Period
to 23 November 2017

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 23 November 2017 with a comparison to the same period in the previous 2 years.

NumPy
UK
6 months to
23 Nov 2017
Same period 2016 Same period 2015
Rank 948 1094 1172
Rank change year-on-year +146 +78 +86
Permanent jobs citing NumPy 241 143 124
As % of all permanent IT jobs advertised in the UK 0.13% 0.075% 0.057%
As % of the Libraries, Frameworks & Software Standards category 0.33% 0.19% 0.15%
Number of salaries quoted 206 132 108
UK median annual salary £60,000 £80,000 £70,000
Median salary % change year-on-year -25.00% +14.29% +8.95%
10th Percentile £37,500 £42,500 £31,775
90th Percentile £100,000 £131,250 £91,125
UK excluding London median annual salary £40,000 £46,250 £35,000
% change year-on-year -13.51% +32.14% -30.00%

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 72188 74049 82710
As % of all permanent IT jobs advertised in the UK 40.07% 39.01% 38.03%
Number of salaries quoted 60025 64270 70733
UK median annual salary £50,000 £47,500 £45,000
Median salary % change year-on-year +5.26% +5.56% +1.12%
10th Percentile £29,750 £28,750 £27,500
90th Percentile £77,500 £76,250 £73,750
UK excluding London median annual salary £42,500 £42,500 £40,000
% change year-on-year - +6.25% -

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 23 November 2017.

Salary histogram for NumPy in the UK

NumPy
Top 10 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 23 November 2017. 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 +123 226 £60,000 -25.00% 29
London +75 193 £67,500 -25.00% 20
UK excluding London +76 48 £40,000 -13.51% 9
Scotland +4 15 £50,000 -
South East +41 10 £45,000 +2.86% 7
South West +16 9 £45,000 -
North of England +9 9 £25,000 -47.37% 2
Yorkshire +32 6 £25,000 -54.55% 2
East of England - 5 £40,000 -
North West -14 3 £39,750 +37.07%

For the 6 months to 23 November 2017, IT jobs citing NumPy also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads with a requirement for NumPy.

1 237 (98.34%) Python
2 164 (68.05%) Pandas
3 125 (51.87%) SQL
4 116 (48.13%) Agile Software Development
5 97 (40.25%) SciPy
6 91 (37.76%) Machine Learning
7 89 (36.93%) Mathematics
8 82 (34.02%) Computer Science
8 82 (34.02%) Big Data
9 79 (32.78%) Degree
10 76 (31.54%) Java
11 71 (29.46%) Apache Spark
12 65 (26.97%) Linux
13 60 (24.90%) Git (software)
14 59 (24.48%) MongoDB
15 58 (24.07%) C++
15 58 (24.07%) Analytics
16 56 (23.24%) Statistics
17 55 (22.82%) Finance
17 55 (22.82%) Flask
18 52 (21.58%) Algorithms
18 52 (21.58%) R
19 51 (21.16%) Hadoop
20 50 (20.75%) Software Engineering
21 46 (19.09%) scikit-learn
22 45 (18.67%) Relational Database
23 43 (17.84%) TDD
23 43 (17.84%) NoSQL
24 42 (17.43%) Web Development
24 42 (17.43%) PhD

