Period
to 20 November 2019

The following table provides summary statistics for contract job vacancies advertised in England with a requirement for Jupyter skills. Included is a benchmarking guide to the contractor rates offered in vacancies that have cited Jupyter over the 6 months to 20 November 2019 with a comparison to the same period in the previous 2 years.

Note that daily and hourly rates are treated separately in these statistics. When calculating contractor rate percentiles, daily rates are never derived from quoted hourly rates or vice versa.

Jupyter (JupyterHub, JupyterLab)
UK > England
6 months to
20 Nov 2019
Same period 2018 Same period 2017
Rank 652 807 825
Rank change year-on-year +155 +18 +61
Contract jobs citing Jupyter 121 53 35
As % of all contract IT jobs advertised in England 0.16% 0.056% 0.037%
As % of the Application Platforms category 1.07% 0.33% 0.22%
Number of daily rates quoted 103 31 28
England median daily rate £550 £550 £538
Median daily rate % change year-on-year - +2.33% -9.28%
10th Percentile £419 £400 £390
90th Percentile £687 £673 £675
UK median daily rate £550 £550 £525
% change year-on-year - +4.76% -11.39%
Number of hourly rates quoted 2 0 0
England median hourly rate £52.50 - -
UK median hourly rate £52.50 - -

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

All Application Platform Skills
England
Contract vacancies with a requirement for application platform skills 11,265 16,062 15,701
As % of all contract IT jobs advertised in England 14.79% 16.89% 16.69%
Number of daily rates quoted 7,353 10,552 10,394
England median daily rate £450 £465 £450
Median daily rate % change year-on-year -3.23% +3.33% +5.88%
10th Percentile £263 £275 £263
90th Percentile £638 £633 £613
UK median daily rate £450 £450 £450
Number of hourly rates quoted 266 375 400
England median hourly rate £20.92 £22.00 £20.71
Median hourly rate % change year-on-year -4.90% +6.25% +3.53%
10th Percentile £11.00 £12.30 £11.00
90th Percentile £53.75 £47.50 £47.83
UK median hourly rate £21.50 £22.00 £20.00
% change year-on-year -2.27% +10.00% -

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
Contractor Daily Rate Trend in England

This chart provides the 3-month moving average for daily rates quoted in contract jobs citing Jupyter in England.

Contractor daily rate trend for Jupyter in England

Jupyter
Contractor Daily Rate Histogram in England

The daily rate distribution of IT jobs citing Jupyter in England over the 6 months to 20 November 2019.

Contractor daily rate histogram for Jupyter in England

Jupyter
Contract Job Locations in England

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing Jupyter within the England region over the 6 months to 20 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
Contract
IT Job Ads
Median
Daily Rate
Past 6 Months
Median Daily Rate
% Change
on Same Period
Last Year
Live
Job
Vacancies
London +136 70 £490 -6.67% 11
South East +44 28 £600 - 2
East of England - 13 £600 - 2
North of England - 10 £550 - 1
Yorkshire - 10 £550 -
Jupyter
UK

For the 6 months to 20 November 2019, IT contractor 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 contract job ads across the England region with a requirement for Jupyter.

1 95 (78.51%) Python
2 64 (52.89%) Pandas
3 62 (51.24%) Machine Learning
4 56 (46.28%) SQL
5 55 (45.45%) Data Science
6 52 (42.98%) Analytics
7 46 (38.02%) R
7 46 (38.02%) Apache Spark
7 46 (38.02%) Mathematics
7 46 (38.02%) AWS
8 44 (36.36%) Computer Science
8 44 (36.36%) Agile Software Development
9 39 (32.23%) NumPy
10 38 (31.40%) TensorFlow
11 37 (30.58%) Git (software)
12 36 (29.75%) Hadoop
13 35 (28.93%) Data Engineering
13 35 (28.93%) Big Data
14 34 (28.10%) Visualisation
15 31 (25.62%) Artificial Intelligence
15 31 (25.62%) Linux
15 31 (25.62%) Azure
15 31 (25.62%) PySpark
16 30 (24.79%) DevOps
16 30 (24.79%) Google
17 28 (23.14%) Degree
17 28 (23.14%) Microservices
18 26 (21.49%) GCP
19 25 (20.66%) scikit-learn
20 24 (19.83%) Tableau

