Period
to 23 February 2018

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 February 2018 with a comparison to the same period in the previous 2 years.

NumPy
UK
6 months to
23 Feb 2018
Same period 2017 Same period 2016
Rank 889 994 1105
Rank change year-on-year +105 +111 +140
Permanent jobs citing NumPy 311 177 182
As % of all permanent IT jobs advertised in the UK 0.18% 0.10% 0.086%
As % of the Libraries, Frameworks & Software Standards category 0.43% 0.26% 0.22%
Number of salaries quoted 259 153 162
UK median annual salary £65,000 £80,000 £65,000
Median salary % change year-on-year -18.75% +23.08% -
10th Percentile £45,000 £41,250 £32,000
90th Percentile £102,500 £131,250 £99,875
UK excluding London median annual salary £53,500 £47,500 £45,000
% change year-on-year +12.63% +5.56% -10.00%

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 71,742 69,394 81,420
As % of all permanent IT jobs advertised in the UK 40.72% 39.54% 38.53%
Number of salaries quoted 60,590 59,728 69,838
UK median annual salary £50,000 £47,500 £45,000
Median salary % change year-on-year +5.26% +5.56% -
10th Percentile £30,000 £28,995 £28,000
90th Percentile £78,750 £76,250 £75,000
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 February 2018.

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 February 2018. 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 +120 288 £65,000 -18.75% 52
London +80 243 £67,500 -18.43% 37
UK excluding London +62 68 £53,500 +12.63% 19
Scotland -22 23 £70,000 - 4
South East +20 19 £45,000 +80.00% 6
East of England +9 11 £65,000 +13.04% 5
South West +12 8 £55,000 +15.79% 4
North of England +3 7 £30,000 -36.84%
Yorkshire +22 5 £27,500 +10.00%
North West - 2 £45,000 -

For the 6 months to 23 February 2018, 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.

1 303 (97.43%) Python
2 218 (70.10%) Pandas
3 189 (60.77%) Data Science
4 169 (54.34%) Machine Learning
5 156 (50.16%) SciPy
6 125 (40.19%) SQL
7 107 (34.41%) Mathematics
7 107 (34.41%) Algorithms
8 104 (33.44%) Big Data
9 96 (30.87%) Apache Spark
10 94 (30.23%) scikit-learn
11 89 (28.62%) Computer Science
12 85 (27.33%) Degree
13 84 (27.01%) Java
13 84 (27.01%) Agile Software Development
14 82 (26.37%) Statistics
15 74 (23.79%) Analytics
16 72 (23.15%) R
17 65 (20.90%) Hadoop
17 65 (20.90%) C++
18 60 (19.29%) TensorFlow
19 59 (18.97%) PhD
19 59 (18.97%) Finance
20 57 (18.33%) Data Analysis
20 57 (18.33%) NoSQL
21 56 (18.01%) Software Engineering
22 55 (17.68%) Linux
23 52 (16.72%) MongoDB
24 50 (16.08%) Git (software)
25 48 (15.43%) Visualisation

