Period
to 22 May 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 22 May 2018 with a comparison to the same period in the previous 2 years.

NumPy
UK
6 months to
22 May 2018
Same period 2017 Same period 2016
Rank 826 985 1046
Rank change year-on-year +159 +61 +186
Permanent jobs citing NumPy 384 179 243
As % of all permanent IT jobs advertised in the UK 0.22% 0.11% 0.12%
As % of the Libraries, Frameworks & Software Standards category 0.55% 0.26% 0.31%
Number of salaries quoted 314 143 221
UK median annual salary £69,125 £75,000 £65,000
Median salary % change year-on-year -7.83% +15.38% -
10th Percentile £45,000 £37,750 £37,500
90th Percentile £102,500 £115,000 £131,250
UK excluding London median annual salary £55,000 £43,750 £45,000
% change year-on-year +25.71% -2.78% +55.17%

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 70,096 68,546 77,753
As % of all permanent IT jobs advertised in the UK 40.82% 40.57% 38.71%
Number of salaries quoted 58,662 58,277 67,044
UK median annual salary £50,000 £47,500 £47,500
Median salary % change year-on-year +5.26% - +5.56%
10th Percentile £31,250 £29,000 £28,500
90th Percentile £80,000 £76,250 £75,000
UK excluding London median annual salary £45,000 £42,500 £41,500
% change year-on-year +5.88% +2.41% +3.75%

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 22 May 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 22 May 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 +149 346 £67,500 -10.00% 41
London +128 288 £71,250 -10.94% 29
UK excluding London +43 96 £55,000 +25.71% 13
Scotland -1 38 £70,000 +64.71% 1
South East +17 32 £53,500 +114.00% 6
East of England +5 11 £75,000 +30.43% 4
North of England -1 9 £60,000 +140.00% 1
North West - 8 £60,000 - 1
South West -28 6 £55,000 +15.79% 1
Yorkshire +25 1 £37,500 +50.00%

For the 6 months to 22 May 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.

