Period
to 19 August 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 19 August 2018 with a comparison to the same period in the previous 2 years.

NumPy
UK
6 months to
19 Aug 2018
Same period 2017 Same period 2016
Rank 791 1020 1087
Rank change year-on-year +229 +67 +116
Permanent jobs citing NumPy 393 181 194
As % of all permanent IT jobs advertised in the UK 0.23% 0.10% 0.098%
As % of the Libraries, Frameworks & Software Standards category 0.58% 0.25% 0.25%
Number of salaries quoted 333 146 182
UK median annual salary £70,000 £70,000 £71,250
Median salary % change year-on-year - -1.75% +1.79%
10th Percentile £45,000 £37,500 £42,500
90th Percentile £112,500 £115,000 £131,250
UK excluding London median annual salary £57,500 £42,500 £45,000
% change year-on-year +35.29% -5.56% +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 68,328 71,922 76,862
As % of all permanent IT jobs advertised in the UK 40.43% 40.59% 38.97%
Number of salaries quoted 56,644 59,858 66,679
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 £28,750
90th Percentile £82,500 £77,500 £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 19 August 2018.

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 19 August 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 +194 364 £70,000 -1.75% 43
London +181 306 £75,000 -1.64% 33
UK excluding London +79 86 £57,500 +35.29% 13
South East +42 36 £52,500 +31.25% 5
Scotland +4 29 £65,000 +85.71% 3
North West +25 9 £60,000 +73.91% 1
North of England +22 9 £60,000 +140.00% 1
East of England +18 8 £62,500 +25.00% 2
South West +11 4 £57,500 +27.78% 1

For the 6 months to 19 August 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.

1 392 (99.75%) Python
2 357 (90.84%) Pandas
3 231 (58.78%) SciPy
4 215 (54.71%) Data Science
5 169 (43.00%) Machine Learning
5 169 (43.00%) SQL
6 145 (36.90%) Computer Science
7 139 (35.37%) Mathematics
8 130 (33.08%) Linux
9 127 (32.32%) scikit-learn
10 121 (30.79%) Software Engineering
11 109 (27.74%) Analytics
12 99 (25.19%) Data Analysis
13 96 (24.43%) Degree
14 95 (24.17%) Agile Software Development
14 95 (24.17%) Algorithms
15 92 (23.41%) Amazon AWS
16 87 (22.14%) Finance
17 84 (21.37%) Big Data
18 83 (21.12%) TensorFlow
19 80 (20.36%) Apache Spark
20 77 (19.59%) Java
20 77 (19.59%) Artificial Intelligence
21 74 (18.83%) Visualisation
21 74 (18.83%) C++
22 69 (17.56%) Hadoop
23 66 (16.79%) Natural Language Processing
24 61 (15.52%) Deep Learning
25 60 (15.27%) PhD
26 54 (13.74%) Flask

