Period
to 17 August 2019

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 17 August 2019 with a comparison to the same period in the previous 2 years.

Jupyter (JupyterHub, JupyterLab)
UK
6 months to
17 Aug 2019
Same period 2018 Same period 2017
Rank 1016 1130 1191
Rank change year-on-year +114 +61 +72
Permanent jobs citing Jupyter 78 45 21
As % of all permanent IT jobs advertised in the UK 0.055% 0.026% 0.012%
As % of the Application Platforms category 0.37% 0.16% 0.066%
Number of salaries quoted 61 27 17
UK median annual salary £70,000 £70,000 £50,000
Median salary % change year-on-year - +40.00% -16.67%
10th Percentile £48,750 £44,550 £35,000
90th Percentile £100,000 £80,500 £92,500
UK excluding London median annual salary £55,000 £65,000 £40,000
% change year-on-year -15.38% +62.50% -

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 21,262 28,235 31,790
As % of all permanent IT jobs advertised in the UK 14.88% 16.58% 18.03%
Number of salaries quoted 16,792 22,601 25,658
UK median annual salary £50,000 £50,000 £47,500
Median salary % change year-on-year - +5.26% +5.56%
10th Percentile £27,750 £28,000 £27,000
90th Percentile £85,000 £81,250 £76,250
UK excluding London median annual salary £43,500 £44,000 £41,500
% change year-on-year -1.14% +6.02% +3.75%

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 17 August 2019.

Salary histogram for Jupyter in the UK

Jupyter
Top 8 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 17 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
England +122 78 £70,000 - 9
London +124 68 £71,250 -1.72% 9
UK excluding London +36 9 £55,000 -15.38%
South West - 5 £55,000 -
South East +6 2 £60,000 -14.29%
North of England +20 1 - -
East of England - 1 £70,000 -
Yorkshire - 1 - -

For the 6 months to 17 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 with a requirement for Jupyter.

1 75 (96.15%) Python
2 65 (83.33%) Data Science
3 57 (73.08%) Machine Learning
4 38 (48.72%) scikit-learn
5 33 (42.31%) Natural Language Processing
6 30 (38.46%) Big Data
7 28 (35.90%) Statistics
7 28 (35.90%) Problem-Solving
8 27 (34.62%) Pandas
9 26 (33.33%) Elasticsearch
9 26 (33.33%) R
9 26 (33.33%) Apache Spark
9 26 (33.33%) Computer Science
9 26 (33.33%) Amazon AWS
10 24 (30.77%) SQL
11 19 (24.36%) Git (software)
12 18 (23.08%) Hadoop
12 18 (23.08%) Docker
13 17 (21.79%) Visualisation
13 17 (21.79%) Apache Hive
14 16 (20.51%) Agile Software Development
15 15 (19.23%) NumPy
15 15 (19.23%) Software Engineering
16 13 (16.67%) Terraform
16 13 (16.67%) Predictive Modelling
17 12 (15.38%) Apache Airflow
17 12 (15.38%) D3.js
18 11 (14.10%) Matplotlib
18 11 (14.10%) Open Source
18 11 (14.10%) Web Services

