Period
to 25 August 2019

The following table provides summary statistics for permanent job vacancies advertised in England 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 25 August 2019 with a comparison to the same period in the previous 2 years.

Jupyter (JupyterHub, JupyterLab)
UK > England
6 months to
25 Aug 2019
Same period 2018 Same period 2017
Rank 987 1103 1161
Rank change year-on-year +116 +58 +67
Permanent jobs citing Jupyter 79 41 24
As % of all permanent IT jobs advertised in England 0.060% 0.026% 0.014%
As % of the Application Platforms category 0.40% 0.16% 0.080%
Number of salaries quoted 62 25 19
England median annual salary £70,000 £70,000 £50,000
Median salary % change year-on-year - +40.00% -16.67%
10th Percentile £47,625 £51,500 £36,250
90th Percentile £95,000 £86,500 £92,500
UK median annual salary £70,000 £70,000 £50,000
% change year-on-year - +40.00% -16.67%

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 advertised in England with a requirement for application platform skills.

All Application Platform Skills
England
Permanent vacancies with a requirement for application platform skills 19,534 26,330 29,992
As % of all permanent IT jobs advertised in England 14.95% 16.61% 18.02%
Number of salaries quoted 15,476 21,219 24,342
England median annual salary £50,000 £50,000 £47,500
Median salary % change year-on-year - +5.26% +5.56%
10th Percentile £28,000 £28,250 £27,500
90th Percentile £85,000 £82,500 £77,225
UK median annual salary £50,000 £50,000 £47,500
% change year-on-year - +5.26% +5.56%

Jupyter
Job Vacancy Trend in England

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

Job vacancy trend for Jupyter in England

Jupyter
Salary Trend in England

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

Salary trend for Jupyter in England

Jupyter
Salary Histogram in England

The salary distribution of IT jobs citing Jupyter in England over the 6 months to 25 August 2019.

Salary histogram for Jupyter in England

Jupyter
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Jupyter within the England region over the 6 months to 25 August 2019. 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
London +140 69 £70,000 -3.45% 7
South West - 5 £55,000 -
South East +24 2 £60,000 -14.29% 3
North of England +30 1 - -
East of England - 1 £70,000 -
Yorkshire - 1 - -
Jupyter
UK

For the 6 months to 25 August 2019, 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 across the England region with a requirement for Jupyter.

1 76 (96.20%) Python
2 67 (84.81%) Data Science
3 59 (74.68%) Machine Learning
4 40 (50.63%) scikit-learn
5 34 (43.04%) Natural Language Processing
6 30 (37.97%) Big Data
7 29 (36.71%) Statistics
7 29 (36.71%) Problem-Solving
8 27 (34.18%) Computer Science
8 27 (34.18%) Elasticsearch
8 27 (34.18%) Pandas
8 27 (34.18%) Apache Spark
9 25 (31.65%) AWS
9 25 (31.65%) R
10 23 (29.11%) SQL
11 19 (24.05%) Git (software)
12 18 (22.78%) Hadoop
12 18 (22.78%) Apache Hive
13 17 (21.52%) Visualisation
14 16 (20.25%) Docker
15 15 (18.99%) NumPy
15 15 (18.99%) Agile Software Development
16 14 (17.72%) Software Engineering
17 13 (16.46%) Predictive Modelling
17 13 (16.46%) Terraform
18 12 (15.19%) Apache Airflow
19 11 (13.92%) Analytical Skills
19 11 (13.92%) Matplotlib
19 11 (13.92%) Open Source
19 11 (13.92%) Apache