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 80 (20.36%) Apache Spark
2 24 (6.11%) Apache
3 23 (5.85%) Elasticsearch
4 20 (5.09%) Confluence
5 18 (4.58%) Apache Pig
6 11 (2.80%) Jupyter
7 10 (2.54%) Luigi
8 9 (2.29%) Tornado
9 7 (1.78%) Apache Airflow
9 7 (1.78%) IPython
10 6 (1.53%) SAS
11 5 (1.27%) Tomcat
12 1 (0.25%) Apache Solr
Applications
1 11 (2.80%) GNU Octave
2 7 (1.78%) Chatbot
2 7 (1.78%) MS Visio
3 6 (1.53%) Microsoft Excel
4 4 (1.02%) SPSS
5 1 (0.25%) Microsoft PowerPoint
5 1 (0.25%) Weka
Cloud Services
1 92 (23.41%) Amazon AWS
2 33 (8.40%) AWS Lambda
2 33 (8.40%) Serverless
3 23 (5.85%) Amazon Kinesis
4 17 (4.33%) AWS CloudFormation
5 11 (2.80%) GitHub
6 10 (2.54%) Microsoft Azure
7 4 (1.02%) Amazon EMR
8 3 (0.76%) Amazon EC2
8 3 (0.76%) Google Cloud Platform
9 2 (0.51%) AWS Fargate
9 2 (0.51%) Cloud Computing
10 1 (0.25%) Amazon S3
10 1 (0.25%) Amazon SageMaker
10 1 (0.25%) AWS Data Pipeline
10 1 (0.25%) Slack
Communications & Networking
1 5 (1.27%) HTTP
2 4 (1.02%) SMS
3 2 (0.51%) DAB
4 1 (0.25%) Internet
Database & Business Intelligence
1 84 (21.37%) Big Data
2 69 (17.56%) Hadoop
3 49 (12.47%) NoSQL
3 49 (12.47%) Relational Database
4 45 (11.45%) PostgreSQL
5 42 (10.69%) Apache Hive
6 29 (7.38%) HBase
7 27 (6.87%) RDBMS
7 27 (6.87%) Text Mining
8 24 (6.11%) QlikView
9 23 (5.85%) MongoDB
10 17 (4.33%) MySQL
10 17 (4.33%) Parquet
11 13 (3.31%) SQL Server
12 12 (3.05%) Amazon DynamoDB
12 12 (3.05%) Data Warehouse
13 11 (2.80%) Amazon Redshift
13 11 (2.80%) Impala
14 9 (2.29%) Data Mining
15 8 (2.04%) Power BI
Development Applications
1 40 (10.18%) Git (software)
2 26 (6.62%) JIRA
3 16 (4.07%) Jenkins
4 7 (1.78%) JUnit
4 7 (1.78%) Maven
5 5 (1.27%) Ant
5 5 (1.27%) Bitbucket
5 5 (1.27%) CA Release Automation
5 5 (1.27%) Gradle
5 5 (1.27%) IntelliJ
5 5 (1.27%) Selenium
5 5 (1.27%) Visual Studio
6 4 (1.02%) SonarQube
7 3 (0.76%) Subversion
8 2 (0.51%) CMake
8 2 (0.51%) ERwin
8 2 (0.51%) Mockito
8 2 (0.51%) Robot Framework
8 2 (0.51%) Team Foundation Server
9 1 (0.25%) CircleCI
General
1 87 (22.14%) Finance
2 26 (6.62%) Front Office
3 16 (4.07%) Banking
4 12 (3.05%) Investment Banking
5 6 (1.53%) Retail
6 5 (1.27%) Marketing
7 4 (1.02%) Financial Institution
7 4 (1.02%) Law
8 3 (0.76%) Electronics
9 2 (0.51%) Manufacturing
9 2 (0.51%) Pharmaceutical
10 1 (0.25%) Advertising
10 1 (0.25%) Aerospace
10 1 (0.25%) French Language
10 1 (0.25%) Games
10 1 (0.25%) Spanish Language
Job Titles
1 161 (40.97%) Developer
2 143 (36.39%) Python Developer
3 104 (26.46%) Data Scientist
4 50 (12.72%) Python Engineer
5 43 (10.94%) Senior Developer
5 43 (10.94%) Senior Python Developer
6 41 (10.43%) Senior Data Scientist
7 35 (8.91%) Data Engineer
8 32 (8.14%) Machine Learning Scientist
9 27 (6.87%) Big Data Engineer
10 20 (5.09%) Software Engineer
11 19 (4.83%) Junior
12 16 (4.07%) Junior Developer
13 15 (3.82%) Senior Systems Developer
14 12 (3.05%) Architect
15 9 (2.29%) Enterprise Architect
15 9 (2.29%) Machine Learning Developer
16 8 (2.04%) Analytics Developer
16 8 (2.04%) UI Engineer
17 7 (1.78%) Data Manager
