Period
to 3 August 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 3 August 2020 with a comparison to the same period in the previous 2 years.

NumPy
UK
6 months to
3 Aug 2020
Same period 2019 Same period 2018
Rank 569 764 802
Rank change year-on-year +195 +38 +246
Permanent jobs citing NumPy 207 335 419
As % of all permanent jobs advertised in the UK 0.31% 0.23% 0.24%
As % of the Libraries, Frameworks & Software Standards category 0.75% 0.62% 0.60%
Number of salaries quoted 180 290 353
Median annual salary £71,000 £62,500 £70,000
Median salary % change year-on-year +13.60% -10.71% -
10th Percentile £42,500 £38,750 £42,750
90th Percentile £105,000 £112,275 £112,000
UK excluding London median annual salary £70,000 £52,500 £55,000
% change year-on-year +33.33% -4.55% +22.22%

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 27,481 54,309 69,651
As % of all permanent IT jobs advertised in the UK 40.87% 37.68% 40.25%
Number of salaries quoted 22,706 44,800 57,884
Median annual salary £55,000 £52,500 £50,000
Median salary % change year-on-year +4.76% +5.00% +5.26%
10th Percentile £33,750 £31,250 £31,250
90th Percentile £92,500 £86,250 £81,250
UK excluding London median annual salary £48,000 £45,000 £45,000
% change year-on-year +6.67% - +5.88%

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 3 August 2020.

Salary histogram for NumPy in the UK

NumPy
Top 9 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 3 August 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 +188 207 £71,000 +13.60% 25
London +141 178 £72,500 +6.15% 20
UK excluding London +223 29 £70,000 +33.33% 6
South East +177 17 £77,500 +72.22% 2
Work from Home +63 9 £50,000 +17.65% 7
East of England +102 5 £52,824 +5.65% 1
South West +96 4 £70,000 +33.33%
Midlands +111 3 £37,500 -50.00% 1
East Midlands +78 3 £37,500 -50.00%

For the 6 months to 3 August 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.

1 203 (98.07%) Python
2 179 (86.47%) Pandas
3 103 (49.76%) Machine Learning
4 102 (49.28%) SciPy
5 97 (46.86%) Data Science
6 79 (38.16%) Finance
7 75 (36.23%) scikit-learn
8 72 (34.78%) AWS
9 63 (30.43%) SQL
9 63 (30.43%) Algorithms
10 60 (28.99%) Analytics
11 59 (28.50%) Degree
12 57 (27.54%) Java
13 55 (26.57%) Artificial Intelligence
14 50 (24.15%) Computer Science
15 49 (23.67%) Statistics
16 46 (22.22%) Big Data
16 46 (22.22%) TensorFlow
17 41 (19.81%) Agile Software Development
18 39 (18.84%) Natural Language Processing
19 38 (18.36%) Apache Spark
20 37 (17.87%) Azure
21 35 (16.91%) Keras
22 34 (16.43%) JavaScript
23 33 (15.94%) Data Analysis
23 33 (15.94%) Hadoop
24 32 (15.46%) Flask
24 32 (15.46%) Jupyter
25 31 (14.98%) React
25 31 (14.98%) Docker