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 71 (29.46%) Apache Spark
2 23 (9.54%) Confluence
3 22 (9.13%) Elasticsearch
4 17 (7.05%) Apache
5 12 (4.98%) Apache Pig
6 11 (4.56%) SAS
7 9 (3.73%) IPython
8 6 (2.49%) Luigi
8 6 (2.49%) Tomcat
9 5 (2.07%) Apache Airflow
10 3 (1.24%) Jupyter
10 3 (1.24%) Tornado
11 2 (0.83%) OpenStack
11 2 (0.83%) Oracle Workflow
Applications
1 6 (2.49%) Chatbot
2 5 (2.07%) SPSS
3 4 (1.66%) CPLEX
3 4 (1.66%) Stata
4 3 (1.24%) GNU Octave
4 3 (1.24%) Weka
5 2 (0.83%) HipChat
6 1 (0.41%) LaTeX
6 1 (0.41%) Microsoft Excel
Cloud Services
1 27 (11.20%) Amazon AWS
2 5 (2.07%) Microsoft Azure
3 3 (1.24%) SaaS
4 2 (0.83%) Cloud Computing
5 1 (0.41%) Azure Data Factory
5 1 (0.41%) GitHub
5 1 (0.41%) Google Analytics
5 1 (0.41%) Google Cloud Platform
Communications & Networking
1 7 (2.90%) HTTP
Database & Business Intelligence
1 82 (34.02%) Big Data
2 59 (24.48%) MongoDB
3 51 (21.16%) Hadoop
4 45 (18.67%) Relational Database
5 43 (17.84%) NoSQL
6 30 (12.45%) PostgreSQL
7 26 (10.79%) RDBMS
8 24 (9.96%) Apache Hive
9 18 (7.47%) Data Warehouse
10 13 (5.39%) Amazon Redshift
10 13 (5.39%) Apache Cassandra
11 12 (4.98%) Redis
12 10 (4.15%) HBase
12 10 (4.15%) SQL Server
13 8 (3.32%) Flink
14 7 (2.90%) Data Mining
14 7 (2.90%) KDB
14 7 (2.90%) MySQL
14 7 (2.90%) Text Mining
15 5 (2.07%) Impala
Development Applications
1 60 (24.90%) Git (software)
2 38 (15.77%) JIRA
3 14 (5.81%) Mercurial
4 9 (3.73%) Jenkins
5 8 (3.32%) Maven
6 7 (2.90%) Atlassian Bamboo
7 6 (2.49%) Gradle
7 6 (2.49%) JUnit
7 6 (2.49%) Mockito
7 6 (2.49%) TestNG
8 4 (1.66%) Selenium
8 4 (1.66%) WebDriver
9 3 (1.24%) Subversion
10 2 (0.83%) Bitbucket
11 1 (0.41%) git-flow
11 1 (0.41%) gulp
11 1 (0.41%) Travis CI
General
1 55 (22.82%) Finance
2 22 (9.13%) Marketing
3 16 (6.64%) Advertising
4 9 (3.73%) Front Office
5 8 (3.32%) Banking
6 4 (1.66%) Retail
7 3 (1.24%) Games
7 3 (1.24%) Investment Banking
8 2 (0.83%) Electronics
8 2 (0.83%) Law
9 1 (0.41%) Back Office
9 1 (0.41%) Corporate Banking
9 1 (0.41%) Pharmaceutical
9 1 (0.41%) Publishing
9 1 (0.41%) Retail Banking
Job Titles
1 113 (46.89%) Developer
2 101 (41.91%) Python Developer
3 48 (19.92%) Data Scientist
4 20 (8.30%) Data Engineer
5 13 (5.39%) Junior
5 13 (5.39%) Senior Developer
5 13 (5.39%) Senior Python Developer
6 10 (4.15%) Junior Developer
7 9 (3.73%) Analyst
7 9 (3.73%) Data Manager
7 9 (3.73%) Machine Learning Engineer
8 8 (3.32%) Machine Learning Scientist
8 8 (3.32%) Software Developer
8 8 (3.32%) Software Engineer
9 7 (2.90%) Graduate
9 7 (2.90%) Machine Learning Developer
10 6 (2.49%) Architect
10 6 (2.49%) Big Data Architect
10 6 (2.49%) Data Architect
10 6 (2.49%) Java Engineer
Libraries, Frameworks & Software Standards
1 164 (68.05%) Pandas
2 97 (40.25%) SciPy
