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

Jupyter (JupyterHub, JupyterLab)
UK
6 months to
19 Nov 2018
Same period 2017 Same period 2016
Rank 1112 1178 1209
Rank change year-on-year +66 +31 -
Permanent jobs citing Jupyter 45 27 23
As % of all permanent IT jobs advertised in the UK 0.028% 0.015% 0.012%
As % of the Application Platforms category 0.17% 0.086% 0.067%
Number of salaries quoted 30 23 18
UK median annual salary £68,750 £50,000 £48,750
Median salary % change year-on-year +37.50% +2.56% -
10th Percentile £37,375 £38,500 £35,875
90th Percentile £87,750 £95,000 £120,000
UK excluding London median annual salary £65,000 £42,500 £40,000
% change year-on-year +52.94% +6.25% -

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 26,250 31,322 34,515
As % of all permanent IT jobs advertised in the UK 16.19% 17.56% 18.29%
Number of salaries quoted 21,123 25,307 29,148
UK median annual salary £50,000 £47,500 £45,000
Median salary % change year-on-year +5.26% +5.56% -
10th Percentile £27,750 £27,000 £26,750
90th Percentile £82,500 £77,500 £75,000
UK excluding London median annual salary £43,500 £40,000 £40,000
% change year-on-year +8.75% - -

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 19 November 2018.

Salary histogram for Jupyter in the UK

Jupyter
Top 10 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 19 November 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 +73 43 £70,000 +40.00% 9
London +54 23 £75,000 +42.86% 6
UK excluding London +43 22 £65,000 +52.94% 3
South East +35 16 £70,000 +55.56% 2
North of England +32 2 £45,000 +12.50%
North West +12 2 £45,000 +12.50%
Scotland -3 2 £42,000 -
South West - 1 - -
West Midlands - 1 £52,500 -
Midlands - 1 £52,500 -

For the 6 months to 19 November 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 45 (100.00%) Python
2 23 (51.11%) Machine Learning
3 22 (48.89%) Apache Spark
4 20 (44.44%) TensorFlow
5 18 (40.00%) Natural Language Processing
6 17 (37.78%) Hadoop
6 17 (37.78%) Artificial Intelligence
6 17 (37.78%) Data Science
7 16 (35.56%) Apache
8 14 (31.11%) Continuous Integration
8 14 (31.11%) R
8 14 (31.11%) Big Data
9 13 (28.89%) Elasticsearch
9 13 (28.89%) Open Source
9 13 (28.89%) SOA
9 13 (28.89%) SQL
10 12 (26.67%) DevOps
10 12 (26.67%) Analytics
10 12 (26.67%) Kibana
10 12 (26.67%) Elastic Stack
11 11 (24.44%) Enterprise Search
11 11 (24.44%) logstash
11 11 (24.44%) EAI
11 11 (24.44%) TOGAF
11 11 (24.44%) Amazon AWS
11 11 (24.44%) Data Analysis
12 10 (22.22%) Degree
12 10 (22.22%) Linux
12 10 (22.22%) Pandas
13 9 (20.00%) Agile Software Development