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 38 (18.36%) Apache Spark
2 32 (15.46%) Jupyter
3 16 (7.73%) Apache
4 15 (7.25%) Apache Airflow
5 8 (3.86%) Oracle Coherence
6 6 (2.90%) SAS
7 2 (0.97%) Luigi
7 2 (0.97%) Tornado
8 1 (0.48%) Apache Pig
8 1 (0.48%) IBM Domino
Applications
1 7 (3.38%) Microsoft Excel
2 4 (1.93%) Chatbot
3 1 (0.48%) Weka
Business Applications
1 1 (0.48%) Tesseract
Cloud Services
1 72 (34.78%) AWS
2 37 (17.87%) Azure
3 30 (14.49%) GCP
4 19 (9.18%) Power Platform
5 15 (7.25%) Amazon S3
6 8 (3.86%) Amazon ECS
6 8 (3.86%) Serverless
7 7 (3.38%) Amazon EMR
7 7 (3.38%) Cloud Computing
8 6 (2.90%) Amazon EC2
8 6 (2.90%) Amazon SageMaker
8 6 (2.90%) AWS Data Pipeline
8 6 (2.90%) AWS Lambda
9 5 (2.42%) Amazon SQS
10 4 (1.93%) Amazon EKS
10 4 (1.93%) OpenShift
11 2 (0.97%) AWS Elastic Beanstalk
11 2 (0.97%) GitHub
11 2 (0.97%) Virtual Private Cloud
12 1 (0.48%) IaaS
Communications & Networking
1 4 (1.93%) 5G
2 3 (1.45%) Internet
3 2 (0.97%) HTTP
4 1 (0.48%) NAS
Database & Business Intelligence
1 46 (22.22%) Big Data
2 33 (15.94%) Hadoop
3 27 (13.04%) NoSQL
4 21 (10.14%) PostgreSQL
5 19 (9.18%) Power BI
6 18 (8.70%) Amazon Redshift
7 15 (7.25%) SQL Server
8 14 (6.76%) HBase
9 13 (6.28%) MongoDB
10 11 (5.31%) Relational Database
11 10 (4.83%) Cosmos DB
12 9 (4.35%) Impala
13 8 (3.86%) BusinessObjects
13 8 (3.86%) DB2
13 8 (3.86%) QlikView
13 8 (3.86%) SQL Server Reporting Services
14 7 (3.38%) Apache Hive
15 6 (2.90%) Data Mining
15 6 (2.90%) KDB
15 6 (2.90%) Redis
Development Applications
1 19 (9.18%) Git (software)
2 4 (1.93%) Jenkins
3 3 (1.45%) CircleCI
3 3 (1.45%) gulp
3 3 (1.45%) webpack
4 2 (0.97%) JIRA
4 2 (0.97%) MLflow
4 2 (0.97%) Redmine
5 1 (0.48%) GoCD
5 1 (0.48%) Gradle
5 1 (0.48%) Maven
5 1 (0.48%) Visual Studio
5 1 (0.48%) Visual Studio Team System
General
1 79 (38.16%) Finance
2 30 (14.49%) Front Office
3 19 (9.18%) Banking
4 10 (4.83%) Marketing
5 7 (3.38%) Retail
6 6 (2.90%) Games
7 5 (2.42%) Investment Banking
7 5 (2.42%) Manufacturing
7 5 (2.42%) Telecoms
8 3 (1.45%) Advertising
9 2 (0.97%) Billing
9 2 (0.97%) Military
Job Titles
1 79 (38.16%) Developer
2 70 (33.82%) Python Developer
3 38 (18.36%) Data Scientist
4 35 (16.91%) Data Engineer
5 31 (14.98%) Python Engineer
6 23 (11.11%) Senior Developer
6 23 (11.11%) Senior Python Developer
7 15 (7.25%) Senior Data Scientist
8 12 (5.80%) Architect
8 12 (5.80%) AWS Developer
8 12 (5.80%) Data Architect
9 10 (4.83%) Front Office Developer
10 8 (3.86%) Database Architect
10 8 (3.86%) Django Developer
10 8 (3.86%) Enterprise Data Architect
10 8 (3.86%) Python/Django Developer
10 8 (3.86%) Quantitative Researcher
10 8 (3.86%) Strategy Architect
11 7 (3.38%) Full Stack Developer
11 7 (3.38%) Quantitative Developer
Libraries, Frameworks & Software Standards
1 179 (86.47%) Pandas
2 102 (49.28%) SciPy
3 75 (36.23%) scikit-learn
4 46 (22.22%) TensorFlow
