Period
to 29 November 2020

The following table provides summary statistics for permanent job vacancies advertised in the City of 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 29 November 2020 with a comparison to the same period in the previous 2 years.

NumPy
Central London > City of London
6 months to
29 Nov 2020
Same period 2019 Same period 2018
Rank 165 286 310
Rank change year-on-year +121 +24 +6
Permanent jobs citing NumPy 33 41 44
As % of all permanent jobs advertised in the City of London 0.82% 0.41% 0.39%
As % of the Libraries, Frameworks & Software Standards category 1.87% 1.06% 0.91%
Number of salaries quoted 33 42 41
Median annual salary £85,000 £75,000 £75,000
Median salary % change year-on-year +13.33% - +5.26%
10th Percentile £57,500 £51,375 £45,000
90th Percentile £132,500 £104,000 £92,500
Central London median annual salary £85,000 £75,000 £75,000
% change year-on-year +13.33% - -

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 the City of London with a requirement for technical specification, industry standards, software libraries and framework skills.

All Software Libraries and Frameworks
City of London
Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 1,768 3,868 4,823
As % of all permanent IT jobs advertised in the City of London 44.03% 38.92% 43.23%
Number of salaries quoted 1,574 3,426 4,407
Median annual salary £70,000 £70,000 £65,000
Median salary % change year-on-year - +7.69% +4.00%
10th Percentile £47,500 £45,000 £42,500
90th Percentile £105,000 £95,000 £93,750
Central London median annual salary £70,000 £70,000 £65,000
% change year-on-year - +7.69% +8.33%

NumPy
Job Vacancy Trend in the City of London

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

Job vacancy trend for NumPy in the City of London

NumPy
Salary Trend in the City of London

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

Salary trend for NumPy in the City of London

NumPy
Salary Histogram in the City of London

Salary distribution for jobs citing NumPy in the City of London over the 6 months to 29 November 2020.

Salary histogram for NumPy in the City of London

For the 6 months to 29 November 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 across the City of London region with a requirement for NumPy.

1 33 (100.00%) Python
2 26 (78.79%) Pandas
3 19 (57.58%) SciPy
4 15 (45.45%) Machine Learning
5 14 (42.42%) SQL
6 13 (39.39%) Deep Learning
6 13 (39.39%) AWS
6 13 (39.39%) Data Science
7 12 (36.36%) Analytics
8 11 (33.33%) Big Data
8 11 (33.33%) Apache Spark
8 11 (33.33%) Hadoop
8 11 (33.33%) Java
8 11 (33.33%) PySpark
9 10 (30.30%) Keras
9 10 (30.30%) Decision-Making
9 10 (30.30%) Artificial Intelligence
9 10 (30.30%) Visualisation
9 10 (30.30%) Natural Language Processing
9 10 (30.30%) scikit-learn
9 10 (30.30%) TensorFlow
10 9 (27.27%) Mentoring
10 9 (27.27%) Time Series Forecasting
10 9 (27.27%) Algorithms
10 9 (27.27%) Linear Regression
10 9 (27.27%) GCP
10 9 (27.27%) Docker
10 9 (27.27%) R
10 9 (27.27%) Matplotlib
10 9 (27.27%) Azure