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 46 (38.02%) Apache Spark
2 16 (13.22%) Apache
3 12 (9.92%) Confluence
4 8 (6.61%) OpenStack
4 8 (6.61%) SAS
5 4 (3.31%) Apache Airflow
6 2 (1.65%) Elasticsearch
7 1 (0.83%) Apache Pig
Applications
1 7 (5.79%) Microsoft Excel
Cloud Services
1 46 (38.02%) AWS
2 31 (25.62%) Azure
3 26 (21.49%) GCP
4 18 (14.88%) Cloud Computing
5 15 (12.40%) PaaS
6 14 (11.57%) Azure Machine Learning
7 11 (9.09%) GitHub
8 10 (8.26%) Amazon Kinesis
9 9 (7.44%) Amazon EMR
10 7 (5.79%) Datadog
10 7 (5.79%) Power Platform
10 7 (5.79%) Stackdriver
11 5 (4.13%) Amazon ECS
12 3 (2.48%) AWS Lambda
12 3 (2.48%) Serverless
13 2 (1.65%) Amazon CloudWatch
13 2 (1.65%) Amazon S3
13 2 (1.65%) AWS CloudFormation
13 2 (1.65%) AWS CloudTrail
13 2 (1.65%) AWS Step Functions
Communications & Networking
1 7 (5.79%) SAN
Database & Business Intelligence
1 36 (29.75%) Hadoop
2 35 (28.93%) Big Data
3 20 (16.53%) Apache Hive
3 20 (16.53%) SQL Server
4 18 (14.88%) BigQuery
5 16 (13.22%) Impala
6 14 (11.57%) NoSQL
7 13 (10.74%) Apache Zeppelin
7 13 (10.74%) Geospatial Data
8 12 (9.92%) PostgreSQL
9 11 (9.09%) GIS
9 11 (9.09%) Relational Database
10 10 (8.26%) Data Lake
11 7 (5.79%) Power BI
11 7 (5.79%) Spark SQL
11 7 (5.79%) Sqoop
12 6 (4.96%) Amazon Redshift
13 5 (4.13%) MongoDB
14 3 (2.48%) Amazon Athena
15 2 (1.65%) Parquet
Development Applications
1 37 (30.58%) Git (software)
2 19 (15.70%) JIRA
3 8 (6.61%) Gradle
3 8 (6.61%) Jenkins
3 8 (6.61%) Sonatype Nexus
4 4 (3.31%) Atlassian Bamboo
5 2 (1.65%) Bitbucket
5 2 (1.65%) GitLab
6 1 (0.83%) GoCD
6 1 (0.83%) RStudio
General
1 24 (19.83%) Finance
2 15 (12.40%) Publishing
3 8 (6.61%) Banking
3 8 (6.61%) Financial Institution
4 6 (4.96%) Front Office
5 5 (4.13%) Legal
6 4 (3.31%) Investment Banking
6 4 (3.31%) Law
7 3 (2.48%) Public Sector
7 3 (2.48%) Retail Banking
8 2 (1.65%) Advertising
8 2 (1.65%) Marketing
8 2 (1.65%) Retail
9 1 (0.83%) Games
9 1 (0.83%) Pharmaceutical
Job Titles
1 40 (33.06%) Data Scientist
2 25 (20.66%) Data Engineer
3 15 (12.40%) Machine Learning Scientist
4 13 (10.74%) Developer
5 12 (9.92%) Machine Learning Engineer
5 12 (9.92%) Python Engineer
6 10 (8.26%) Architect
6 10 (8.26%) Python Developer
6 10 (8.26%) Senior Data Scientist
7 8 (6.61%) Lead Developer
7 8 (6.61%) Solutions Architect
8 7 (5.79%) Cloud Engineer
9 6 (4.96%) Big Data Engineer
10 5 (4.13%) Platform Engineer
11 4 (3.31%) Data Architect
11 4 (3.31%) Senior Data Engineer
12 3 (2.48%) AWS Engineer
12 3 (2.48%) Content Designer
12 3 (2.48%) Designer
12 3 (2.48%) Senior Software Engineer
Libraries, Frameworks & Software Standards
1 64 (52.89%) Pandas
2 39 (32.23%) NumPy
3 38 (31.40%) TensorFlow
4 31 (25.62%) PySpark
5 25 (20.66%) scikit-learn
6 22 (18.18%) Web Services