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 26 (33.33%) Apache Spark
1 26 (33.33%) Elasticsearch
2 12 (15.38%) Apache Airflow
3 11 (14.10%) Apache
4 9 (11.54%) IPython
5 1 (1.28%) Apache Pig
5 1 (1.28%) Confluence
5 1 (1.28%) nginx
5 1 (1.28%) OpenStack
5 1 (1.28%) SAS
Cloud Services
1 26 (33.33%) Amazon AWS
2 10 (12.82%) Amazon S3
3 9 (11.54%) Amazon EMR
3 9 (11.54%) Microsoft Azure
4 5 (6.41%) Amazon EC2
4 5 (6.41%) Amazon ELB
5 4 (5.13%) Amazon Kinesis
5 4 (5.13%) Google Cloud Platform
6 3 (3.85%) Amazon ECS
6 3 (3.85%) Amazon SageMaker
7 2 (2.56%) Amazon CloudWatch
8 1 (1.28%) AdWords
8 1 (1.28%) AWS Data Pipeline
8 1 (1.28%) AWS Lambda
8 1 (1.28%) Firebase
8 1 (1.28%) GitHub
8 1 (1.28%) IaaS
8 1 (1.28%) PaaS
8 1 (1.28%) Qubole
8 1 (1.28%) Serverless
Communications & Networking
1 1 (1.28%) Cisco IOS
Database & Business Intelligence
1 30 (38.46%) Big Data
2 18 (23.08%) Hadoop
3 17 (21.79%) Apache Hive
4 10 (12.82%) Amazon Redshift
5 8 (10.26%) PostgreSQL
6 6 (7.69%) SQL Server
7 4 (5.13%) MongoDB
7 4 (5.13%) NoSQL
7 4 (5.13%) Relational Database
8 2 (2.56%) Data Mining
8 2 (2.56%) Looker
8 2 (2.56%) RDBMS
9 1 (1.28%) Amazon DynamoDB
9 1 (1.28%) Apache Zeppelin
9 1 (1.28%) Blockchain
9 1 (1.28%) Data Lake
9 1 (1.28%) HBase
9 1 (1.28%) Impala
9 1 (1.28%) InfluxDB
9 1 (1.28%) MySQL
Development Applications
1 19 (24.36%) Git (software)
2 9 (11.54%) Subversion
3 5 (6.41%) Jenkins
4 4 (5.13%) GoCD
5 2 (2.56%) Bitbucket
5 2 (2.56%) RStudio
6 1 (1.28%) GitLab
6 1 (1.28%) Gradle
6 1 (1.28%) JIRA
6 1 (1.28%) Redmine
6 1 (1.28%) Sonatype Nexus
6 1 (1.28%) Travis CI
General
1 10 (12.82%) Law
2 9 (11.54%) Billing
2 9 (11.54%) Marketing
3 8 (10.26%) Front Office
4 7 (8.97%) Advertising
5 5 (6.41%) Finance
6 3 (3.85%) Banking
7 2 (2.56%) Corporate Banking
7 2 (2.56%) Publishing
8 1 (1.28%) Retail
Job Titles
1 40 (51.28%) Data Scientist
2 26 (33.33%) Senior Data Scientist
3 14 (17.95%) Data Engineer
4 9 (11.54%) Analyst
4 9 (11.54%) Data Analyst
5 6 (7.69%) AWS Engineer
5 6 (7.69%) Developer
5 6 (7.69%) Senior Data Engineer
6 5 (6.41%) Data Science Engineer
6 5 (6.41%) Platform Engineer
7 4 (5.13%) Python Developer
8 3 (3.85%) Machine Learning Engineer
9 2 (2.56%) Architect
9 2 (2.56%) JavaScript Developer
9 2 (2.56%) Lead Architect
9 2 (2.56%) Lead Developer
9 2 (2.56%) Principal Engineer
10 1 (1.28%) Front Office Developer
10 1 (1.28%) Junior
10 1 (1.28%) Senior Developer
Libraries, Frameworks & Software Standards
1 38 (48.72%) scikit-learn
2 33 (42.31%) Natural Language Processing
3 27 (34.62%) Pandas
4 15 (19.23%) NumPy
5 12 (15.38%) D3.js
6 11 (14.10%) Matplotlib
6 11 (14.10%) Web Services
7 9 (11.54%) ggplot
