NumPy
UK

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 6 December 2023 with a comparison to the same period in the previous 2 years.

6 months to
6 Dec 2023
Same period 2022 Same period 2021
Rank 575 788 747
Rank change year-on-year +213 -41 -211
Permanent jobs citing NumPy 156 294 360
As % of all permanent jobs advertised in the UK 0.29% 0.24% 0.28%
As % of the Libraries, Frameworks & Software Standards category 1.10% 0.73% 0.73%
Number of salaries quoted 128 240 225
10th Percentile £52,500 £53,750 £49,250
25th Percentile £70,000 £66,250 £60,000
Median annual salary (50th Percentile) £110,000 £82,500 £80,000
Median % change year-on-year +33.33% +3.13% +3.23%
75th Percentile £138,125 £118,750 £105,000
90th Percentile £155,000 £126,875 £122,500
UK excluding London median annual salary £60,000 £70,000 £60,000
% change year-on-year -14.29% +16.67% +41.18%

All Software Libraries and Frameworks
UK

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.

Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 14,119 40,267 49,305
As % of all permanent jobs advertised in the UK 26.34% 32.43% 38.55%
Number of salaries quoted 11,049 24,513 31,932
10th Percentile £41,250 £40,000 £36,750
25th Percentile £51,250 £50,000 £45,000
Median annual salary (50th Percentile) £66,056 £65,000 £60,000
Median % change year-on-year +1.62% +8.33% +4.35%
75th Percentile £85,000 £86,250 £80,000
90th Percentile £106,289 £105,000 £96,250
UK excluding London median annual salary £57,500 £57,500 £52,500
% change year-on-year - +9.52% +5.00%

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 6 December 2023.

Salary histogram for NumPy in the UK

NumPy
Top 14 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 6 December 2023. 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 +187 147 £110,000 +29.41% 64
London +160 117 £112,500 +32.35% 45
Work from Home +217 79 £125,000 +61.29% 37
UK excluding London +237 37 £60,000 -14.29% 29
South West +95 18 £55,000 -26.67%
Scotland - 6 £50,000 - 3
South East +152 4 £82,500 +17.86% 11
North of England +141 4 £82,500 +22.22% 1
Yorkshire +92 3 £82,500 +11.86% 1
West Midlands +136 2 £62,500 +4.17% 3
Midlands +115 2 £62,500 -1.96% 3
Wales - 2 £30,000 - 4
North East +39 1 £55,000 +29.41%
Northern Ireland - 1 £80,000 -