5 39 (18.84%) Natural Language Processing
6 35 (16.91%) Keras
7 32 (15.46%) Flask
8 31 (14.98%) React
9 27 (13.04%) AngularJS
10 23 (11.11%) PyTorch
11 22 (10.63%) Django
12 16 (7.73%) REST
13 15 (7.25%) Matplotlib
14 12 (5.80%) SpaCy
14 12 (5.80%) Web Services
15 11 (5.31%) PySpark
15 11 (5.31%) XGBoost
16 8 (3.86%) CSS
16 8 (3.86%) Seaborn
17 7 (3.38%) Kafka
Miscellaneous
1 63 (30.43%) Algorithms
2 30 (14.49%) Analytical Skills
3 26 (12.56%) Data Structures
4 21 (10.14%) Hedge funds
5 12 (5.80%) User Experience
6 9 (4.35%) Pricing Data
7 8 (3.86%) Reinsurance
8 7 (3.38%) Greenfield Project
8 7 (3.38%) Self-Motivation
9 5 (2.42%) Fixed Income
10 4 (1.93%) Cloud Native
10 4 (1.93%) FMCG
10 4 (1.93%) Foreign Exchange (FX)
10 4 (1.93%) Management Information System
11 3 (1.45%) Derivative
11 3 (1.45%) Industrial Internet of Things
11 3 (1.45%) Internet of Things
12 2 (0.97%) Grid Computing
12 2 (0.97%) N-Tier
12 2 (0.97%) Spread Betting
Operating Systems
1 24 (11.59%) Linux
Processes & Methodologies
1 103 (49.76%) Machine Learning
2 97 (46.86%) Data Science
3 60 (28.99%) Analytics
4 55 (26.57%) Artificial Intelligence
5 50 (24.15%) Computer Science
6 49 (23.67%) Statistics
7 41 (19.81%) Agile Software Development
8 33 (15.94%) Data Analysis
9 30 (14.49%) Mathematics
10 29 (14.01%) Deep Learning
11 27 (13.04%) Visualisation
12 26 (12.56%) Problem-Solving
13 25 (12.08%) Business Intelligence
13 25 (12.08%) OO
13 25 (12.08%) Predictive Modelling
13 25 (12.08%) Software Engineering
14 23 (11.11%) Decision-Making
15 22 (10.63%) ETL
15 22 (10.63%) TDD
16 21 (10.14%) DevOps
Programming Languages
1 203 (98.07%) Python
2 63 (30.43%) SQL
3 57 (27.54%) Java
4 34 (16.43%) JavaScript
5 25 (12.08%) R
5 25 (12.08%) Scala
6 19 (9.18%) C#
6 19 (9.18%) C++
7 12 (5.80%) C
8 9 (4.35%) Bash Shell
8 9 (4.35%) Julia
9 8 (3.86%) Korn
9 8 (3.86%) MATLAB
10 4 (1.93%) Rust
10 4 (1.93%) VBA
11 2 (0.97%) Go
11 2 (0.97%) TypeScript
12 1 (0.48%) Cython
Qualifications
1 59 (28.50%) Degree
2 18 (8.70%) Computer Science Degree
2 18 (8.70%) PhD
3 8 (3.86%) TOGAF Certification
4 3 (1.45%) Master's Degree
4 3 (1.45%) Security Cleared
5 2 (0.97%) AWS Certification
Quality Assurance & Compliance
1 6 (2.90%) Data Quality
2 3 (1.45%) QA
3 2 (0.97%) IEC 62304
4 1 (0.48%) Dodd-Frank
4 1 (0.48%) EMIR
4 1 (0.48%) MiFID
System Software
1 31 (14.98%) Docker
2 1 (0.48%) Apache ZooKeeper
2 1 (0.48%) HDFS
Systems Management
1 23 (11.11%) Kubernetes
2 4 (1.93%) Ansible
2 4 (1.93%) Terraform
3 1 (0.48%) Docker Swarm
Vendors
1 12 (5.80%) Oracle
2 9 (4.35%) Microsoft
3 8 (3.86%) Cognos
3 8 (3.86%) Databricks
3 8 (3.86%) Netezza
3 8 (3.86%) Teradata
4 6 (2.90%) Tableau
5 3 (1.45%) Cloudera
5 3 (1.45%) Yahoo!
6 2 (0.97%) Google
6 2 (0.97%) Samsung
7 1 (0.48%) Facebook
7 1 (0.48%) Instagram
7 1 (0.48%) MapR
7 1 (0.48%) Red Hat
7 1 (0.48%) Snapchat
7 1 (0.48%) Sybase
7 1 (0.48%) Twitter