021.

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 20 April 2021. 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
Job
Vacancies
England +117 227 £82,500 +17.86% 52
London +113 194 £85,000 +10.39% 38
Work from Home -98 46 £70,000 +33.33% 22
UK excluding London +66 34 £57,500 +8.85% 14
East of England +53 11 £77,250 +93.13% 8
South East +57 7 £50,000 -35.48% 1
North of England +36 7 £47,500 -32.14% 3
North West +44 6 £47,500 +18.75% 1
Midlands +29 6 £57,500 +53.33% 1
West Midlands - 6 £57,500 - 1
Scotland +10 2 £62,500 -
Yorkshire +4 1 £60,000 -40.00% 2
South West +2 1 £42,500 -32.00% 1

For the 6 months to 20 April 2021, 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 with a requirement for NumPy.

1 238 (99.58%) Python
2 151 (63.18%) Pandas
3 125 (52.30%) Machine Learning
4 87 (36.40%) Data Science
5 83 (34.73%) SQL
6 80 (33.47%) AWS
7 78 (32.64%) SciPy
8 71 (29.71%) Software Engineering
9 70 (29.29%) Hedge funds
9 70 (29.29%) scikit-learn
10 69 (28.87%) Agile Software Development
10 69 (28.87%) Finance
11 57 (23.85%) Java
11 57 (23.85%) Docker
12 56 (23.43%) Algorithms
13 54 (22.59%) Artificial Intelligence
14 52 (21.76%) Degree
14 52 (21.76%) GCP
15 46 (19.25%) Computer Science
16 45 (18.83%) Django
16 45 (18.83%) Apache Spark
17 42 (17.57%) JavaScript
18 41 (17.15%) Analytics
18 41 (17.15%) Kubernetes
19 40 (16.74%) Apache Airflow
19 40 (16.74%) Big Data
19 40 (16.74%) Equities
20 39 (16.32%) PostgreSQL
21 37 (15.48%) PhD
22 36 (15.06%) Flask

