Period
to 19 February 2020

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 19 February 2020 with a comparison to the same period in the previous 2 years.

NumPy
UK
6 months to
19 Feb 2020
Same period 2019 Same period 2018
Rank 736 852 911
Rank change year-on-year +116 +59 +118
Permanent jobs citing NumPy 278 277 298
As % of all permanent IT jobs advertised in the UK 0.22% 0.18% 0.17%
As % of the Libraries, Frameworks & Software Standards category 0.58% 0.46% 0.42%
Number of salaries quoted 213 253 248
UK median annual salary £70,000 £67,500 £65,000
Median salary % change year-on-year +3.70% +3.85% -18.75%
10th Percentile £37,500 £33,750 £45,000
90th Percentile £129,000 £112,500 £100,000
UK excluding London median annual salary £47,500 £45,000 £53,500
% change year-on-year +5.56% -15.89% +12.63%

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 48,315 60,139 71,322
As % of all permanent IT jobs advertised in the UK 38.95% 39.69% 40.62%
Number of salaries quoted 39,749 49,335 60,174
UK median annual salary £55,000 £52,500 £50,000
Median salary % change year-on-year +4.76% +5.00% +5.26%
10th Percentile £32,500 £31,250 £30,000
90th Percentile £90,000 £85,000 £78,500
UK excluding London median annual salary £47,500 £45,000 £42,500
% change year-on-year +5.56% +5.88% -

NumPy
Job Vacancy Trend

Job postings citing NumPy as a percentage of all IT jobs advertised.

Job vacancy trend for NumPy in the UK

NumPy
Salary Trend

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing NumPy.

Salary trend for NumPy in the UK

NumPy
Salary Histogram

The salary distribution of IT jobs citing NumPy over the 6 months to 19 February 2020.

Salary histogram for NumPy in the UK

NumPy
Top 11 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 19 February 2020. 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 +136 276 £70,000 - 51
London +95 219 £85,000 +13.33% 34
UK excluding London +84 59 £47,500 +5.56% 18
East of England +97 32 £40,000 -20.00% 4
South West +36 11 £52,500 +29.63% 4
South East +39 9 £61,000 +22.00% 7
North of England +62 5 £57,500 +31.43% 1
North West +45 3 £48,750 +14.71%
Yorkshire +26 2 £100,000 +122.22% 1
Scotland +24 1 - - 1
Northern Ireland - 1 £50,000 -

For the 6 months to 19 February 2020, 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.

1 275 (98.92%) Python
2 221 (79.50%) Pandas
3 144 (51.80%) SciPy
4 114 (41.01%) AWS
5 109 (39.21%) Data Science
6 103 (37.05%) Agile Software Development
7 101 (36.33%) Finance
8 94 (33.81%) Machine Learning
9 87 (31.29%) Java
10 77 (27.70%) Analytics
11 76 (27.34%) Front Office
12 72 (25.90%) scikit-learn
13 68 (24.46%) R
14 65 (23.38%) Software Engineering
15 63 (22.66%) SQL
16 55 (19.78%) Algorithms
16 55 (19.78%) TensorFlow
17 54 (19.42%) Analytical Skills
18 52 (18.71%) Degree
19 51 (18.35%) Asset Management
20 50 (17.99%) Mathematics
20 50 (17.99%) Amazon S3
21 49 (17.63%) Azure
21 49 (17.63%) Big Data
22 47 (16.91%) Web Services
23 46 (16.55%) Artificial Intelligence
23 46 (16.55%) Derivative
24 43 (15.47%) Flask
24 43 (15.47%) GCP
24 43 (15.47%) Serverless