NumPy
Co-occurring IT Skills in the City of 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 11 (33.33%) Apache Spark
2 8 (24.24%) SAS
3 1 (3.03%) Apache Airflow
3 1 (3.03%) Confluence
3 1 (3.03%) Elasticsearch
Applications
1 1 (3.03%) Microsoft PowerPoint
Cloud Services
1 13 (39.39%) AWS
2 9 (27.27%) Azure
2 9 (27.27%) GCP
3 8 (24.24%) Power Platform
4 3 (9.09%) Amazon S3
5 2 (6.06%) Amazon ECS
5 2 (6.06%) Amazon SageMaker
5 2 (6.06%) Amazon SQS
5 2 (6.06%) AWS Lambda
5 2 (6.06%) Serverless
6 1 (3.03%) Amazon EC2
Database & Business Intelligence
1 11 (33.33%) Big Data
1 11 (33.33%) Hadoop
2 8 (24.24%) Power BI
2 8 (24.24%) Tableau
3 3 (9.09%) Apache Hive
3 3 (9.09%) HBase
4 2 (6.06%) Amazon Athena
4 2 (6.06%) Amazon Redshift
4 2 (6.06%) RDBMS
4 2 (6.06%) Redis
4 2 (6.06%) Relational Database
5 1 (3.03%) Impala
5 1 (3.03%) MySQL
5 1 (3.03%) PostgreSQL
5 1 (3.03%) SQL Server
Development Applications
1 1 (3.03%) Git (software)
1 1 (3.03%) Hudson
1 1 (3.03%) Jenkins
1 1 (3.03%) JIRA
1 1 (3.03%) Subversion
General
1 9 (27.27%) Finance
2 8 (24.24%) Banking
3 2 (6.06%) Advertising
3 2 (6.06%) Front Office
3 2 (6.06%) Marketing
3 2 (6.06%) Retail
3 2 (6.06%) Telecoms
4 1 (3.03%) Manufacturing
Job Titles
1 18 (54.55%) Developer
1 18 (54.55%) Python Developer
2 8 (24.24%) Data Manager
2 8 (24.24%) Senior Manager
3 7 (21.21%) Data Science Manager
4 6 (18.18%) Data Science Director
4 6 (18.18%) Quantitative Developer
4 6 (18.18%) SQL Developer
5 3 (9.09%) Machine Learning Engineer
6 2 (6.06%) AWS Engineer
6 2 (6.06%) Data Engineer
6 2 (6.06%) Data Scientist
6 2 (6.06%) Lead Developer
6 2 (6.06%) Python Engineer
6 2 (6.06%) Senior Developer
6 2 (6.06%) Senior Python Developer
7 1 (3.03%) Computer Engineer
7 1 (3.03%) Data Consultant
7 1 (3.03%) Data Science Consultant
7 1 (3.03%) Senior Data Scientist
Libraries, Frameworks & Software Standards
1 26 (78.79%) Pandas
2 19 (57.58%) SciPy
3 11 (33.33%) PySpark
4 10 (30.30%) Keras
4 10 (30.30%) Natural Language Processing
4 10 (30.30%) scikit-learn
4 10 (30.30%) TensorFlow
5 9 (27.27%) Matplotlib
5 9 (27.27%) PyTorch
6 8 (24.24%) NetworkX
6 8 (24.24%) Shiny
6 8 (24.24%) SpaCy
6 8 (24.24%) XGBoost
7 2 (6.06%) Dask
7 2 (6.06%) Flask
7 2 (6.06%) JSON
7 2 (6.06%) Kafka
7 2 (6.06%) SQLAlchemy
8 1 (3.03%) Django
8 1 (3.03%) HTML
Miscellaneous
1 9 (27.27%) Algorithms
2 1 (3.03%) 3D Graphics
2 1 (3.03%) Data Structures
2 1 (3.03%) FMCG
2 1 (3.03%) Hedge funds
2 1 (3.03%) User Experience
Operating Systems
1 1 (3.03%) Linux
1 1 (3.03%) Unix
Processes & Methodologies
1 15 (45.45%) Machine Learning
2 13 (39.39%) Data Science
2 13 (39.39%) Deep Learning
3 12 (36.36%) Analytics
4 10 (30.30%) Artificial Intelligence
4 10 (30.30%) Decision-Making
4 10 (30.30%) Visualisation
5 9 (27.27%) Computer Science
5 9 (27.27%) Computer Vision
5 9 (27.27%) Linear Regression
5 9 (27.27%) Logistic Regression
5 9 (27.27%) Mathematics
5 9 (27.27%) Mentoring
5 9 (27.27%) Naive Bayes
5 9 (27.27%) Statistics
5 9 (27.27%) Support Vector Machines
5 9 (27.27%) Time Series Forecasting
5 9 (27.27%) Use Case
6 8 (24.24%) Reinforcement Learning
6 8 (24.24%) Strategic Roadmap
Programming Languages
1 33 (100.00%) Python
2 14 (42.42%) SQL
3 11 (33.33%) Java
4 9 (27.27%) R
5 8 (24.24%) MATLAB
6 4 (12.12%) JavaScript
7 1 (3.03%) Bash Shell
7 1 (3.03%) C#
7 1 (3.03%) C++
7 1 (3.03%) Scala
7 1 (3.03%) Shell Script
7 1 (3.03%) VB
Qualifications
1 8 (24.24%) Computer Science Degree
1 8 (24.24%) Degree
1 8 (24.24%) Master's Degree
System Software
1 9 (27.27%) Docker
2 1 (3.03%) HDFS
Systems Management
1 1 (3.03%) Kubernetes
Vendors
1 9 (27.27%) Databricks
2 8 (24.24%) Cloudera
3 1 (3.03%) MapR
3 1 (3.03%) Oracle
3 1 (3.03%) Perforce
3 1 (3.03%) Red Hat