Period
to

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 1 July 2022 with a comparison to the same period in the previous 2 years.

NumPy
UK
6 months to
1 Jul 2022
Same period 2021 Same period 2020
Rank 660 663 642
Rank change year-on-year +3 -21 +174
Permanent jobs citing NumPy 739 331 210
As % of all permanent jobs advertised in the UK 0.41% 0.31% 0.27%
As % of the Libraries, Frameworks & Software Standards category 1.01% 0.76% 0.68%
Number of salaries quoted 362 185 170
10th Percentile £57,500 £46,250 £45,000
25th Percentile £68,750 £56,250 £56,563
Median annual salary (50th Percentile) £90,000 £75,000 £77,500
Median % change year-on-year +20.00% -3.23% +19.23%
75th Percentile £120,000 £90,000 £100,000
90th Percentile £127,500 £115,750 £107,750
UK excluding London median annual salary £70,000 £52,500 £66,250
% change year-on-year +33.33% -20.75% +26.19%

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 72,841 43,526 31,093
As % of all permanent IT jobs advertised in the UK 40.55% 40.72% 39.39%
Number of salaries quoted 30,351 29,906 25,862
10th Percentile £38,000 £35,000 £33,750
25th Percentile £47,500 £42,500 £42,500
Median annual salary (50th Percentile) £64,500 £57,500 £55,000
Median % change year-on-year +12.17% +4.55% +4.76%
75th Percentile £82,500 £75,750 £75,000
90th Percentile £100,000 £92,500 £90,000
UK excluding London median annual salary £55,000 £50,000 £47,500
% change year-on-year +10.00% +5.26% +5.56%

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 1 July 2022.

Salary histogram for NumPy in the UK

NumPy
Top 15 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 1 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
England +7 637 £90,000 +16.88% 40
London -30 573 £92,500 +8.82% 25
Work from Home -56 343 £85,000 +36.00% 16
UK excluding London -134 65 £70,000 +33.33% 15
North of England -80 26 £70,000 +47.37% 4
South East -90 16 £65,000 +26.83% 8
North West -71 15 £70,000 +47.37% 2
Yorkshire -51 11 £70,000 +55.56% 2
Midlands -64 9 £60,000 +4.35% 1
South West -34 5 £70,000 +64.71% 1
West Midlands -63 5 £60,000 +4.35%
East of England -93 4 £86,600 +12.47% 1
East Midlands - 4 - - 1
Scotland -64 3 £55,000 -33.33%
Northern Ireland - 2 - -

For the 6 months to 1 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 with a requirement for NumPy.

1 732 (99.05%) Python
2 675 (91.34%) Pandas
3 400 (54.13%) Data Science
4 380 (51.42%) Software Engineering
5 371 (50.20%) SQL
6 345 (46.68%) Analytics
7 321 (43.44%) Machine Learning
8 295 (39.92%) scikit-learn
9 293 (39.65%) AWS
10 257 (34.78%) Finance
11 249 (33.69%) Agile
12 229 (30.99%) SciPy
13 194 (26.25%) Artificial Intelligence
14 188 (25.44%) TensorFlow
14 188 (25.44%) Docker
15 175 (23.68%) Visualisation
16 173 (23.41%) Algorithms
17 169 (22.87%) CI/CD
18 164 (22.19%) React
19 157 (21.24%) PostgreSQL
20 153 (20.70%) Kubernetes
21 149 (20.16%) GCP
22 147 (19.89%) JavaScript
22 147 (19.89%) Computer Science
23 137 (18.54%) Azure
24 132 (17.86%) Linux
25 129 (17.46%) Mathematics
26 126 (17.05%) Data Engineering
27 122 (16.51%) Degree
27 122 (16.51%) Social Skills