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 61 (39.10%) Apache
2 57 (36.54%) Apache Airflow
3 12 (7.69%) Apache Spark
4 8 (5.13%) Jupyter
5 1 (0.64%) Confluence
5 1 (0.64%) Luigi
Applications
1 2 (1.28%) InDesign
1 2 (1.28%) Mathcad
1 2 (1.28%) Microsoft Excel
1 2 (1.28%) Spreadsheet
2 1 (0.64%) Microsoft PowerPoint
Cloud Services
1 80 (51.28%) AWS
2 59 (37.82%) GCP
3 55 (35.26%) dbt
4 14 (8.97%) Azure
5 6 (3.85%) GitHub
5 6 (3.85%) Serverless
6 4 (2.56%) Power Platform
7 2 (1.28%) Amazon EMR
7 2 (1.28%) Amazon S3
7 2 (1.28%) Azure Data Factory
7 2 (1.28%) Azure Machine Learning
7 2 (1.28%) Cloud Computing
7 2 (1.28%) Snowflake
8 1 (0.64%) Amazon Kinesis
8 1 (0.64%) Amazon SageMaker
8 1 (0.64%) AWS Lambda
8 1 (0.64%) AWS Step Functions
8 1 (0.64%) Azure Synapse Analytics
8 1 (0.64%) Collibra
8 1 (0.64%) SaaS
Communications & Networking
1 5 (3.21%) Internet
2 3 (1.92%) HTTP
3 2 (1.28%) J1939
4 1 (0.64%) FTP
Database & Business Intelligence
1 52 (33.33%) Apache Arrow
1 52 (33.33%) Dremio
2 50 (32.05%) Amazon Athena
2 50 (32.05%) Apache Ignite
3 11 (7.05%) Relational Database
4 9 (5.77%) NoSQL
5 7 (4.49%) Metadata
6 6 (3.85%) Big Data
6 6 (3.85%) RDBMS
7 5 (3.21%) Hadoop
8 4 (2.56%) PostgreSQL
8 4 (2.56%) Power BI
8 4 (2.56%) Tableau
9 3 (1.92%) Data Warehouse
10 2 (1.28%) Azure SQL Database
10 2 (1.28%) Data Hub
10 2 (1.28%) Data Lake
10 2 (1.28%) MongoDB
10 2 (1.28%) SQL Server
11 1 (0.64%) Apache Hive
Development Applications
1 7 (4.49%) Git
2 2 (1.28%) GitLab
2 2 (1.28%) Snakemake
3 1 (0.64%) Cucumber
3 1 (0.64%) Jenkins
3 1 (0.64%) JIRA
3 1 (0.64%) Selenium
General
1 72 (46.15%) Finance
2 56 (35.90%) Front Office
3 55 (35.26%) Banking
3 55 (35.26%) Investment Banking
4 26 (16.67%) Social Skills
5 9 (5.77%) Marketing
6 8 (5.13%) Analytical Skills
7 5 (3.21%) Games
8 4 (2.56%) Inclusion and Diversity
9 3 (1.92%) Advertising
9 3 (1.92%) Electronics
9 3 (1.92%) Financial Institution
9 3 (1.92%) Law
9 3 (1.92%) Manufacturing
9 3 (1.92%) Publishing
10 2 (1.28%) Documentation Skills
10 2 (1.28%) Organisational Skills
11 1 (0.64%) Pharmaceutical
11 1 (0.64%) Presentation Skills
11 1 (0.64%) Public Sector
Job Titles
1 77 (49.36%) Developer
2 54 (34.62%) Software Engineer
3 53 (33.97%) AWS Engineer
4 52 (33.33%) AWS Developer
4 52 (33.33%) AWS Software Engineer
4 52 (33.33%) Developer/Software Engineer
5 39 (25.00%) Python Developer
6 38 (24.36%) Data Scientist
7 35 (22.44%) Data Engineer
8 20 (12.82%) Java Developer
9 19 (12.18%) Java Engineer
9 19 (12.18%) Java Software Developer
9 19 (12.18%) Java Software Engineer
10 18 (11.54%) Software Developer
11 17 (10.90%) Python Engineer
12 16 (10.26%) Python Software Engineer
13 13 (8.33%) Lead
14 9 (5.77%) Senior
15 7 (4.49%) Lead Data Engineer
15 7 (4.49%) Senior Data Scientist
Libraries, Frameworks & Software Standards
1 133 (85.26%) Pandas
2 57 (36.54%) SciPy
3 52 (33.33%) gRPC
3 52 (33.33%) Protocol Buffers
4 35 (22.44%) TensorFlow
5 23 (14.74%) scikit-learn
6 18 (11.54%) PyTorch
7 16 (10.26%) Keras
8 11 (7.05%) PySpark
9 10 (6.41%) Matplotlib
10 6 (3.85%) Flask
10 6 (3.85%) HTML
10 6 (3.85%) Kafka
11 5 (3.21%) CSS
12 4 (2.56%) AngularJS
12 4 (2.56%) Django
13 3 (1.92%) Jinja
13 3 (1.92%) OAuth2
13 3 (1.92%) OpenID
13 3 (1.92%) Vue
Miscellaneous
1 37 (23.72%) Algorithms
2 9 (5.77%) Data Structures
3 8 (5.13%) IoT
4 7 (4.49%) Equities
5 5 (3.21%) Derivative
5 5 (3.21%) Renewable Energy
6 4 (2.56%) Distributed Computing
6 4 (2.56%) Foreign Exchange (FX)
6 4 (2.56%) Hedge funds
7 3 (1.92%) Cloud Native
7 3 (1.92%) Linux Command Line
7 3 (1.92%) Market Risk
7 3 (1.92%) PKI
8 2 (1.28%) CAN bus
8 2 (1.28%) Client/Server
8 2 (1.28%) CUDA
8 2 (1.28%) Distributed Systems
8 2 (1.28%) Embedded Systems
8 2 (1.28%) Reinsurance
8 2 (1.28%) Smart City
Operating Systems
1 4 (2.56%) Linux
2 3 (1.92%) Unix
Processes & Methodologies
1 87 (55.77%) Analytics
2 76 (48.72%) Software Engineering
3 75 (48.08%) Agile
4 58 (37.18%) Data Science
5 53 (33.97%) Asset Management
6 50 (32.05%) Data Architecture
7 45 (28.85%) Machine Learning
8 33 (21.15%) Data Engineering
9 30 (19.23%) Visualisation
10 27 (17.31%) Mathematics
11 26 (16.67%) Problem-Solving
12 23 (14.74%) Computer Science
13 21 (13.46%) Data Analysis
13 21 (13.46%) Statistics
14 18 (11.54%) Business Intelligence
14 18 (11.54%) Data Modelling
14 18 (11.54%) Data Pipeline
15 17 (10.90%) Data Ingestion
16 16 (10.26%) Actionable Insight
17 15 (9.62%) Deep Learning
Programming Languages
1 155 (99.36%) Python
2 56 (35.90%) Java
2 56 (35.90%) JavaScript
3 55 (35.26%) TypeScript
4 53 (33.97%) SQL
5 19 (12.18%) Scala
6 17 (10.90%) Ruby
7 15 (9.62%) MATLAB
8 7 (4.49%) C
8 7 (4.49%) C++
9 6 (3.85%) R
10 5 (3.21%) C#
11 3 (1.92%) Shell Script
12 2 (1.28%) PHP
13 1 (0.64%) Bash
13 1 (0.64%) Gremlin
13 1 (0.64%) Kotlin
13 1 (0.64%) Perl
13 1 (0.64%) T-SQL
Qualifications
1 25 (16.03%) Degree
2 15 (9.62%) Master's Degree
3 13 (8.33%) Security Cleared
4 12 (7.69%) DV Cleared
5 8 (5.13%) PhD
6 5 (3.21%) Computer Science Degree
7 2 (1.28%) DBS Check
8 1 (0.64%) Azure Certification
8 1 (0.64%) SC Cleared
Quality Assurance & Compliance
1 3 (1.92%) Data Quality
System Software
1 12 (7.69%) Docker
2 2 (1.28%) Firmware
Systems Management
1 11 (7.05%) Kubernetes
2 6 (3.85%) Terraform
3 2 (1.28%) Grafana
3 2 (1.28%) Prometheus
Vendors
1 4 (2.56%) Databricks
2 2 (1.28%) Adobe
2 2 (1.28%) Dataiku
3 1 (0.64%) Microsoft
3 1 (0.64%) SAP
3 1 (0.64%) Splunk