Period
to 14 November 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 14 November 2019 with a comparison to the same period in the previous 2 years.

Jupyter (JupyterHub, JupyterLab)
UK
6 months to
14 Nov 2019
Same period 2018 Same period 2017
Rank 962 1097 1191
Rank change year-on-year +135 +94 +14
Permanent jobs citing Jupyter 92 45 26
As % of all permanent IT jobs advertised in the UK 0.067% 0.028% 0.014%
As % of the Application Platforms category 0.46% 0.17% 0.082%
Number of salaries quoted 75 30 23
UK median annual salary £70,000 £68,750 £50,000
Median salary % change year-on-year +1.82% +37.50% +17.65%
10th Percentile £42,500 £37,375 £38,500
90th Percentile £90,750 £87,750 £95,000
UK excluding London median annual salary £53,550 £65,000 £42,500
% change year-on-year -17.62% +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 20,073 26,511 31,824
As % of all permanent IT jobs advertised in the UK 14.64% 16.21% 17.61%
Number of salaries quoted 16,128 21,337 25,744
UK median annual salary £50,000 £50,000 £47,500
Median salary % change year-on-year - +5.26% +5.56%
10th Percentile £27,500 £27,750 £27,000
90th Percentile £85,000 £82,500 £77,500
UK excluding London median annual salary £43,000 £43,500 £40,000
% change year-on-year -1.15% +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 14 November 2019.

Salary histogram for Jupyter in the UK

Jupyter
Top 9 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 14 November 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 +149 82 £70,000 - 13
London +124 65 £70,000 -6.67% 10
UK excluding London +80 26 £53,550 -17.62% 3
Scotland +33 10 £53,550 +27.50%
South West +22 10 £47,500 -
South East +34 4 £62,000 -11.43% 2
North of England +40 1 £26,000 -42.22% 1
North West +31 1 £26,000 -42.22% 1
East of England - 1 £70,000 -

For the 6 months to 14 November 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 90 (97.83%) Python
2 76 (82.61%) Data Science
3 55 (59.78%) Machine Learning
4 35 (38.04%) SQL
5 30 (32.61%) scikit-learn
6 29 (31.52%) Analytics
7 27 (29.35%) Big Data
8 26 (28.26%) Agile Software Development
9 25 (27.17%) Statistics
10 24 (26.09%) Computer Science
11 23 (25.00%) Apache Spark
11 23 (25.00%) Software Engineering
11 23 (25.00%) AWS
11 23 (25.00%) Problem-Solving
12 22 (23.91%) Visualisation
12 22 (23.91%) Pandas
12 22 (23.91%) Natural Language Processing
12 22 (23.91%) NumPy
13 20 (21.74%) Analytical Skills
13 20 (21.74%) Business Intelligence
14 19 (20.65%) Azure
14 19 (20.65%) Degree
14 19 (20.65%) Elasticsearch
15 18 (19.57%) TensorFlow
15 18 (19.57%) Data Analysis
16 17 (18.48%) NoSQL
16 17 (18.48%) R
17 16 (17.39%) Unix
17 16 (17.39%) Linux
17 16 (17.39%) MicroStrategy