NumPy
Co-occurring IT Skills 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 45 (18.83%) Apache Spark
2 40 (16.74%) Apache Airflow
3 25 (10.46%) Jupyter
4 12 (5.02%) Elasticsearch
5 8 (3.35%) Apache
5 8 (3.35%) Confluence
6 4 (1.67%) Gunicorn
7 2 (0.84%) Apache Pig
8 1 (0.42%) Luigi
Applications
1 1 (0.42%) Chatbot
Business Applications
1 1 (0.42%) FINCAD Analytics
Cloud Services
1 80 (33.47%) AWS
2 52 (21.76%) GCP
3 32 (13.39%) Amazon S3
4 29 (12.13%) Azure
5 17 (7.11%) GitHub
6 11 (4.60%) Amazon Kinesis
6 11 (4.60%) Amazon SQS
6 11 (4.60%) AWS Lambda
6 11 (4.60%) Serverless
7 8 (3.35%) Amazon SageMaker
7 8 (3.35%) Power Platform
8 7 (2.93%) Cloud Computing
9 6 (2.51%) Amazon CloudWatch
9 6 (2.51%) Amazon ELB
9 6 (2.51%) Amazon EMR
9 6 (2.51%) Google Docs
9 6 (2.51%) Loggly
9 6 (2.51%) Trello
10 5 (2.09%) Amazon EC2
11 4 (1.67%) SaaS
Communications & Networking
1 5 (2.09%) HTTP
Database & Business Intelligence
1 40 (16.74%) Big Data
2 39 (16.32%) PostgreSQL
3 26 (10.88%) Data Mining
4 19 (7.95%) Redis
5 17 (7.11%) Hadoop
6 15 (6.28%) NoSQL
7 10 (4.18%) Amazon Redshift
8 9 (3.77%) Amazon DynamoDB
8 9 (3.77%) MongoDB
8 9 (3.77%) Relational Database
9 8 (3.35%) Data Warehouse
10 7 (2.93%) Tableau
11 6 (2.51%) Electronic Patient Records
12 5 (2.09%) Apache Hive
12 5 (2.09%) MySQL
12 5 (2.09%) Power BI
13 4 (1.67%) GIS
13 4 (1.67%) Impala
14 3 (1.26%) BigQuery
14 3 (1.26%) Data Lake
Development Applications
1 33 (13.81%) Git (software)
2 17 (7.11%) JIRA
3 11 (4.60%) GitLab
4 8 (3.35%) Maven
5 7 (2.93%) CircleCI
5 7 (2.93%) Octopus Deploy
6 4 (1.67%) Atlassian Bamboo
6 4 (1.67%) Jenkins
7 3 (1.26%) gulp
7 3 (1.26%) SonarQube
7 3 (1.26%) webpack
8 2 (0.84%) Bitbucket
9 1 (0.42%) Babel
9 1 (0.42%) CMake
9 1 (0.42%) Valgrind
9 1 (0.42%) Visual Website Optimizer
General
1 69 (28.87%) Finance
2 24 (10.04%) Telecoms
3 20 (8.37%) Front Office
4 17 (7.11%) Marketing
4 17 (7.11%) Retail
5 12 (5.02%) Banking
6 9 (3.77%) Advertising
7 6 (2.51%) Electronics
8 5 (2.09%) Games
8 5 (2.09%) Investment Banking
9 3 (1.26%) Russian Language
10 2 (0.84%) Law
11 1 (0.42%) Pharmaceutical
Job Titles
1 105 (43.93%) Developer
2 81 (33.89%) Python Developer
3 35 (14.64%) Python Engineer
4 34 (14.23%) Data Scientist
5 27 (11.30%) Software Engineer
6 17 (7.11%) Data Engineer
7 15 (6.28%) Apache Spark Developer
7 15 (6.28%) Senior Developer
8 14 (5.86%) Machine Learning Engineer
9 12 (5.02%) AWS Developer
9 12 (5.02%) Finance Manager
9 12 (5.02%) Lead Developer
9 12 (5.02%) Python Software Engineer
10 10 (4.18%) Software Developer
11 9 (3.77%) Head of Development
11 9 (3.77%) Senior Data Engineer
11 9 (3.77%) Senior Data Scientist
12 8 (3.35%) Backend Developer
12 8 (3.35%) Java Engineer
12 8 (3.35%) Senior Python Developer
Libraries, Frameworks & Software Standards
1 151 (63.18%) Pandas
2 78 (32.64%) SciPy
3 70 (29.29%) scikit-learn
4 45 (18.83%) Django
5 36 (15.06%) Flask
6 35 (14.64%) React
6 35 (14.64%) TensorFlow
7 29 (12.13%) REST
8 28 (11.72%) Dask
9 24 (10.04%) Keras
9 24 (10.04%) Node.js
10 18 (7.53%) Celery
11 17 (7.11%) AngularJS
12 16 (6.69%) Kafka
12 16 (6.69%) PyTorch
12 16 (6.69%) Vue.js
13 15 (6.28%) CSS
13 15 (6.28%) Matplotlib
14 12 (5.02%) Torch
15 10 (4.18%) Seaborn
Miscellaneous
1 70 (29.29%) Hedge funds
2 56 (23.43%) Algorithms
3 40 (16.74%) Equities
4 18 (7.53%) Analytical Skills
4 18 (7.53%) User Experience
5 15 (6.28%) Fixed Income
6 14 (5.86%) Data Structures
7 13 (5.44%) Blog
7 13 (5.44%) Greenfield Project
8 12 (5.02%) Market Risk
8 12 (5.02%) Mobile App
9 7 (2.93%) Podcast
10 6 (2.51%) Derivative
10 6 (2.51%) iPad
10 6 (2.51%) Linux Command Line
10 6 (2.51%) Organisational Skills
11 5 (2.09%) Renewable Energy
11 5 (2.09%) Smart Meter
12 4 (1.67%) CUDA
12 4 (1.67%) Data Protection Act
Operating Systems
1 14 (5.86%) Linux
2 2 (0.84%) Unix
3 1 (0.42%) Android
Processes & Methodologies
1 125 (52.30%) Machine Learning
2 87 (36.40%) Data Science
3 71 (29.71%) Software Engineering
4 69 (28.87%) Agile Software Development
5 54 (22.59%) Artificial Intelligence
6 46 (19.25%) Computer Science
7 41 (17.15%) Analytics
8 34 (14.23%) TDD
9 31 (12.97%) Natural Language Processing
10 30 (12.55%) Problem-Solving
11 27 (11.30%) DevOps
12 26 (10.88%) Deep Learning
13 24 (10.04%) SDLC
13 24 (10.04%) Statistics
14 22 (9.21%) Mathematics
15 21 (8.79%) Asset Management
15 21 (8.79%) Data Analysis
15 21 (8.79%) Parallel Processing
15 21 (8.79%) Visualisation
16 20 (8.37%) Pair Programming
Programming Languages
1 238 (99.58%) Python
2 83 (34.73%) SQL
3 57 (23.85%) Java
4 42 (17.57%) JavaScript
5 23 (9.62%) C++
6 18 (7.53%) TypeScript
7 16 (6.69%) Cython
8 15 (6.28%) C
9 14 (5.86%) Scala
10 9 (3.77%) Kotlin
10 9 (3.77%) R
11 7 (2.93%) Java 8
12 3 (1.26%) C#
12 3 (1.26%) MATLAB
13 2 (0.84%) Go
14 1 (0.42%) Bash Shell
14 1 (0.42%) Clojure
14 1 (0.42%) Julia
14 1 (0.42%) PHP
Qualifications
1 52 (21.76%) Degree
2 37 (15.48%) PhD
3 19 (7.95%) Computer Science Degree
4 9 (3.77%) Numerate Degree
5 3 (1.26%) Master's Degree
6 2 (0.84%) DV Cleared
6 2 (0.84%) Security Cleared
Quality Assurance & Compliance
1 5 (2.09%) Data Quality
2 4 (1.67%) GRC
3 3 (1.26%) QA
System Software
1 57 (23.85%) Docker
2 1 (0.42%) Firmware
Systems Management
1 41 (17.15%) Kubernetes
2 16 (6.69%) Ansible
3 11 (4.60%) Terraform
4 6 (2.51%) Consul
4 6 (2.51%) Packer
5 4 (1.67%) Argo
5 4 (1.67%) Opscode Chef
5 4 (1.67%) Puppet
6 3 (1.26%) Grafana
6 3 (1.26%) Prometheus
6 3 (1.26%) Zipkin
7 2 (0.84%) Control-M
8 1 (0.42%) Hadoop YARN
8 1 (0.42%) Oozie
Vendors
1 20 (8.37%) Yahoo!
2 16 (6.69%) Google
3 14 (5.86%) Twitter
4 6 (2.51%) Microsoft
5 5 (2.09%) Atlassian
6 4 (1.67%) Cisco
7 3 (1.26%) Cloudera
7 3 (1.26%) Oracle
7 3 (1.26%) PagerDuty
8 1 (0.42%) Optimizely