7 17 (14.05%) XML
8 16 (13.22%) HTML
8 16 (13.22%) Kafka
8 16 (13.22%) Keras
9 15 (12.40%) Flask
10 10 (8.26%) JSON
11 7 (5.79%) Apache NiFi
12 6 (4.96%) D3.js
12 6 (4.96%) Natural Language Processing
12 6 (4.96%) SciPy
13 5 (4.13%) Node.js
13 5 (4.13%) Redux
14 3 (2.48%) .NET
14 3 (2.48%) AngularJS
Miscellaneous
1 20 (16.53%) Algorithms
2 12 (9.92%) Analytical Skills
3 9 (7.44%) Lidar
4 7 (5.79%) Cloud Native
4 7 (5.79%) Smart City
5 5 (4.13%) Data Structures
5 5 (4.13%) Derivative
5 5 (4.13%) Fixed Income
6 4 (3.31%) Public Cloud
7 2 (1.65%) Greenfield Project
8 1 (0.83%) Online Games
8 1 (0.83%) Social Media
8 1 (0.83%) User Experience
Operating Systems
1 31 (25.62%) Linux
2 9 (7.44%) Red Hat Enterprise Linux
3 7 (5.79%) CentOS
3 7 (5.79%) Windows
3 7 (5.79%) Windows Server
4 2 (1.65%) Unix
Processes & Methodologies
1 62 (51.24%) Machine Learning
2 55 (45.45%) Data Science
3 52 (42.98%) Analytics
4 46 (38.02%) Mathematics
5 44 (36.36%) Agile Software Development
5 44 (36.36%) Computer Science
6 35 (28.93%) Data Engineering
7 34 (28.10%) Visualisation
8 31 (25.62%) Artificial Intelligence
9 30 (24.79%) DevOps
10 28 (23.14%) Microservices
11 24 (19.83%) Deep Learning
12 23 (19.01%) Software Engineering
13 22 (18.18%) Data Visualisation
14 21 (17.36%) Data Analytics
15 19 (15.70%) Statistics
16 16 (13.22%) Continuous Integration
16 16 (13.22%) Data Management
17 14 (11.57%) Migration
18 12 (9.92%) Data Analysis
Programming Languages
1 95 (78.51%) Python
2 56 (46.28%) SQL
3 46 (38.02%) R
4 21 (17.36%) Java
5 12 (9.92%) Scala
6 9 (7.44%) Bash Shell
7 8 (6.61%) JavaScript
8 1 (0.83%) C++
8 1 (0.83%) Clojure
8 1 (0.83%) Julia
8 1 (0.83%) TypeScript
8 1 (0.83%) VB
Qualifications
1 28 (23.14%) Degree
2 21 (17.36%) PhD
3 9 (7.44%) Numerate Degree
4 8 (6.61%) Master's Degree
5 5 (4.13%) Security Cleared
6 3 (2.48%) Computer Science Degree
6 3 (2.48%) DV Cleared
7 2 (1.65%) SC Cleared
Quality Assurance & Compliance
1 7 (5.79%) GxP
2 6 (4.96%) Sarbanes-Oxley
3 1 (0.83%) QA
System Software
1 24 (19.83%) Docker
2 11 (9.09%) HDFS
3 7 (5.79%) Virtual Desktop
3 7 (5.79%) Virtual Servers
4 2 (1.65%) VMware ESXi
4 2 (1.65%) vSphere
Systems Management
1 14 (11.57%) Terraform
2 10 (8.26%) Ansible
3 9 (7.44%) Hadoop YARN
4 8 (6.61%) Kubernetes
5 7 (5.79%) Istio
5 7 (5.79%) Oozie
Vendors
1 30 (24.79%) Google
2 24 (19.83%) Tableau
3 19 (15.70%) Oracle
4 15 (12.40%) Cloudera
4 15 (12.40%) Hortonworks
5 12 (9.92%) Microsoft
6 8 (6.61%) Splunk
7 7 (5.79%) Foundry
7 7 (5.79%) LogRhythm
7 7 (5.79%) Palantir
7 7 (5.79%) StreamSets
8 2 (1.65%) Atlassian
8 2 (1.65%) NVIDIA
8 2 (1.65%) Red Hat
8 2 (1.65%) VMware
9 1 (0.83%) Databricks
9 1 (0.83%) Facebook
9 1 (0.83%) MicroStrategy
9 1 (0.83%) Teradata
9 1 (0.83%) Twitter