1 377 (98.18%) Python
2 315 (82.03%) Pandas
3 219 (57.03%) Data Science
4 216 (56.25%) SciPy
5 201 (52.34%) Machine Learning
6 170 (44.27%) SQL
7 144 (37.50%) scikit-learn
8 128 (33.33%) Algorithms
9 127 (33.07%) Mathematics
10 125 (32.55%) Computer Science
11 102 (26.56%) Big Data
12 99 (25.78%) Data Analysis
13 96 (25.00%) Apache Spark
14 95 (24.74%) Analytics
15 92 (23.96%) Software Engineering
16 91 (23.70%) Degree
17 89 (23.18%) Java
18 87 (22.66%) Artificial Intelligence
19 84 (21.88%) TensorFlow
20 80 (20.83%) Linux
21 75 (19.53%) Agile Software Development
22 74 (19.27%) C++
22 74 (19.27%) PhD
22 74 (19.27%) R
23 73 (19.01%) NoSQL
23 73 (19.01%) Amazon AWS
24 72 (18.75%) Hadoop
24 72 (18.75%) Finance
25 71 (18.49%) Statistics
26 70 (18.23%) 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 (25.00%) Apache Spark
2 25 (6.51%) Apache Pig
3 23 (5.99%) Apache
4 20 (5.21%) Elasticsearch
5 15 (3.91%) Jupyter
6 10 (2.60%) SAS
7 9 (2.34%) Confluence
8 8 (2.08%) IPython
9 5 (1.30%) Luigi
9 5 (1.30%) Tomcat
9 5 (1.30%) Tornado
10 1 (0.26%) Apache Solr
Applications
1 14 (3.65%) GNU Octave
2 12 (3.13%) Weka
3 9 (2.34%) Chatbot
3 9 (2.34%) SPSS
4 8 (2.08%) Microsoft Excel
5 7 (1.82%) MS Visio
6 2 (0.52%) Microsoft PowerPoint
Cloud Services
1 73 (19.01%) Amazon AWS
2 38 (9.90%) Serverless
3 37 (9.64%) AWS Lambda
4 30 (7.81%) Amazon Kinesis
5 28 (7.29%) AWS CloudFormation
6 10 (2.60%) GitHub
7 6 (1.56%) Microsoft Azure
8 5 (1.30%) Amazon EC2
9 3 (0.78%) Amazon EMR
10 2 (0.52%) Amazon S3
10 2 (0.52%) AWS Elastic Beanstalk
11 1 (0.26%) Amazon SageMaker
11 1 (0.26%) AWS Fargate
11 1 (0.26%) Cloud Computing
11 1 (0.26%) Google Cloud Platform
Communications & Networking
1 6 (1.56%) HTTP
2 2 (0.52%) SMS
3 1 (0.26%) DAB
Database & Business Intelligence
1 102 (26.56%) Big Data
2 73 (19.01%) NoSQL
3 72 (18.75%) Hadoop
4 44 (11.46%) Apache Hive
5 42 (10.94%) PostgreSQL
6 35 (9.11%) Relational Database
7 32 (8.33%) MongoDB
8 24 (6.25%) HBase
9 21 (5.47%) Data Warehouse
10 20 (5.21%) Text Mining
11 17 (4.43%) QlikView
12 16 (4.17%) Amazon DynamoDB
13 15 (3.91%) Data Mining
14 14 (3.65%) Impala
14 14 (3.65%) MySQL
14 14 (3.65%) SQL Server
15 11 (2.86%) Flink
16 10 (2.60%) RDBMS
17 7 (1.82%) KNIME
17 7 (1.82%) Parquet
Development Applications
1 46 (11.98%) Git (software)
2 14 (3.65%) JIRA
3 13 (3.39%) Jenkins
4 10 (2.60%) JUnit
5 5 (1.30%) Ant
5 5 (1.30%) CA Release Automation
5 5 (1.30%) Gradle
5 5 (1.30%) IntelliJ
5 5 (1.30%) Maven
5 5 (1.30%) Mockito
5 5 (1.30%) Selenium
5 5 (1.30%) Visual Studio
6 4 (1.04%) Bitbucket
7 2 (0.52%) CircleCI
7 2 (0.52%) ERwin
8 1 (0.26%) GitLab
8 1 (0.26%) NUnit
8 1 (0.26%) SpecFlow
8 1 (0.26%) Subversion
8 1 (0.26%) Team Foundation Server
General
1 72 (18.75%) Finance
2 16 (4.17%) Front Office
3 14 (3.65%) Banking
4 9 (2.34%) Investment Banking
5 6 (1.56%) Marketing
5 6 (1.56%) Retail
6 3 (0.78%) Financial Institution
7 2 (0.52%) Law
8 1 (0.26%) Retail Banking
8 1 (0.26%) Telecoms
Job Titles
1 121 (31.51%) Data Scientist
2 119 (30.99%) Developer
3 92 (23.96%) Python Developer
4 36 (9.38%) Senior Data Scientist
5 35 (9.11%) Senior Developer
5 35 (9.11%) Senior Python Developer
6 34 (8.85%) Data Engineer
7 30 (7.81%) Python Engineer
8 26 (6.77%) Machine Learning Scientist
8 26 (6.77%) Software Engineer
9 23 (5.99%) Junior
10 21 (5.47%) Junior Developer