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 (30.87%) Apache Spark
2 28 (9.00%) Apache
2 28 (9.00%) Elasticsearch
3 22 (7.07%) Apache Pig
4 14 (4.50%) SAS
5 13 (4.18%) IPython
6 11 (3.54%) Confluence
7 9 (2.89%) Jupyter
8 7 (2.25%) Luigi
9 5 (1.61%) Apache Airflow
10 2 (0.64%) OpenStack
10 2 (0.64%) Oracle Workflow
11 1 (0.32%) Tomcat
11 1 (0.32%) Tornado
Applications
1 13 (4.18%) Weka
2 10 (3.22%) Chatbot
2 10 (3.22%) SPSS
3 7 (2.25%) GNU Octave
4 4 (1.29%) CPLEX
5 3 (0.96%) Microsoft Excel
6 2 (0.64%) HipChat
7 1 (0.32%) Microsoft PowerPoint
7 1 (0.32%) MS Visio
Cloud Services
1 41 (13.18%) Amazon AWS
2 12 (3.86%) Serverless
3 11 (3.54%) Amazon Kinesis
3 11 (3.54%) AWS CloudFormation
3 11 (3.54%) AWS Lambda
4 7 (2.25%) Microsoft Azure
5 4 (1.29%) Amazon EC2
6 2 (0.64%) Amazon S3
6 2 (0.64%) AWS Elastic Beanstalk
6 2 (0.64%) Cloud Computing
6 2 (0.64%) GitHub
6 2 (0.64%) Google Cloud Platform
6 2 (0.64%) SaaS
7 1 (0.32%) Amazon EMR
7 1 (0.32%) Azure Data Factory
Communications & Networking
1 8 (2.57%) HTTP
Database & Business Intelligence
1 104 (33.44%) Big Data
2 65 (20.90%) Hadoop
3 57 (18.33%) NoSQL
4 52 (16.72%) MongoDB
5 40 (12.86%) Apache Hive
6 37 (11.90%) PostgreSQL
7 36 (11.58%) Relational Database
8 24 (7.72%) Data Warehouse
9 15 (4.82%) Data Mining
10 14 (4.50%) RDBMS
11 13 (4.18%) Flink
12 12 (3.86%) Apache Cassandra
12 12 (3.86%) HBase
13 9 (2.89%) Impala
14 8 (2.57%) Text Mining
15 7 (2.25%) Amazon DynamoDB
15 7 (2.25%) Amazon Redshift
15 7 (2.25%) KDB
15 7 (2.25%) MySQL
15 7 (2.25%) Redis
Development Applications
1 50 (16.08%) Git (software)
2 18 (5.79%) JIRA
3 7 (2.25%) Jenkins
4 5 (1.61%) JUnit
4 5 (1.61%) Mockito
5 2 (0.64%) Bitbucket
5 2 (0.64%) Maven
5 2 (0.64%) Mercurial
5 2 (0.64%) Selenium
5 2 (0.64%) Subversion
5 2 (0.64%) WebDriver
6 1 (0.32%) Atlassian Bamboo
6 1 (0.32%) GitLab
6 1 (0.32%) Gradle
6 1 (0.32%) gulp
6 1 (0.32%) Moq
6 1 (0.32%) MSTest
6 1 (0.32%) Rhino Mocks
6 1 (0.32%) SpecFlow
6 1 (0.32%) TestNG
General
1 59 (18.97%) Finance
2 14 (4.50%) Marketing
3 9 (2.89%) Advertising
3 9 (2.89%) Front Office
4 8 (2.57%) Banking
5 7 (2.25%) Retail
6 3 (0.96%) Investment Banking
7 2 (0.64%) Games
7 2 (0.64%) Law
7 2 (0.64%) Retail Banking
8 1 (0.32%) Back Office
8 1 (0.32%) Corporate Banking
8 1 (0.32%) Electronics
8 1 (0.32%) Publishing
8 1 (0.32%) Telecoms
Job Titles
1 105 (33.76%) Developer
2 84 (27.01%) Data Scientist
3 82 (26.37%) Python Developer
4 32 (10.29%) Data Engineer
5 25 (8.04%) Senior Developer
5 25 (8.04%) Senior Python Developer
6 22 (7.07%) Junior
7 20 (6.43%) Junior Developer
7 20 (6.43%) Machine Learning Engineer
8 17 (5.47%) Senior Data Scientist
9 16 (5.14%) Machine Learning Scientist
10 14 (4.50%) Machine Learning Developer
10 14 (4.50%) Software Engineer
11 12 (3.86%) Data Manager
12 11 (3.54%) Data Science Manager
13 10 (3.22%) Architect
14 9 (2.89%) Analyst
15 8 (2.57%) Data Architect
15 8 (2.57%) Graduate
16 7 (2.25%) Data Analyst