3 55 (22.82%) Flask
4 46 (19.09%) scikit-learn
5 25 (10.37%) Django
6 24 (9.96%) TensorFlow
7 23 (9.54%) CSS
8 22 (9.13%) HTML
9 20 (8.30%) Matplotlib
10 18 (7.47%) AngularJS
10 18 (7.47%) REST
11 17 (7.05%) D3.js
11 17 (7.05%) Web Services
12 16 (6.64%) Kafka
12 16 (6.64%) Keras
12 16 (6.64%) Natural Language Processing
13 15 (6.22%) Highcharts JS
13 15 (6.22%) Pyramid
14 12 (4.98%) MLlib
15 11 (4.56%) PySpark
Miscellaneous
1 82 (34.02%) Computer Science
2 52 (21.58%) Algorithms
3 29 (12.03%) Hedge funds
4 17 (7.05%) Data Structures
5 10 (4.15%) Analytical Skills
5 10 (4.15%) Greenfield Project
6 9 (3.73%) Fintech
6 9 (3.73%) Linux Command Line
7 7 (2.90%) Equities
8 6 (2.49%) Enterprise Software
8 6 (2.49%) Video\Live Streaming
9 5 (2.07%) Blog
10 4 (1.66%) Derivative
10 4 (1.66%) Equity Derivative
10 4 (1.66%) Equity Risk
10 4 (1.66%) Market Risk
11 3 (1.24%) Fixed Income
11 3 (1.24%) Life Science
11 3 (1.24%) Private Cloud
11 3 (1.24%) Social Media
Operating Systems
1 65 (26.97%) Linux
2 19 (7.88%) Windows
3 17 (7.05%) Unix
4 1 (0.41%) Android
Processes & Methodologies
1 116 (48.13%) Agile Software Development
2 91 (37.76%) Machine Learning
3 89 (36.93%) Mathematics
4 58 (24.07%) Analytics
5 56 (23.24%) Statistics
6 50 (20.75%) Software Engineering
7 43 (17.84%) TDD
8 42 (17.43%) Web Development
9 38 (15.77%) ETL
10 35 (14.52%) OO
11 34 (14.11%) BDD
12 30 (12.45%) API Design
12 30 (12.45%) Statistical Analysis
13 28 (11.62%) Applied Mathematics
14 27 (11.20%) Continuous Integration
14 27 (11.20%) Scrum
15 24 (9.96%) Artificial Intelligence
16 23 (9.54%) API Development
16 23 (9.54%) Visualisation
17 22 (9.13%) Deep Learning
Programming Languages
1 237 (98.34%) Python
2 125 (51.87%) SQL
3 76 (31.54%) Java
4 58 (24.07%) C++
5 52 (21.58%) R
6 41 (17.01%) JavaScript
7 29 (12.03%) Scala
8 21 (8.71%) MATLAB
9 19 (7.88%) C#
10 9 (3.73%) C
11 3 (1.24%) Fortran
11 3 (1.24%) Perl
12 2 (0.83%) Lua
12 2 (0.83%) Ruby
12 2 (0.83%) T-SQL
13 1 (0.41%) Bash Shell
13 1 (0.41%) HiveQL
Qualifications
1 79 (32.78%) Degree
2 42 (17.43%) PhD
3 28 (11.62%) Computer Science Degree
4 17 (7.05%) Numerate Degree
5 11 (4.56%) Master's Degree
6 1 (0.41%) Postgraduate
Quality Assurance & Compliance
1 10 (4.15%) QA
System Software
1 22 (9.13%) Docker
2 8 (3.32%) Apache Flume
3 1 (0.41%) HDFS
Systems Management
1 9 (3.73%) Kubernetes
2 8 (3.32%) Kibana
3 6 (2.49%) Opscode Chef
4 4 (1.66%) Ansible
5 2 (0.83%) Grafana
5 2 (0.83%) Hadoop YARN
5 2 (0.83%) logstash
5 2 (0.83%) Prometheus
6 1 (0.41%) Marathon
6 1 (0.41%) Oozie
Vendors
1 24 (9.96%) Oracle
2 7 (2.90%) Google
2 7 (2.90%) Twitter
3 6 (2.49%) Tableau
4 4 (1.66%) Microsoft
5 3 (1.24%) Reuters
5 3 (1.24%) Sybase
6 2 (0.83%) Alteryx
6 2 (0.83%) Informatica
7 1 (0.41%) MapR
7 1 (0.41%) Salesforce.com