7 9 (11.54%) Seaborn
8 8 (10.26%) SciPy
9 7 (8.97%) Keras
10 6 (7.69%) Node.js
11 5 (6.41%) JDBC
11 5 (6.41%) ODBC
11 5 (6.41%) TensorFlow
12 4 (5.13%) .NET
12 4 (5.13%) AngularJS
13 3 (3.85%) CSS
13 3 (3.85%) HTML
13 3 (3.85%) Theano
Miscellaneous
1 10 (12.82%) Analytical Skills
2 9 (11.54%) Social Media
3 7 (8.97%) Algorithms
4 6 (7.69%) Fixed Income
4 6 (7.69%) Hedge funds
5 5 (6.41%) Cloud Native
6 3 (3.85%) Derivative
6 3 (3.85%) Equities
7 2 (2.56%) Blog
7 2 (2.56%) Greenfield Project
8 1 (1.28%) BBC
8 1 (1.28%) Data Structures
8 1 (1.28%) Foreign Exchange (FX)
8 1 (1.28%) Pricing Data
8 1 (1.28%) Smart Meter
Operating Systems
1 9 (11.54%) Linux
2 7 (8.97%) Unix
3 1 (1.28%) Windows
3 1 (1.28%) Windows 7
3 1 (1.28%) Windows Server
3 1 (1.28%) Windows Server 2012
Processes & Methodologies
1 65 (83.33%) Data Science
2 57 (73.08%) Machine Learning
3 28 (35.90%) Problem-Solving
3 28 (35.90%) Statistics
4 26 (33.33%) Computer Science
5 17 (21.79%) Visualisation
6 16 (20.51%) Agile Software Development
7 15 (19.23%) Software Engineering
8 13 (16.67%) Predictive Modelling
9 11 (14.10%) Business Intelligence
9 11 (14.10%) Data Modelling
9 11 (14.10%) Open Source
10 10 (12.82%) Analytics
10 10 (12.82%) DevOps
11 9 (11.54%) A/B Testing
11 9 (11.54%) Actionable Insight
11 9 (11.54%) Data Engineering
11 9 (11.54%) Data Munging
11 9 (11.54%) Performance Tuning
11 9 (11.54%) Sentiment Analysis
Programming Languages
1 75 (96.15%) Python
2 26 (33.33%) R
3 24 (30.77%) SQL
4 9 (11.54%) Java
5 8 (10.26%) Scala
6 5 (6.41%) C#
6 5 (6.41%) JavaScript
7 4 (5.13%) C++
8 3 (3.85%) Shell Script
9 2 (2.56%) Bash Shell
9 2 (2.56%) Clojure
9 2 (2.56%) MATLAB
9 2 (2.56%) TypeScript
10 1 (1.28%) Cypher
10 1 (1.28%) F#
10 1 (1.28%) Haskell
10 1 (1.28%) Julia
10 1 (1.28%) OCaml
10 1 (1.28%) Perl
10 1 (1.28%) Ruby
Qualifications
1 6 (7.69%) Degree
2 2 (2.56%) Computer Science Degree
2 2 (2.56%) Numerate Degree
3 1 (1.28%) Master's Degree
3 1 (1.28%) PhD
Quality Assurance & Compliance
1 1 (1.28%) QA
System Software
1 18 (23.08%) Docker
2 1 (1.28%) Apache Flume
2 1 (1.28%) HDFS
2 1 (1.28%) Virtual Servers
Systems Management
1 13 (16.67%) Terraform
2 7 (8.97%) Ansible
3 3 (3.85%) Kubernetes
4 1 (1.28%) Graphite
4 1 (1.28%) Icinga
4 1 (1.28%) Prometheus
Vendors
1 9 (11.54%) EXASOL
1 9 (11.54%) MicroStrategy
2 6 (7.69%) Tableau
3 5 (6.41%) Microsoft
3 5 (6.41%) Splunk
4 4 (5.13%) Databricks
4 4 (5.13%) Google
5 3 (3.85%) Oracle
6 2 (2.56%) Hortonworks
6 2 (2.56%) Rackspace
6 2 (2.56%) RedGate
7 1 (1.28%) Cisco
7 1 (1.28%) Cloudera
7 1 (1.28%) Dataiku
7 1 (1.28%) Facebook
7 1 (1.28%) StreamSets
7 1 (1.28%) Synology
7 1 (1.28%) Twitter