Period
to 16 July 2018

The following table provides summary statistics for permanent job vacancies with a requirement for Jupyter skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Jupyter over the 6 months to 16 July 2018 with a comparison to the same period in the previous 2 years.

Jupyter
UK
6 months to
16 Jul 2018
Same period 2017 Same period 2016
Rank 1138 1169 1280
Rank change year-on-year +31 +111 -
Permanent jobs citing Jupyter 44 15 15
As % of all permanent IT jobs advertised in the UK 0.025% 0.008% 0.007%
As % of the Application Platforms category 0.15% 0.047% 0.039%
Number of salaries quoted 29 11 13
UK median annual salary £65,000 £50,000 £60,000
Median salary % change year-on-year +30.00% -16.67% -
10th Percentile £42,000 £31,250 £50,250
90th Percentile £79,000 £92,500 £110,500
UK excluding London median annual salary £53,500 £40,000 -
% change year-on-year +33.75% - -

Jupyter is in the Application Platforms category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies with a requirement for application platform skills.

All Application Platform Skills
UK
Permanent vacancies with a requirement for application platform skills 29,212 31,977 38,254
As % of all permanent IT jobs advertised in the UK 16.61% 18.00% 18.82%
Number of salaries quoted 23,437 26,061 32,400
UK median annual salary £50,000 £47,500 £45,000
Median salary % change year-on-year +5.26% +5.56% -
10th Percentile £27,951 £27,000 £26,500
90th Percentile £80,000 £76,250 £73,750
UK excluding London median annual salary £42,500 £40,000 £40,000
% change year-on-year +6.25% - -

Jupyter
Job Vacancy Trend

Job postings citing Jupyter as a percentage of all IT jobs advertised.

Job vacancy trend for Jupyter in the UK

Jupyter
Salary Trend

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Jupyter.

Salary trend for Jupyter in the UK

Jupyter
Salary Histogram

The salary distribution of IT jobs citing Jupyter over the 6 months to 16 July 2018.

Salary histogram for Jupyter in the UK

Jupyter
Top 7 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Jupyter within the UK over the 6 months to 16 July 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 +44 40 £66,250 +32.50% 14
London +32 22 £68,750 +37.50% 9
UK excluding London +15 22 £53,500 +33.75% 5
South East - 15 £65,000 - 3
Scotland - 4 £42,000 -
North West +15 3 £45,000 +12.50%
North of England +12 3 £45,000 +12.50%

For the 6 months to 16 July 2018, IT jobs citing Jupyter 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 Jupyter.

1 44 (100.00%) Python
2 28 (63.64%) Machine Learning
3 22 (50.00%) Data Science
4 19 (43.18%) Pandas
5 18 (40.91%) Apache Spark
5 18 (40.91%) Degree
6 16 (36.36%) NumPy
7 15 (34.09%) R
7 15 (34.09%) SQL
8 14 (31.82%) Analytical Skills
9 13 (29.55%) Agile Software Development
9 13 (29.55%) Big Data
9 13 (29.55%) Hadoop
10 12 (27.27%) Mathematics
10 12 (27.27%) Finance
10 12 (27.27%) TensorFlow
11 11 (25.00%) Artificial Intelligence
11 11 (25.00%) Amazon AWS
12 10 (22.73%) Statistics
13 9 (20.45%) Natural Language Processing
13 9 (20.45%) Neural Network
13 9 (20.45%) Analytics
13 9 (20.45%) GitHub
14 8 (18.18%) Docker
14 8 (18.18%) Algorithms
14 8 (18.18%) scikit-learn
14 8 (18.18%) Java
14 8 (18.18%) Linux
14 8 (18.18%) Apache
14 8 (18.18%) Data Analysis