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 23 (25.00%) Apache Spark
2 19 (20.65%) Elasticsearch
3 13 (14.13%) SAS
4 10 (10.87%) Apache
4 10 (10.87%) Apache Airflow
5 4 (4.35%) nginx
6 1 (1.09%) Apache Pig
6 1 (1.09%) IPython
6 1 (1.09%) OpenStack
6 1 (1.09%) Pachyderm
Cloud Services
1 23 (25.00%) AWS
2 19 (20.65%) Azure
3 13 (14.13%) Amazon S3
4 11 (11.96%) GCP
5 10 (10.87%) Amazon EMR
5 10 (10.87%) Power Platform
6 5 (5.43%) Amazon EC2
6 5 (5.43%) Amazon ELB
6 5 (5.43%) Amazon Kinesis
7 3 (3.26%) Amazon SageMaker
7 3 (3.26%) PaaS
8 2 (2.17%) Amazon CloudWatch
8 2 (2.17%) Amazon ECS
8 2 (2.17%) Azure Machine Learning
9 1 (1.09%) AdWords
9 1 (1.09%) AWS Lambda
9 1 (1.09%) Firebase
9 1 (1.09%) GitHub
9 1 (1.09%) Joyent
9 1 (1.09%) Serverless
Communications & Networking
1 4 (4.35%) Cisco IOS
2 1 (1.09%) HTTP
Database & Business Intelligence
1 27 (29.35%) Big Data
2 17 (18.48%) NoSQL
3 13 (14.13%) Hadoop
4 11 (11.96%) Apache Hive
4 11 (11.96%) PostgreSQL
5 10 (10.87%) BusinessObjects Business Intelligence
5 10 (10.87%) Power BI
6 7 (7.61%) Apache Zeppelin
6 7 (7.61%) SQL Server
7 6 (6.52%) Amazon Redshift
7 6 (6.52%) Relational Database
8 5 (5.43%) MongoDB
9 4 (4.35%) InfluxDB
9 4 (4.35%) MySQL
10 3 (3.26%) Amazon Athena
10 3 (3.26%) BigQuery
10 3 (3.26%) Data Lake
10 3 (3.26%) GIS
10 3 (3.26%) HBase
11 2 (2.17%) Geospatial Data
Development Applications
1 12 (13.04%) Git (software)
2 4 (4.35%) Jenkins
2 4 (4.35%) Redmine
3 2 (2.17%) Bitbucket
3 2 (2.17%) GoCD
3 2 (2.17%) JIRA
4 1 (1.09%) GitLab
4 1 (1.09%) RStudio
4 1 (1.09%) Subversion
General
1 11 (11.96%) Retail
2 9 (9.78%) Finance
2 9 (9.78%) Front Office
3 5 (5.43%) Advertising
4 3 (3.26%) Publishing
5 2 (2.17%) Banking
5 2 (2.17%) Games
6 1 (1.09%) Billing
6 1 (1.09%) Law
6 1 (1.09%) Marketing
6 1 (1.09%) Public Sector
Job Titles
1 37 (40.22%) Data Scientist
2 24 (26.09%) Senior Data Scientist
3 18 (19.57%) Data Engineer
4 15 (16.30%) Developer
5 10 (10.87%) Applications Consultant
5 10 (10.87%) Consultant
6 8 (8.70%) Senior Developer
7 6 (6.52%) Analytics Consultant
7 6 (6.52%) Data Science Engineer
7 6 (6.52%) Python Developer
7 6 (6.52%) Senior Data Engineer
8 5 (5.43%) AWS Engineer
8 5 (5.43%) MicroStrategy Developer
8 5 (5.43%) Platform Engineer
8 5 (5.43%) Senior MicroStrategy Developer
9 4 (4.35%) Big Data Consultant
9 4 (4.35%) Data Consultant
10 3 (3.26%) C Developer
10 3 (3.26%) C++ Developer
10 3 (3.26%) Data Analyst
Libraries, Frameworks & Software Standards
1 30 (32.61%) scikit-learn
2 22 (23.91%) Natural Language Processing
2 22 (23.91%) NumPy
2 22 (23.91%) Pandas
3 18 (19.57%) TensorFlow
4 10 (10.87%) Middleware
4 10 (10.87%) SciPy
5 9 (9.78%) Keras