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 41 (14.75%) Apache Spark
2 33 (11.87%) Jupyter
3 11 (3.96%) Tornado
4 8 (2.88%) Elasticsearch
5 5 (1.80%) Apache
6 3 (1.08%) Apache Airflow
6 3 (1.08%) nginx
7 2 (0.72%) IPython
7 2 (0.72%) SAS
8 1 (0.36%) Luigi
8 1 (0.36%) OpenStack
Applications
1 4 (1.44%) Microsoft Excel
2 3 (1.08%) Weka
3 2 (0.72%) Chatbot
4 1 (0.36%) GNU Octave
4 1 (0.36%) Microsoft PowerPoint
Business Applications
1 1 (0.36%) FINCAD Analytics
1 1 (0.36%) Tesseract
Cloud Services
1 114 (41.01%) AWS
2 50 (17.99%) Amazon S3
3 49 (17.63%) Azure
4 43 (15.47%) GCP
4 43 (15.47%) Serverless
5 38 (13.67%) AWS Lambda
6 32 (11.51%) Amazon SQS
7 12 (4.32%) Amazon EC2
8 11 (3.96%) GitHub
9 9 (3.24%) Amazon Kinesis
9 9 (3.24%) AWS Elastic Beanstalk
9 9 (3.24%) Virtual Private Cloud
10 8 (2.88%) Power Platform
11 4 (1.44%) Amazon EMR
11 4 (1.44%) Cloud Computing
11 4 (1.44%) SaaS
12 3 (1.08%) Amazon ECS
12 3 (1.08%) Amazon EKS
12 3 (1.08%) AWS Data Pipeline
13 2 (0.72%) Azure Machine Learning
Communications & Networking
1 5 (1.80%) HTTP
2 3 (1.08%) Cisco IOS
3 2 (0.72%) Internet
3 2 (0.72%) Wireless
4 1 (0.36%) Network Security
Database & Business Intelligence
1 49 (17.63%) Big Data
2 40 (14.39%) Amazon RDS
3 37 (13.31%) PostgreSQL
4 32 (11.51%) Relational Database
5 26 (9.35%) MongoDB
5 26 (9.35%) SQL Server
6 25 (8.99%) Hadoop
7 23 (8.27%) NoSQL
8 14 (5.04%) KDB
9 9 (3.24%) Kdb+
10 8 (2.88%) Amazon DynamoDB
10 8 (2.88%) Amazon Redshift
10 8 (2.88%) Apache Hive
10 8 (2.88%) HBase
10 8 (2.88%) Power BI
11 7 (2.52%) Data Mining
12 6 (2.16%) Apache Cassandra
12 6 (2.16%) MySQL
13 5 (1.80%) RDBMS
13 5 (1.80%) Redis
Development Applications
1 39 (14.03%) Git (software)
2 9 (3.24%) CircleCI
3 6 (2.16%) JIRA
4 4 (1.44%) Selenium
5 3 (1.08%) Jenkins
5 3 (1.08%) Pylint
5 3 (1.08%) Redmine
5 3 (1.08%) Robot Framework
5 3 (1.08%) RStudio
6 2 (0.72%) Bitbucket
6 2 (0.72%) Visual Studio Team System
7 1 (0.36%) Gradle
7 1 (0.36%) Maven
7 1 (0.36%) Mercurial
7 1 (0.36%) Mocha
7 1 (0.36%) Visual Studio
7 1 (0.36%) WebDriver
General
1 101 (36.33%) Finance
2 76 (27.34%) Front Office
3 19 (6.83%) Marketing
4 11 (3.96%) Billing
5 7 (2.52%) Banking
6 4 (1.44%) Investment Banking
6 4 (1.44%) Legal
7 3 (1.08%) Advertising
7 3 (1.08%) Games
7 3 (1.08%) Publishing
8 1 (0.36%) Aerospace
8 1 (0.36%) Automotive
8 1 (0.36%) Financial Institution
8 1 (0.36%) Telecoms
Job Titles
1 110 (39.57%) Developer
2 80 (28.78%) Python Developer
3 62 (22.30%) Data Scientist
4 43 (15.47%) Senior Developer
5 39 (14.03%) Python Engineer
6 36 (12.95%) Senior Data Scientist
7 31 (11.15%) Data Engineer
8 23 (8.27%) Software Developer
9 22 (7.91%) Senior Software Developer
10 18 (6.47%) Architect
10 18 (6.47%) Software Engineer
11 17 (6.12%) Front Office Developer
12 16 (5.76%) Senior Python Developer
13 14 (5.04%) Python Software Engineer
14 13 (4.68%) Django Developer
14 13 (4.68%) Python/Django Developer
15 11 (3.96%) Quantitative Developer
16 9 (3.24%) Junior
17 8 (2.88%) Junior Developer
17 8 (2.88%) Junior Python Developer
Libraries, Frameworks & Software Standards
1 221 (79.50%) Pandas
2 144 (51.80%) SciPy
3 72 (25.90%) scikit-learn