Jupyter
Co-occurring IT Skills in England 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 27 (34.18%) Apache Spark
1 27 (34.18%) Elasticsearch
2 12 (15.19%) Apache Airflow
3 11 (13.92%) Apache
4 9 (11.39%) IPython
5 2 (2.53%) nginx
6 1 (1.27%) Apache Pig
6 1 (1.27%) Confluence
6 1 (1.27%) OpenStack
6 1 (1.27%) SAS
Cloud Services
1 25 (31.65%) AWS
2 10 (12.66%) Amazon S3
3 9 (11.39%) Amazon EMR
4 7 (8.86%) Azure
5 5 (6.33%) Amazon EC2
5 5 (6.33%) Amazon ELB
6 4 (5.06%) Amazon Kinesis
7 3 (3.80%) Amazon ECS
7 3 (3.80%) Amazon SageMaker
7 3 (3.80%) GCP
8 2 (2.53%) Amazon CloudWatch
9 1 (1.27%) AdWords
9 1 (1.27%) AWS Data Pipeline
9 1 (1.27%) AWS Lambda
9 1 (1.27%) Firebase
9 1 (1.27%) GitHub
9 1 (1.27%) IaaS
9 1 (1.27%) PaaS
9 1 (1.27%) Qubole
9 1 (1.27%) Serverless
Communications & Networking
1 2 (2.53%) Cisco IOS
Database & Business Intelligence
1 30 (37.97%) Big Data
2 18 (22.78%) Apache Hive
2 18 (22.78%) Hadoop
3 10 (12.66%) Amazon Redshift
3 10 (12.66%) PostgreSQL
4 7 (8.86%) SQL Server
5 5 (6.33%) MongoDB
5 5 (6.33%) Relational Database
6 4 (5.06%) NoSQL
7 3 (3.80%) Data Mining
8 2 (2.53%) Amazon Athena
8 2 (2.53%) Apache Zeppelin
8 2 (2.53%) InfluxDB
8 2 (2.53%) Looker
8 2 (2.53%) MySQL
8 2 (2.53%) RDBMS
9 1 (1.27%) BigQuery
9 1 (1.27%) Blockchain
9 1 (1.27%) Data Lake
9 1 (1.27%) Flink
Development Applications
1 19 (24.05%) Git (software)
2 9 (11.39%) Subversion
3 5 (6.33%) Jenkins
4 4 (5.06%) GoCD
5 2 (2.53%) Bitbucket
5 2 (2.53%) Redmine
5 2 (2.53%) RStudio
6 1 (1.27%) GitLab
6 1 (1.27%) Gradle
6 1 (1.27%) JIRA
6 1 (1.27%) Sonatype Nexus
6 1 (1.27%) Travis CI
General
1 10 (12.66%) Law
2 9 (11.39%) Billing
2 9 (11.39%) Marketing
3 8 (10.13%) Advertising
4 6 (7.59%) Front Office
5 4 (5.06%) Finance
6 3 (3.80%) Banking
7 2 (2.53%) Corporate Banking
7 2 (2.53%) Publishing
8 1 (1.27%) Public Sector
8 1 (1.27%) Retail
Job Titles
1 41 (51.90%) Data Scientist
2 27 (34.18%) Senior Data Scientist
3 15 (18.99%) Data Engineer
4 9 (11.39%) Analyst
4 9 (11.39%) Data Analyst
5 7 (8.86%) Senior Data Engineer
6 6 (7.59%) AWS Engineer
6 6 (7.59%) Data Science Engineer
7 5 (6.33%) Developer
7 5 (6.33%) Platform Engineer
7 5 (6.33%) Python Developer
8 3 (3.80%) Machine Learning Engineer
9 2 (2.53%) C Developer
9 2 (2.53%) C/C++ Developer
9 2 (2.53%) C++ Developer
9 2 (2.53%) Principal Engineer
10 1 (1.27%) Front Office Developer
10 1 (1.27%) Senior Developer
10 1 (1.27%) Senior Python Developer
10 1 (1.27%) Team Leader
Libraries, Frameworks & Software Standards
1 40 (50.63%) scikit-learn
2 34 (43.04%) Natural Language Processing
3 27 (34.18%) Pandas
4 15 (18.99%) NumPy