6 6 (6.52%) Web Services
7 5 (5.43%) Django
7 5 (5.43%) JDBC
7 5 (5.43%) ODBC
7 5 (5.43%) Protocol Buffers
7 5 (5.43%) PySpark
8 4 (4.35%) Anaconda
8 4 (4.35%) AngularJS
8 4 (4.35%) Dask
8 4 (4.35%) Flask
8 4 (4.35%) Kafka
8 4 (4.35%) ZeroMQ
Miscellaneous
1 20 (21.74%) Analytical Skills
2 13 (14.13%) Algorithms
3 10 (10.87%) Enterprise Software
4 8 (8.70%) Hedge funds
5 6 (6.52%) Fixed Income
6 4 (4.35%) Derivative
7 3 (3.26%) Pricing Data
8 2 (2.17%) Data Centre
8 2 (2.17%) Data Structures
8 2 (2.17%) Equities
8 2 (2.17%) Linux Command Line
8 2 (2.17%) Smart City
9 1 (1.09%) BBC
9 1 (1.09%) Cloud Native
9 1 (1.09%) Embedded Systems
9 1 (1.09%) Renewable Energy
9 1 (1.09%) Robotics
9 1 (1.09%) Smart Meter
9 1 (1.09%) Social Media
Operating Systems
1 16 (17.39%) Linux
1 16 (17.39%) Unix
2 4 (4.35%) Windows
2 4 (4.35%) Windows 7
2 4 (4.35%) Windows Server
2 4 (4.35%) Windows Server 2012
Processes & Methodologies
1 76 (82.61%) Data Science
2 55 (59.78%) Machine Learning
3 29 (31.52%) Analytics
4 26 (28.26%) Agile Software Development
5 25 (27.17%) Statistics
6 24 (26.09%) Computer Science
7 23 (25.00%) Problem-Solving
7 23 (25.00%) Software Engineering
8 22 (23.91%) Visualisation
9 20 (21.74%) Business Intelligence
10 18 (19.57%) Data Analysis
11 13 (14.13%) Data Visualisation
11 13 (14.13%) DevOps
12 11 (11.96%) Data Engineering
12 11 (11.96%) Open Source
13 10 (10.87%) Enterprise Architecture
13 10 (10.87%) IT Strategy
13 10 (10.87%) Kalman Filter
13 10 (10.87%) Mathematics
14 8 (8.70%) Artificial Intelligence
Programming Languages
1 90 (97.83%) Python
2 35 (38.04%) SQL
3 17 (18.48%) R
4 8 (8.70%) C#
4 8 (8.70%) C++
4 8 (8.70%) Java
4 8 (8.70%) Scala
5 6 (6.52%) C
6 5 (5.43%) MATLAB
6 5 (5.43%) Shell Script
7 4 (4.35%) F#
7 4 (4.35%) Haskell
7 4 (4.35%) JavaScript
7 4 (4.35%) Julia
7 4 (4.35%) OCaml
7 4 (4.35%) Perl
7 4 (4.35%) Ruby
7 4 (4.35%) VBA
8 3 (3.26%) Bash Shell
8 3 (3.26%) Clojure
Qualifications
1 19 (20.65%) Degree
2 3 (3.26%) PhD
3 2 (2.17%) Computer Science Degree
3 2 (2.17%) Numerate Degree
Quality Assurance & Compliance
1 1 (1.09%) QA
System Software
1 10 (10.87%) Docker
2 1 (1.09%) Virtual Servers
Systems Management
1 9 (9.78%) Terraform
2 5 (5.43%) Ansible
3 4 (4.35%) Icinga
3 4 (4.35%) Prometheus
4 3 (3.26%) Kubernetes
5 1 (1.09%) Graphite
Vendors
1 16 (17.39%) MicroStrategy
2 11 (11.96%) Google
3 10 (10.87%) SAP
4 7 (7.61%) Tableau
5 6 (6.52%) EXASOL
6 5 (5.43%) Splunk
7 4 (4.35%) Cisco
7 4 (4.35%) Synology
8 3 (3.26%) Databricks
8 3 (3.26%) Microsoft
9 2 (2.17%) RedGate
10 1 (1.09%) Cloudera
10 1 (1.09%) Dataiku
10 1 (1.09%) Facebook
10 1 (1.09%) Hortonworks
10 1 (1.09%) Oracle
10 1 (1.09%) StreamSets
10 1 (1.09%) Twitter