4 55 (19.78%) TensorFlow
5 47 (16.91%) Web Services
6 43 (15.47%) Flask
7 35 (12.59%) Keras
8 31 (11.15%) React
9 30 (10.79%) Django
10 27 (9.71%) Natural Language Processing
11 22 (7.91%) PyTorch
12 20 (7.19%) AngularJS
13 12 (4.32%) Dask
14 11 (3.96%) RESTful
15 10 (3.60%) PyMC3
16 9 (3.24%) REST
17 7 (2.52%) CSS
17 7 (2.52%) HTML
17 7 (2.52%) Kafka
17 7 (2.52%) Pyramid
Miscellaneous
1 55 (19.78%) Algorithms
2 54 (19.42%) Analytical Skills
3 46 (16.55%) Derivative
4 41 (14.75%) Fixed Income
5 40 (14.39%) Data Structures
6 36 (12.95%) Equities
7 27 (9.71%) Self-Motivation
8 25 (8.99%) Hedge funds
9 22 (7.91%) Foreign Exchange (FX)
10 13 (4.68%) Greenfield Project
11 8 (2.88%) Pricing Data
12 6 (2.16%) Private Cloud
12 6 (2.16%) User Experience
13 5 (1.80%) Credit Risk
13 5 (1.80%) N-Tier
14 3 (1.08%) Robotics
15 2 (0.72%) Blog
15 2 (0.72%) Internet of Things
15 2 (0.72%) Management Information System
15 2 (0.72%) Market Risk
Operating Systems
1 35 (12.59%) Linux
2 7 (2.52%) VMS
3 3 (1.08%) Robot Operating System
3 3 (1.08%) Windows
3 3 (1.08%) Windows 7
3 3 (1.08%) Windows Server
3 3 (1.08%) Windows Server 2012
4 2 (0.72%) Unix
Processes & Methodologies
1 109 (39.21%) Data Science
2 103 (37.05%) Agile Software Development
3 94 (33.81%) Machine Learning
4 77 (27.70%) Analytics
5 65 (23.38%) Software Engineering
6 51 (18.35%) Asset Management
7 50 (17.99%) Mathematics
8 46 (16.55%) Artificial Intelligence
9 42 (15.11%) Scrum
10 41 (14.75%) Mentoring
11 38 (13.67%) Deep Learning
11 38 (13.67%) OO
12 36 (12.95%) Statistics
13 34 (12.23%) Quantitative Analysis
14 33 (11.87%) Computer Science
14 33 (11.87%) Data Analysis
15 31 (11.15%) Visualisation
16 29 (10.43%) TDD
17 25 (8.99%) Predictive Modelling
18 24 (8.63%) Data Engineering
Programming Languages
1 275 (98.92%) Python
2 87 (31.29%) Java
3 68 (24.46%) R
4 63 (22.66%) SQL
5 36 (12.95%) C
6 28 (10.07%) JavaScript
7 23 (8.27%) C++
8 22 (7.91%) C#
9 16 (5.76%) Scala
10 13 (4.68%) Julia
10 13 (4.68%) MATLAB
11 9 (3.24%) Bash Shell
11 9 (3.24%) Rust
12 5 (1.80%) PyPy
12 5 (1.80%) VBA
13 3 (1.08%) F#
13 3 (1.08%) Haskell
13 3 (1.08%) OCaml
13 3 (1.08%) Perl
13 3 (1.08%) Ruby
Qualifications
1 52 (18.71%) Degree
2 29 (10.43%) PhD
3 7 (2.52%) Numerate Degree
4 5 (1.80%) CFA
5 4 (1.44%) SC Cleared
5 4 (1.44%) Security Cleared
6 3 (1.08%) Computer Science Degree
7 2 (0.72%) Master's Degree
Quality Assurance & Compliance
1 12 (4.32%) Data Quality
2 4 (1.44%) SLA
3 2 (0.72%) QA
4 1 (0.36%) Dodd-Frank
4 1 (0.36%) EMIR
4 1 (0.36%) MiFID
System Software
1 38 (13.67%) Docker
2 21 (7.55%) Firmware
Systems Management
1 27 (9.71%) Kubernetes
2 6 (2.16%) Terraform
3 5 (1.80%) Istio
3 5 (1.80%) linkerd
4 3 (1.08%) Icinga
4 3 (1.08%) Prometheus
4 3 (1.08%) Puppet
5 1 (0.36%) Ansible
5 1 (0.36%) Docker Swarm
5 1 (0.36%) Kibana
5 1 (0.36%) logstash
5 1 (0.36%) StatsD
Vendors
1 30 (10.79%) Google
2 16 (5.76%) Oracle
3 9 (3.24%) Sybase
4 8 (2.88%) Tableau
5 7 (2.52%) Microsoft
6 4 (1.44%) Databricks
6 4 (1.44%) Intapp
7 3 (1.08%) Cisco
7 3 (1.08%) Synology
8 2 (0.72%) Cognizant
9 1 (0.36%) Alteryx
9 1 (0.36%) Facebook
9 1 (0.36%) Instagram
9 1 (0.36%) Red Hat
9 1 (0.36%) Snapchat
9 1 (0.36%) Twitter