Libraries, Frameworks & Software Standards
1 357 (90.84%) Pandas
2 231 (58.78%) SciPy
3 127 (32.32%) scikit-learn
4 83 (21.12%) TensorFlow
5 66 (16.79%) Natural Language Processing
6 54 (13.74%) Flask
7 51 (12.98%) Django
8 48 (12.21%) Keras
9 39 (9.92%) Web Services
10 36 (9.16%) Theano
11 26 (6.62%) PySpark
12 24 (6.11%) MLlib
13 19 (4.83%) Matplotlib
14 18 (4.58%) React
15 17 (4.33%) Anaconda
16 16 (4.07%) Bokeh
16 16 (4.07%) Kafka
17 14 (3.56%) CSS
18 12 (3.05%) REST
18 12 (3.05%) RESTful
Miscellaneous
1 145 (36.90%) Computer Science
2 95 (24.17%) Algorithms
3 50 (12.72%) Fintech
4 44 (11.20%) Hedge funds
5 39 (9.92%) Greenfield Project
6 33 (8.40%) Equities
7 28 (7.12%) Analytical Skills
8 25 (6.36%) Data Structures
9 24 (6.11%) Linux Command Line
10 20 (5.09%) Derivative
11 16 (4.07%) Foreign Exchange (FX)
12 14 (3.56%) Client/Server
13 13 (3.31%) OTC Derivatives
14 8 (2.04%) Self-Motivation
15 5 (1.27%) Cyber Defence
15 5 (1.27%) Enterprise Software
15 5 (1.27%) Management Information System
15 5 (1.27%) User Experience
16 4 (1.02%) Blog
16 4 (1.02%) Private Cloud
Operating Systems
1 130 (33.08%) Linux
2 18 (4.58%) Unix
Processes & Methodologies
1 215 (54.71%) Data Science
2 169 (43.00%) Machine Learning
3 139 (35.37%) Mathematics
4 121 (30.79%) Software Engineering
5 109 (27.74%) Analytics
6 99 (25.19%) Data Analysis
7 95 (24.17%) Agile Software Development
8 77 (19.59%) Artificial Intelligence
9 74 (18.83%) Visualisation
10 61 (15.52%) Deep Learning
11 50 (12.72%) ETL
12 47 (11.96%) Problem-Solving
13 44 (11.20%) Data Engineering
14 43 (10.94%) Statistics
15 42 (10.69%) Physics
15 42 (10.69%) TDD
16 41 (10.43%) Data Visualisation
17 39 (9.92%) DevOps
18 36 (9.16%) Data Analytics
19 35 (8.91%) Statistical Modelling
Programming Languages
1 392 (99.75%) Python
2 169 (43.00%) SQL
3 77 (19.59%) Java
4 74 (18.83%) C++
5 49 (12.47%) R
6 40 (10.18%) C#
7 37 (9.41%) JavaScript
8 28 (7.12%) Scala
9 18 (4.58%) C
10 17 (4.33%) Clojure
11 15 (3.82%) Lisp
11 15 (3.82%) MATLAB
12 11 (2.80%) Go
13 8 (2.04%) Bash Shell
14 5 (1.27%) Java 8
15 3 (0.76%) VBA
16 2 (0.51%) Erlang
16 2 (0.51%) Haskell
16 2 (0.51%) T-SQL
17 1 (0.25%) F#
Qualifications
1 96 (24.43%) Degree
2 60 (15.27%) PhD
3 43 (10.94%) Numerate Degree
4 27 (6.87%) Computer Science Degree
5 12 (3.05%) Master's Degree
6 2 (0.51%) Postgraduate
6 2 (0.51%) Security Cleared
7 1 (0.25%) AWS Certification
Quality Assurance & Compliance
1 3 (0.76%) GCP
2 1 (0.25%) QA
System Software
1 34 (8.65%) Docker
2 24 (6.11%) HDFS
3 5 (1.27%) Active Directory
3 5 (1.27%) Apache Flume
Systems Management
1 14 (3.56%) Kubernetes
2 5 (1.27%) Oozie
2 5 (1.27%) Opscode Chef
2 5 (1.27%) Single Sign-On
3 2 (0.51%) Ansible
4 1 (0.25%) Hadoop YARN
4 1 (0.25%) Kibana
4 1 (0.25%) logstash
4 1 (0.25%) StatsD
Vendors
1 33 (8.40%) Tableau
2 13 (3.31%) Microsoft
3 12 (3.05%) Google
4 7 (1.78%) Twitter
5 6 (1.53%) Splunk
6 5 (1.27%) Cloudera
6 5 (1.27%) Oracle
7 4 (1.02%) Atlassian
8 2 (0.51%) Apigee
8 2 (0.51%) Capita
8 2 (0.51%) Cognizant
8 2 (0.51%) Cognos
8 2 (0.51%) Informatica
8 2 (0.51%) Sybase
8 2 (0.51%) TIBCO
9 1 (0.25%) Facebook