5 11 (13.92%) Matplotlib
6 10 (12.66%) D3.js
7 9 (11.39%) ggplot
7 9 (11.39%) Seaborn
7 9 (11.39%) Web Services
8 8 (10.13%) SciPy
9 7 (8.86%) Keras
10 5 (6.33%) JDBC
10 5 (6.33%) ODBC
10 5 (6.33%) TensorFlow
11 4 (5.06%) Node.js
12 3 (3.80%) Django
12 3 (3.80%) Theano
13 2 (2.53%) LEMP Stack
13 2 (2.53%) MLlib
13 2 (2.53%) Redux
Miscellaneous
1 11 (13.92%) Analytical Skills
2 9 (11.39%) Social Media
3 8 (10.13%) Algorithms
4 5 (6.33%) Fixed Income
4 5 (6.33%) Hedge funds
5 3 (3.80%) Cloud Native
6 2 (2.53%) Data Structures
6 2 (2.53%) Derivative
6 2 (2.53%) Equities
7 1 (1.27%) BBC
7 1 (1.27%) Pricing Data
7 1 (1.27%) Smart Meter
Operating Systems
1 11 (13.92%) Linux
2 7 (8.86%) Unix
3 2 (2.53%) Windows
3 2 (2.53%) Windows 7
3 2 (2.53%) Windows Server
3 2 (2.53%) Windows Server 2012
Processes & Methodologies
1 67 (84.81%) Data Science
2 59 (74.68%) Machine Learning
3 29 (36.71%) Problem-Solving
3 29 (36.71%) Statistics
4 27 (34.18%) Computer Science
5 17 (21.52%) Visualisation
6 15 (18.99%) Agile Software Development
7 14 (17.72%) Software Engineering
8 13 (16.46%) Predictive Modelling
9 11 (13.92%) Business Intelligence
9 11 (13.92%) Data Modelling
9 11 (13.92%) Open Source
10 10 (12.66%) Analytics
10 10 (12.66%) DevOps
11 9 (11.39%) A/B Testing
11 9 (11.39%) Actionable Insight
11 9 (11.39%) Data Engineering
11 9 (11.39%) Data Munging
11 9 (11.39%) Performance Tuning
11 9 (11.39%) Sentiment Analysis
Programming Languages
1 76 (96.20%) Python
2 25 (31.65%) R
3 23 (29.11%) SQL
4 9 (11.39%) Scala
5 7 (8.86%) Java
6 4 (5.06%) C#
7 3 (3.80%) C++
7 3 (3.80%) JavaScript
7 3 (3.80%) MATLAB
7 3 (3.80%) Shell Script
8 2 (2.53%) Bash Shell
8 2 (2.53%) C
8 2 (2.53%) Clojure
8 2 (2.53%) F#
8 2 (2.53%) Haskell
8 2 (2.53%) Julia
8 2 (2.53%) OCaml
8 2 (2.53%) Perl
8 2 (2.53%) Ruby
8 2 (2.53%) VBA
Qualifications
1 6 (7.59%) Degree
2 2 (2.53%) Computer Science Degree
2 2 (2.53%) Numerate Degree
3 1 (1.27%) Master's Degree
3 1 (1.27%) PhD
Quality Assurance & Compliance
1 1 (1.27%) QA
System Software
1 16 (20.25%) Docker
2 1 (1.27%) Apache Flume
2 1 (1.27%) HDFS
2 1 (1.27%) Virtual Servers
Systems Management
1 13 (16.46%) Terraform
2 7 (8.86%) Ansible
3 3 (3.80%) Kubernetes
4 2 (2.53%) Icinga
4 2 (2.53%) Prometheus
5 1 (1.27%) Graphite
Vendors
1 9 (11.39%) EXASOL
1 9 (11.39%) MicroStrategy
2 6 (7.59%) Tableau
3 5 (6.33%) Microsoft
3 5 (6.33%) Splunk
4 4 (5.06%) Databricks
5 3 (3.80%) Google
5 3 (3.80%) Oracle
6 2 (2.53%) Cisco
6 2 (2.53%) Hortonworks
6 2 (2.53%) RedGate
6 2 (2.53%) Synology
7 1 (1.27%) Cloudera
7 1 (1.27%) Dataiku
7 1 (1.27%) Facebook
7 1 (1.27%) StreamSets
7 1 (1.27%) Twitter