Jupyter
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 18 (40.91%) Apache Spark
2 8 (18.18%) Apache
3 3 (6.82%) Elasticsearch
3 3 (6.82%) IPython
4 2 (4.55%) Apache Pig
4 2 (4.55%) Tomcat
5 1 (2.27%) SAS
Applications
1 6 (13.64%) Microsoft Excel
2 3 (6.82%) Chatbot
3 2 (4.55%) Microsoft PowerPoint
Business Applications
1 3 (6.82%) Oracle ERP
1 3 (6.82%) Oracle Payables
1 3 (6.82%) Oracle Procure-to-Pay
Cloud Services
1 11 (25.00%) Amazon AWS
2 9 (20.45%) GitHub
3 5 (11.36%) Amazon S3
4 4 (9.09%) Amazon ELB
4 4 (9.09%) Slack
5 2 (4.55%) Amazon CloudWatch
5 2 (4.55%) Cloud Computing
5 2 (4.55%) Google Cloud Platform
5 2 (4.55%) Microsoft Azure
6 1 (2.27%) Amazon EMR
6 1 (2.27%) Amazon Kinesis
6 1 (2.27%) Amazon SageMaker
6 1 (2.27%) AWS Lambda
6 1 (2.27%) Azure Machine Learning
6 1 (2.27%) BrowserStack
6 1 (2.27%) Google Analytics
6 1 (2.27%) Serverless
Communications & Networking
1 1 (2.27%) DAB
Database & Business Intelligence
1 13 (29.55%) Big Data
1 13 (29.55%) Hadoop
2 6 (13.64%) MongoDB
2 6 (13.64%) PostgreSQL
3 5 (11.36%) Apache Zeppelin
4 4 (9.09%) Amazon RDS
4 4 (9.09%) Data Warehouse
4 4 (9.09%) GIS
5 3 (6.82%) Amazon Redshift
5 3 (6.82%) NoSQL
5 3 (6.82%) Redis
6 2 (4.55%) BigQuery
6 2 (4.55%) HBase
6 2 (4.55%) Power BI
7 1 (2.27%) Amazon Athena
7 1 (2.27%) Electronic Patient Records
7 1 (2.27%) Flink
7 1 (2.27%) Geospatial Data
7 1 (2.27%) Mahout
7 1 (2.27%) Qlik Sense
Development Applications
1 7 (15.91%) Git (software)
2 6 (13.64%) Jenkins
3 4 (9.09%) Bitbucket
4 2 (4.55%) IntelliJ
4 2 (4.55%) JIRA
4 2 (4.55%) Sonatype Nexus
5 1 (2.27%) CA Release Automation
5 1 (2.27%) Cucumber
5 1 (2.27%) PyCharm
5 1 (2.27%) Selenium
5 1 (2.27%) Vagrant
5 1 (2.27%) Wing IDE
General
1 12 (27.27%) Finance
2 6 (13.64%) Banking
3 4 (9.09%) Games
4 2 (4.55%) Billing
4 2 (4.55%) Investment Banking
4 2 (4.55%) Law
5 1 (2.27%) Advertising
5 1 (2.27%) Marketing
5 1 (2.27%) Retail
Job Titles
1 15 (34.09%) Data Scientist
2 12 (27.27%) Developer
3 11 (25.00%) Python Developer
4 7 (15.91%) Analyst
4 7 (15.91%) Architect
4 7 (15.91%) Data Analyst
5 4 (9.09%) Software Developer
6 3 (6.82%) Data Architect
6 3 (6.82%) ERP Specialist
6 3 (6.82%) Research Analyst
6 3 (6.82%) Senior Developer
7 2 (4.55%) Artificial Intelligence Architect
7 2 (4.55%) Data Engineer
7 2 (4.55%) Python Developer - Fintech
7 2 (4.55%) Senior Architect
7 2 (4.55%) Senior Data Scientist
7 2 (4.55%) Senior Python Developer
8 1 (2.27%) QA Engineer
8 1 (2.27%) Senior Data Architect
8 1 (2.27%) Senior Software Developer
Libraries, Frameworks & Software Standards
1 19 (43.18%) Pandas
2 16 (36.36%) NumPy
3 12 (27.27%) TensorFlow
4 9 (20.45%) Natural Language Processing
5 8 (18.18%) scikit-learn
6 6 (13.64%) AngularJS
6 6 (13.64%) Django
6 6 (13.64%) REST
7 5 (11.36%) D3.js
7 5 (11.36%) Elastic Stack
7 5 (11.36%) Matplotlib
7 5 (11.36%) RESTful
8 4 (9.09%) Bokeh
8 4 (9.09%) Celery
8 4 (9.09%) RabbitMQ
9 3 (6.82%) Flask
9 3 (6.82%) Keras
10 2 (4.55%) pytest
10 2 (4.55%) React
10 2 (4.55%) WebSockets
Miscellaneous
1 14 (31.82%) Analytical Skills
2 8 (18.18%) Algorithms
3 6 (13.64%) Computer Science
4 5 (11.36%) Greenfield Project
5 4 (9.09%) Analytical Mindset
5 4 (9.09%) Mobile App
5 4 (9.09%) NHS
6 2 (4.55%) Equities
6 2 (4.55%) Fintech
6 2 (4.55%) Hedge funds
7 1 (2.27%) Marketing Technology
7 1 (2.27%) Self-Motivation
7 1 (2.27%) Virtual Team
Operating Systems
1 8 (18.18%) Linux
2 5 (11.36%) Unix
3 4 (9.09%) Ubuntu
4 2 (4.55%) Red Hat Enterprise Linux
Processes & Methodologies
1 28 (63.64%) Machine Learning
2 22 (50.00%) Data Science
3 13 (29.55%) Agile Software Development
4 12 (27.27%) Mathematics
5 11 (25.00%) Artificial Intelligence
6 10 (22.73%) Statistics
7 9 (20.45%) Analytics
7 9 (20.45%) Neural Network
8 8 (18.18%) Data Analysis
9 7 (15.91%) ETL
9 7 (15.91%) Problem-Solving
9 7 (15.91%) Scrum
9 7 (15.91%) Visualisation
10 6 (13.64%) Data Visualisation
11 5 (11.36%) Continuous Integration
11 5 (11.36%) DevOps
11 5 (11.36%) Mentoring
11 5 (11.36%) Open Source
11 5 (11.36%) SOA
11 5 (11.36%) Statistical Modelling
Programming Languages
1 44 (100.00%) Python
2 15 (34.09%) R
2 15 (34.09%) SQL
3 8 (18.18%) Java
4 5 (11.36%) C++
4 5 (11.36%) JavaScript
5 4 (9.09%) PHP
5 4 (9.09%) Ruby
6 3 (6.82%) Scala
7 2 (4.55%) MATLAB
8 1 (2.27%) Go
Qualifications
1 18 (40.91%) Degree
2 6 (13.64%) Master's Degree
3 4 (9.09%) Numerate Degree
3 4 (9.09%) Postgraduate
4 1 (2.27%) AWS Certification
4 1 (2.27%) PhD
4 1 (2.27%) Security Cleared
Quality Assurance & Compliance
1 1 (2.27%) GCP
1 1 (2.27%) QA
System Software
1 8 (18.18%) Docker
Systems Management
1 3 (6.82%) Kibana
1 3 (6.82%) logstash
2 1 (2.27%) Hadoop YARN
2 1 (2.27%) Oozie
Vendors
1 4 (9.09%) Cloudera
1 4 (9.09%) Microsoft
2 3 (6.82%) Databricks
2 3 (6.82%) Google
2 3 (6.82%) Hortonworks
2 3 (6.82%) IBM
2 3 (6.82%) Oracle
2 3 (6.82%) SAP
2 3 (6.82%) Tableau