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 96 (12.99%) Apache Airflow
2 76 (10.28%) Apache
3 74 (10.01%) Jupyter
4 52 (7.04%) Apache Spark
5 23 (3.11%) Gunicorn
6 13 (1.76%) Confluence
7 6 (0.81%) Apache Pig
7 6 (0.81%) Luigi
8 4 (0.54%) nginx
Applications
1 8 (1.08%) Spreadsheet
2 2 (0.27%) Microsoft Excel
2 2 (0.27%) Microsoft PowerPoint
3 1 (0.14%) CPLEX
3 1 (0.14%) Stata
Business Applications
1 7 (0.95%) Shopify
2 5 (0.68%) SAP Oil and Gas
Cloud Services
1 293 (39.65%) AWS
2 149 (20.16%) GCP
3 137 (18.54%) Azure
4 109 (14.75%) Serverless
5 79 (10.69%) Amazon S3
6 72 (9.74%) GitHub
7 64 (8.66%) Amazon SageMaker
8 60 (8.12%) AWS Lambda
9 51 (6.90%) Snowflake
10 39 (5.28%) SaaS
11 38 (5.14%) Power Platform
12 37 (5.01%) PaaS
13 27 (3.65%) AWS Step Functions
14 24 (3.25%) Amazon EC2
15 22 (2.98%) GitHub Actions
16 21 (2.84%) Pulumi
17 20 (2.71%) Cloud Computing
18 16 (2.17%) Basecamp
19 15 (2.03%) AWS CloudFormation
20 14 (1.89%) Slack
Communications & Networking
1 24 (3.25%) Internet
2 17 (2.30%) HTTP
3 8 (1.08%) FTP
4 2 (0.27%) Ethernet
5 1 (0.14%) Broadband
Database & Business Intelligence
1 157 (21.24%) PostgreSQL
2 78 (10.55%) Big Data
3 75 (10.15%) Redis
4 74 (10.01%) NoSQL
5 60 (8.12%) Amazon Athena
6 55 (7.44%) MongoDB
7 47 (6.36%) Elasticsearch
8 46 (6.22%) Relational Database
9 45 (6.09%) Data Warehouse
10 38 (5.14%) Power BI
11 37 (5.01%) MySQL
12 32 (4.33%) Apache Arrow
13 29 (3.92%) BigQuery
14 23 (3.11%) Tableau
15 20 (2.71%) Data Mining
16 19 (2.57%) Amazon Redshift
16 19 (2.57%) RDBMS
17 18 (2.44%) Data Lake
18 16 (2.17%) Apache Ignite
19 15 (2.03%) Parquet
Development Applications
1 107 (14.48%) Git (software)
2 26 (3.52%) JIRA
3 25 (3.38%) Bitbucket
4 23 (3.11%) webpack
5 15 (2.03%) GitLab
6 14 (1.89%) Jenkins
7 11 (1.49%) Selenium
8 9 (1.22%) Snakemake
8 9 (1.22%) Travis CI
9 8 (1.08%) MLflow
10 6 (0.81%) Visual Studio
11 5 (0.68%) Cypress.io
12 4 (0.54%) Mocha
13 3 (0.41%) PyUnit
14 2 (0.27%) CircleCI
15 1 (0.14%) Visual Studio Code
General
1 257 (34.78%) Finance
2 122 (16.51%) Social Skills
3 108 (14.61%) Front Office
4 95 (12.86%) Analytical Skills
5 60 (8.12%) Retail
6 40 (5.41%) Marketing
7 34 (4.60%) Games
8 30 (4.06%) Back Office
9 26 (3.52%) Inclusion and Diversity
10 23 (3.11%) Banking
11 21 (2.84%) Law
12 20 (2.71%) Prime Brokerage
13 16 (2.17%) Billing
14 12 (1.62%) Organisational Skills
15 11 (1.49%) Influencing Skills
16 10 (1.35%) Electronics
16 10 (1.35%) Manufacturing
16 10 (1.35%) Telecoms
17 9 (1.22%) Automotive
18 8 (1.08%) Advertising
Job Titles
1 243 (32.88%) Developer
2 215 (29.09%) Python Developer
3 193 (26.12%) Software Engineer
4 160 (21.65%) Data Scientist
5 114 (15.43%) Python Engineer
6 99 (13.40%) Python Software Engineer
7 94 (12.72%) Developer/Software Engineer
8 87 (11.77%) Senior Data Scientist
9 64 (8.66%) Data Engineer
10 58 (7.85%) AWS Engineer
10 58 (7.85%) Senior Software Engineer
11 57 (7.71%) AWS Developer
11 57 (7.71%) AWS Software Engineer
12 45 (6.09%) Senior Developer
13 43 (5.82%) Senior Python Developer
14 40 (5.41%) Analyst
15 33 (4.47%) Data Analyst
15 33 (4.47%) Machine Learning Engineer