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 22 (48.89%) Apache Spark
2 16 (35.56%) Apache
3 13 (28.89%) Elasticsearch
4 2 (4.44%) ArcGIS
5 1 (2.22%) Apache Airflow
5 1 (2.22%) Apache Pig
5 1 (2.22%) Apache Solr
Applications
1 4 (8.89%) Microsoft Excel
2 2 (4.44%) Chatbot
Business Applications
1 2 (4.44%) Oracle ERP
1 2 (4.44%) Oracle Payables
1 2 (4.44%) Oracle Procure-to-Pay
Cloud Services
1 11 (24.44%) Amazon AWS
2 6 (13.33%) GitHub
2 6 (13.33%) Microsoft Azure
3 5 (11.11%) Amazon ELB
3 5 (11.11%) Amazon S3
4 4 (8.89%) Google Cloud Platform
4 4 (8.89%) Slack
5 2 (4.44%) Amazon EMR
5 2 (4.44%) AWS Lambda
5 2 (4.44%) Cloud Computing
5 2 (4.44%) Serverless
6 1 (2.22%) Amazon CloudWatch
6 1 (2.22%) Amazon EC2
6 1 (2.22%) Amazon Kinesis
6 1 (2.22%) Amazon SageMaker
6 1 (2.22%) Amazon SQS
6 1 (2.22%) Azure Machine Learning
6 1 (2.22%) Google Analytics
6 1 (2.22%) SaaS
Communications & Networking
1 5 (11.11%) DAB
2 1 (2.22%) HTTP
2 1 (2.22%) SSH
Database & Business Intelligence
1 17 (37.78%) Hadoop
2 14 (31.11%) Big Data
3 5 (11.11%) PostgreSQL
4 4 (8.89%) Amazon RDS
5 3 (6.67%) Apache Zeppelin
5 3 (6.67%) Geospatial Data
5 3 (6.67%) Redis
6 2 (4.44%) Amazon Redshift
6 2 (4.44%) Apache Hive
6 2 (4.44%) BigQuery
6 2 (4.44%) Data Mining
6 2 (4.44%) GIS
6 2 (4.44%) MongoDB
6 2 (4.44%) Power BI
6 2 (4.44%) Presto
6 2 (4.44%) Spatial Data
7 1 (2.22%) HBase
7 1 (2.22%) InfluxDB
7 1 (2.22%) MySQL
7 1 (2.22%) NoSQL
Development Applications
1 5 (11.11%) Git (software)
1 5 (11.11%) Jenkins
2 1 (2.22%) CA Release Automation
2 1 (2.22%) GitLab
General
1 7 (15.56%) Finance
2 4 (8.89%) Games
3 3 (6.67%) Banking
4 2 (4.44%) Advertising
5 1 (2.22%) Billing
5 1 (2.22%) Front Office
5 1 (2.22%) Investment Banking
5 1 (2.22%) Prime Brokerage
5 1 (2.22%) Retail
5 1 (2.22%) Telecoms
Job Titles
1 13 (28.89%) Architect
2 10 (22.22%) Data Scientist
2 10 (22.22%) Developer
3 9 (20.00%) Artificial Intelligence Architect
4 8 (17.78%) Python Developer
5 6 (13.33%) Analyst
5 6 (13.33%) Data Engineer
5 6 (13.33%) Senior Data Scientist
6 4 (8.89%) Software Developer
7 3 (6.67%) Data Analyst
7 3 (6.67%) Senior Architect
8 2 (4.44%) ERP Specialist
8 2 (4.44%) GIS Analyst
8 2 (4.44%) Python Engineer
8 2 (4.44%) Python Team Leader
8 2 (4.44%) Senior Analyst
8 2 (4.44%) Senior Developer
8 2 (4.44%) Senior GIS Analyst
8 2 (4.44%) Team Leader
8 2 (4.44%) Technical Analyst
Libraries, Frameworks & Software Standards
1 20 (44.44%) TensorFlow
2 18 (40.00%) Natural Language Processing
3 12 (26.67%) Elastic Stack
4 10 (22.22%) Pandas
5 6 (13.33%) AngularJS
5 6 (13.33%) Django
5 6 (13.33%) NumPy
5 6 (13.33%) scikit-learn
6 5 (11.11%) Keras
7 4 (8.89%) Celery
7 4 (8.89%) RabbitMQ
7 4 (8.89%) REST
7 4 (8.89%) RESTful
8 2 (4.44%) Flask
8 2 (4.44%) Kafka
8 2 (4.44%) Matplotlib
8 2 (4.44%) PySpark
8 2 (4.44%) React
8 2 (4.44%) WebSockets
8 2 (4.44%) XML
Miscellaneous
1 7 (15.56%) Computer Science
2 4 (8.89%) Analytical Skills
2 4 (8.89%) Fintech
2 4 (8.89%) Hedge funds
2 4 (8.89%) Mobile App
3 3 (6.67%) Algorithms
4 2 (4.44%) Analytical Mindset
4 2 (4.44%) Equities
4 2 (4.44%) SCADA
4 2 (4.44%) Smart Home
4 2 (4.44%) Taxonomies
5 1 (2.22%) Data Structures
5 1 (2.22%) Greenfield Project
5 1 (2.22%) Marketing Technology
5 1 (2.22%) Robotics
Operating Systems
1 10 (22.22%) Linux
2 4 (8.89%) Ubuntu
3 1 (2.22%) Unix
Processes & Methodologies
1 23 (51.11%) Machine Learning
2 17 (37.78%) Artificial Intelligence
2 17 (37.78%) Data Science
3 14 (31.11%) Continuous Integration
4 13 (28.89%) Open Source
4 13 (28.89%) SOA
5 12 (26.67%) Analytics
5 12 (26.67%) DevOps
6 11 (24.44%) Data Analysis
6 11 (24.44%) EAI
6 11 (24.44%) Enterprise Search
6 11 (24.44%) TOGAF
7 9 (20.00%) Agile Software Development
7 9 (20.00%) Mathematics
7 9 (20.00%) Visualisation
8 7 (15.56%) Data Visualisation
8 7 (15.56%) Neural Network
9 6 (13.33%) Data Analytics
9 6 (13.33%) Deep Learning
9 6 (13.33%) Digital Transformation Programme
Programming Languages
1 45 (100.00%) Python
2 14 (31.11%) R
3 13 (28.89%) SQL
4 8 (17.78%) Java
5 5 (11.11%) JavaScript
6 4 (8.89%) C++
6 4 (8.89%) PHP
6 4 (8.89%) Ruby
7 2 (4.44%) Bash Shell
7 2 (4.44%) C#
7 2 (4.44%) Scala
8 1 (2.22%) Go
8 1 (2.22%) MATLAB
8 1 (2.22%) Shell Script
Qualifications
1 10 (22.22%) Degree
2 4 (8.89%) Numerate Degree
3 3 (6.67%) PhD
4 2 (4.44%) Security Cleared
5 1 (2.22%) DV Cleared
5 1 (2.22%) Master's Degree
5 1 (2.22%) SC Cleared
System Software
1 8 (17.78%) Docker
Systems Management
1 12 (26.67%) Kibana
2 11 (24.44%) logstash
3 2 (4.44%) Terraform
4 1 (2.22%) Ansible
Vendors
1 7 (15.56%) Google
2 2 (4.44%) Cloudera
2 2 (4.44%) Databricks
2 2 (4.44%) ESRI
2 2 (4.44%) Hortonworks
2 2 (4.44%) IBM
2 2 (4.44%) Microsoft
2 2 (4.44%) Oracle
2 2 (4.44%) SAP
2 2 (4.44%) Tableau
3 1 (2.22%) Splunk