Libraries, Frameworks & Software Standards
1 218 (70.10%) Pandas
2 156 (50.16%) SciPy
3 94 (30.23%) scikit-learn
4 60 (19.29%) TensorFlow
5 43 (13.83%) Flask
6 35 (11.25%) Natural Language Processing
7 31 (9.97%) Keras
8 25 (8.04%) Django
9 24 (7.72%) Web Services
10 22 (7.07%) Theano
11 20 (6.43%) MLlib
12 18 (5.79%) PySpark
12 18 (5.79%) REST
13 15 (4.82%) AngularJS
14 14 (4.50%) RESTful
15 13 (4.18%) CSS
16 12 (3.86%) HTML
16 12 (3.86%) Matplotlib
17 11 (3.54%) D3.js
17 11 (3.54%) Kafka
Miscellaneous
1 107 (34.41%) Algorithms
2 89 (28.62%) Computer Science
3 27 (8.68%) Data Structures
4 25 (8.04%) Fintech
5 21 (6.75%) Analytical Skills
6 17 (5.47%) Greenfield Project
6 17 (5.47%) Hedge funds
7 16 (5.14%) Linux Command Line
8 10 (3.22%) Equities
9 8 (2.57%) Blog
10 7 (2.25%) Mobile App
10 7 (2.25%) Video\Live Streaming
11 5 (1.61%) Fixed Income
11 5 (1.61%) Private Cloud
11 5 (1.61%) Social Media
12 3 (0.96%) Life Science
12 3 (0.96%) Market Risk
12 3 (0.96%) NHS
13 2 (0.64%) Derivative
13 2 (0.64%) User Experience
Operating Systems
1 55 (17.68%) Linux
2 16 (5.14%) Unix
3 7 (2.25%) Windows
4 1 (0.32%) Android
Processes & Methodologies
1 189 (60.77%) Data Science
2 169 (54.34%) Machine Learning
3 107 (34.41%) Mathematics
4 84 (27.01%) Agile Software Development
5 82 (26.37%) Statistics
6 74 (23.79%) Analytics
7 57 (18.33%) Data Analysis
8 56 (18.01%) Software Engineering
9 48 (15.43%) Visualisation
10 42 (13.50%) Statistical Analysis
11 40 (12.86%) ETL
12 36 (11.58%) Data Visualisation
12 36 (11.58%) Deep Learning
13 30 (9.65%) Predictive Modelling
14 28 (9.00%) Microservices
14 28 (9.00%) Physics
14 28 (9.00%) TDD
15 25 (8.04%) Artificial Intelligence
15 25 (8.04%) Data Analytics
16 22 (7.07%) Data Engineering
Programming Languages
1 303 (97.43%) Python
2 125 (40.19%) SQL
3 84 (27.01%) Java
4 72 (23.15%) R
5 65 (20.90%) C++
6 46 (14.79%) Scala
7 39 (12.54%) C#
8 36 (11.58%) JavaScript
9 31 (9.97%) MATLAB
10 17 (5.47%) C
11 8 (2.57%) Perl
12 7 (2.25%) Clojure
13 4 (1.29%) Bash Shell
13 4 (1.29%) Fortran
13 4 (1.29%) Lisp
14 3 (0.96%) Lua
15 2 (0.64%) PL/SQL
15 2 (0.64%) Ruby
15 2 (0.64%) T-SQL
16 1 (0.32%) Objective-C
Qualifications
1 85 (27.33%) Degree
2 59 (18.97%) PhD
3 30 (9.65%) Numerate Degree
4 17 (5.47%) Computer Science Degree
5 12 (3.86%) Master's Degree
6 3 (0.96%) Postgraduate
6 3 (0.96%) Security Cleared
7 1 (0.32%) CFA
Quality Assurance & Compliance
1 3 (0.96%) QA
System Software
1 27 (8.68%) Docker
2 7 (2.25%) HDFS
3 4 (1.29%) Apache Flume
Systems Management
1 8 (2.57%) Kibana
1 8 (2.57%) Kubernetes
2 5 (1.61%) Ansible
3 3 (0.96%) Opscode Chef
4 2 (0.64%) Grafana
4 2 (0.64%) Hadoop YARN
4 2 (0.64%) logstash
4 2 (0.64%) Oozie
4 2 (0.64%) Prometheus
5 1 (0.32%) Puppet
Vendors
1 20 (6.43%) Tableau
2 14 (4.50%) Twitter
3 13 (4.18%) Google
4 12 (3.86%) Oracle
5 7 (2.25%) Microsoft
6 4 (1.29%) Apigee
6 4 (1.29%) Cognizant
7 2 (0.64%) Alteryx
7 2 (0.64%) Bloomberg
7 2 (0.64%) Informatica
8 1 (0.32%) Facebook
8 1 (0.32%) MapR