11 17 (4.43%) Machine Learning Engineer
12 15 (3.91%) Big Data Engineer
13 11 (2.86%) Machine Learning Developer
14 10 (2.60%) Analyst
14 10 (2.60%) Data Manager
15 9 (2.34%) Architect
15 9 (2.34%) Data Analyst
15 9 (2.34%) Senior Systems Developer
Libraries, Frameworks & Software Standards
1 315 (82.03%) Pandas
2 216 (56.25%) SciPy
3 144 (37.50%) scikit-learn
4 84 (21.88%) TensorFlow
5 61 (15.89%) Natural Language Processing
6 44 (11.46%) Keras
7 33 (8.59%) Theano
8 31 (8.07%) Web Services
9 29 (7.55%) Django
10 28 (7.29%) Flask
11 23 (5.99%) MLlib
11 23 (5.99%) PySpark
12 20 (5.21%) Matplotlib
13 15 (3.91%) CSS
14 13 (3.39%) Kafka
14 13 (3.39%) React
14 13 (3.39%) REST
15 12 (3.13%) Bokeh
15 12 (3.13%) RESTful
16 11 (2.86%) ggplot2
Miscellaneous
1 128 (33.33%) Algorithms
2 125 (32.55%) Computer Science
3 42 (10.94%) Fintech
4 34 (8.85%) Analytical Skills
5 33 (8.59%) Greenfield Project
6 31 (8.07%) Hedge funds
7 27 (7.03%) Data Structures
8 22 (5.73%) Equities
9 19 (4.95%) Linux Command Line
10 8 (2.08%) Derivative
11 6 (1.56%) Management Information System
11 6 (1.56%) Self-Motivation
12 5 (1.30%) Blog
12 5 (1.30%) Cyber Defence
12 5 (1.30%) Enterprise Software
12 5 (1.30%) Foreign Exchange (FX)
12 5 (1.30%) Mobile App
12 5 (1.30%) Video\Live Streaming
13 4 (1.04%) Client/Server
13 4 (1.04%) Market Risk
Operating Systems
1 80 (20.83%) Linux
2 13 (3.39%) Unix
3 1 (0.26%) Windows
Processes & Methodologies
1 219 (57.03%) Data Science
2 201 (52.34%) Machine Learning
3 127 (33.07%) Mathematics
4 99 (25.78%) Data Analysis
5 95 (24.74%) Analytics
6 92 (23.96%) Software Engineering
7 87 (22.66%) Artificial Intelligence
8 75 (19.53%) Agile Software Development
9 71 (18.49%) Statistics
10 70 (18.23%) Visualisation
11 64 (16.67%) Problem-Solving
12 57 (14.84%) Deep Learning
13 50 (13.02%) ETL
14 49 (12.76%) Data Visualisation
15 40 (10.42%) Data Engineering
15 40 (10.42%) Statistical Modelling
16 35 (9.11%) TDD
17 34 (8.85%) Data Analytics
17 34 (8.85%) Physics
18 28 (7.29%) Predictive Modelling
Programming Languages
1 377 (98.18%) Python
2 170 (44.27%) SQL
3 89 (23.18%) Java
4 74 (19.27%) C++
4 74 (19.27%) R
5 49 (12.76%) C#
6 45 (11.72%) Scala
7 41 (10.68%) JavaScript
8 28 (7.29%) MATLAB
9 22 (5.73%) Clojure
10 18 (4.69%) C
10 18 (4.69%) Lisp
11 6 (1.56%) Go
12 5 (1.30%) Java 8
12 5 (1.30%) Perl
13 4 (1.04%) Bash Shell
14 2 (0.52%) Cython
14 2 (0.52%) Fortran
14 2 (0.52%) PL/SQL
14 2 (0.52%) T-SQL
Qualifications
1 91 (23.70%) Degree
2 74 (19.27%) PhD
3 42 (10.94%) Numerate Degree
4 15 (3.91%) Master's Degree
5 14 (3.65%) Computer Science Degree
6 4 (1.04%) Postgraduate
6 4 (1.04%) Security Cleared
7 1 (0.26%) AWS Certification
7 1 (0.26%) CFA
Quality Assurance & Compliance
1 1 (0.26%) QA
System Software
1 23 (5.99%) Docker
2 17 (4.43%) HDFS
3 5 (1.30%) Active Directory
4 3 (0.78%) Apache Flume
Systems Management
1 7 (1.82%) Opscode Chef
2 6 (1.56%) Kubernetes
3 5 (1.30%) Single Sign-On
4 3 (0.78%) Oozie
5 2 (0.52%) Ansible
6 1 (0.26%) Hadoop YARN
6 1 (0.26%) Puppet
Vendors
1 36 (9.38%) Tableau
2 15 (3.91%) Google
3 14 (3.65%) Microsoft
4 13 (3.39%) Twitter
5 6 (1.56%) Splunk
6 5 (1.30%) Apigee
6 5 (1.30%) Cloudera
6 5 (1.30%) Cognizant
6 5 (1.30%) Oracle
7 4 (1.04%) Atlassian
8 2 (0.52%) Bloomberg
8 2 (0.52%) Capita
9 1 (0.26%) Cognos
9 1 (0.26%) Facebook