16 19 (2.57%) Senior Data Engineer
17 16 (2.17%) Junior
Libraries, Frameworks & Software Standards
1 675 (91.34%) Pandas
2 295 (39.92%) scikit-learn
3 229 (30.99%) SciPy
4 188 (25.44%) TensorFlow
5 164 (22.19%) React
6 114 (15.43%) Django
7 107 (14.48%) PyTorch
8 91 (12.31%) HTML
9 77 (10.42%) Keras
10 71 (9.61%) Matplotlib
11 70 (9.47%) Flask
12 58 (7.85%) Kafka
13 46 (6.22%) CSS
14 41 (5.55%) FastAPI
15 36 (4.87%) PySpark
16 32 (4.33%) Vue.js
17 29 (3.92%) REST
18 28 (3.79%) Plotly
18 28 (3.79%) SpaCy
19 27 (3.65%) HTML5
Miscellaneous
1 173 (23.41%) Algorithms
2 114 (15.43%) Equities
3 98 (13.26%) Derivative
4 92 (12.45%) Hedge funds
5 42 (5.68%) Self-Motivation
6 39 (5.28%) Fixed Income
7 33 (4.47%) Hackathon
8 28 (3.79%) User Experience
9 21 (2.84%) FMCG
9 21 (2.84%) Foreign Exchange (FX)
9 21 (2.84%) Reference Data
10 20 (2.71%) Data Structures
11 18 (2.44%) Credit Risk
11 18 (2.44%) Greenfield Project
12 16 (2.17%) IoT
12 16 (2.17%) Public Cloud
13 15 (2.03%) Legacy Systems
13 15 (2.03%) Renewable Energy
13 15 (2.03%) Virtual Team
14 11 (1.49%) Industry 4.0
Operating Systems
1 132 (17.86%) Linux
2 23 (3.11%) Unix
3 1 (0.14%) Alpine Linux
Processes & Methodologies
1 400 (54.13%) Data Science
2 380 (51.42%) Software Engineering
3 345 (46.68%) Analytics
4 321 (43.44%) Machine Learning
5 249 (33.69%) Agile
6 194 (26.25%) Artificial Intelligence
7 175 (23.68%) Visualisation
8 169 (22.87%) CI/CD
9 147 (19.89%) Computer Science
10 129 (17.46%) Mathematics
11 126 (17.05%) Data Engineering
12 113 (15.29%) Investment Management
13 107 (14.48%) Asset Management
14 105 (14.21%) Statistics
15 104 (14.07%) Data Pipeline
16 102 (13.80%) Data Analytics
17 99 (13.40%) ETL
18 92 (12.45%) Data Modelling
18 92 (12.45%) Full Stack Development
19 90 (12.18%) Natural Language Processing
Programming Languages
1 732 (99.05%) Python
2 371 (50.20%) SQL
3 147 (19.89%) JavaScript
4 107 (14.48%) TypeScript
5 83 (11.23%) Java
6 69 (9.34%) R
7 61 (8.25%) C++
8 56 (7.58%) C
9 46 (6.22%) Bash
10 34 (4.60%) MATLAB
11 24 (3.25%) C#
12 23 (3.11%) Cython
13 22 (2.98%) Scala
14 19 (2.57%) Ruby
14 19 (2.57%) Rust
15 16 (2.17%) F#
16 14 (1.89%) Shell Script
17 13 (1.76%) Go
18 10 (1.35%) LookML
19 6 (0.81%) T-SQL
Qualifications
1 122 (16.51%) Degree
2 48 (6.50%) PhD
3 30 (4.06%) Computer Science Degree
4 13 (1.76%) Master's Degree
5 3 (0.41%) AWS Certification
6 2 (0.27%) SC Cleared
6 2 (0.27%) Security Cleared
7 1 (0.14%) PMI Certification
Quality Assurance & Compliance
1 36 (4.87%) Data Quality
2 5 (0.68%) Accessibility
2 5 (0.68%) GDPR
2 5 (0.68%) HIPAA
2 5 (0.68%) SOC 2
3 2 (0.27%) QA
System Software
1 188 (25.44%) Docker
2 6 (0.81%) HDFS
Systems Management
1 153 (20.70%) Kubernetes
2 39 (5.28%) Terraform
3 17 (2.30%) Ansible
4 10 (1.35%) Kubeflow
5 7 (0.95%) Argo
6 1 (0.14%) Control-M
Vendors
1 48 (6.50%) Google
2 42 (5.68%) Databricks
3 18 (2.44%) Oracle
4 16 (2.17%) Bloomberg
5 14 (1.89%) Hitachi
5 14 (1.89%) Microsoft
6 11 (1.49%) Zopa
7 7 (0.95%) CA
8 6 (0.81%) Hortonworks
9 5 (0.68%) Salesforce.com
9 5 (0.68%) SAP
10 4 (0.54%) Intel
11 2 (0.27%) Cisco
12 1 (0.14%) Dataiku