Period
to 18 September 2020

The following table provides summary statistics for contract job vacancies 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 18 September 2020 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
6 months to
18 Sep 2020
Same period 2019 Same period 2018
Rank 480 744 855
Rank change year-on-year +264 +111 0
Contract jobs citing Jupyter 33 92 51
As % of all contract jobs advertised in the UK 0.11% 0.10% 0.049%
As % of the Application Platforms category 0.73% 0.68% 0.30%
Number of daily rates quoted 28 66 30
Median daily rate £550 £550 £525
Median daily rate % change year-on-year - +4.76% +5.00%
10th Percentile £443 £423 £405
90th Percentile £650 £719 £630
UK excluding London median daily rate £563 £550 £421
% change year-on-year +2.27% +30.64% -15.80%
Number of hourly rates quoted 0 3 0
Median hourly rate - £52.50 -
UK excluding London 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 with a requirement for application platform skills.

All Application Platform Skills
UK
Contract vacancies with a requirement for application platform skills 4,537 13,534 17,200
As % of all contract IT jobs advertised in the UK 15.15% 15.15% 16.69%
Number of daily rates quoted 2,806 8,615 11,237
Median daily rate £474 £460 £450
Median daily rate % change year-on-year +2.99% +2.22% +2.86%
10th Percentile £300 £263 £269
90th Percentile £655 £631 £625
UK excluding London median daily rate £450 £425 £425
% change year-on-year +5.88% - +6.25%
Number of hourly rates quoted 151 333 423
Median hourly rate £28.00 £21.16 £20.50
Median hourly rate % change year-on-year +32.33% +3.22% +2.50%
10th Percentile £12.63 £11.25 £12.19
90th Percentile £54.00 £52.45 £51.25
Median hourly rate £23.00 £21.00 £20.00
% change year-on-year +9.52% +5.00% -

Jupyter
Job Vacancy Trend

Job postings citing Jupyter as a proportion of all IT jobs advertised.

Job vacancy trend for Jupyter in the UK

Jupyter
Contractor Daily Rate Trend

3-month moving average daily rate quoted in jobs citing Jupyter.

Daily rate trend for Jupyter in the UK

Jupyter
Daily Rate Histogram

Daily rate distribution for jobs citing Jupyter over the 6 months to 18 September 2020.

Daily rate histogram for Jupyter in the UK

Jupyter
Top 12 Contract Locations

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing Jupyter within the UK over the 6 months to 18 September 2020. 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
England +285 32 £550 - 9
London +192 24 £550 +4.76% 6
UK excluding London +247 9 £563 +2.27% 3
Work from Home -56 5 £600 - 1
North of England +134 3 £600 +9.09% 1
North West +91 2 £600 -
South West - 2 £650 -
West Midlands - 2 £435 - 1
Midlands - 2 £435 - 1
East of England +83 1 £475 -20.83% 1
Yorkshire +73 1 - - 1
Scotland +69 1 £490 -

For the 6 months to 18 September 2020, 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 with a requirement for Jupyter.

1 32 (96.97%) Python
2 20 (60.61%) Agile Software Development
3 17 (51.52%) AWS
4 14 (42.42%) Finance
4 14 (42.42%) Linux
5 13 (39.39%) Terraform
6 12 (36.36%) Artifactory
6 12 (36.36%) Software Engineering
6 12 (36.36%) Bash Shell
7 11 (33.33%) Amazon S3
7 11 (33.33%) Git (software)
7 11 (33.33%) Docker
7 11 (33.33%) DevOps
7 11 (33.33%) Kubernetes
8 10 (30.30%) Decision-Making
8 10 (30.30%) Front Office
8 10 (30.30%) Java
9 9 (27.27%) Web Services
9 9 (27.27%) Asset Management
9 9 (27.27%) Fixed Income
9 9 (27.27%) Equities
9 9 (27.27%) Hadoop
9 9 (27.27%) Infrastructure Automation
9 9 (27.27%) Amazon ECS
9 9 (27.27%) AWS CloudFormation
9 9 (27.27%) OpenShift
9 9 (27.27%) Analytics
10 8 (24.24%) Amazon RDS
10 8 (24.24%) Amazon Redshift
10 8 (24.24%) Packer

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 7 (21.21%) Apache Spark
2 2 (6.06%) Apache Airflow
2 2 (6.06%) Confluence
3 1 (3.03%) Apache
3 1 (3.03%) SAS
Cloud Services
1 17 (51.52%) AWS
2 11 (33.33%) Amazon S3
3 9 (27.27%) Amazon ECS
3 9 (27.27%) AWS CloudFormation
3 9 (27.27%) OpenShift
4 8 (24.24%) Amazon EC2
4 8 (24.24%) Amazon SQS
4 8 (24.24%) AWS Lambda
4 8 (24.24%) Serverless
5 4 (12.12%) GCP
6 2 (6.06%) Azure
6 2 (6.06%) GitHub
6 2 (6.06%) Virtual Private Cloud
7 1 (3.03%) Amazon EKS
7 1 (3.03%) Power Platform
Communications & Networking
1 2 (6.06%) VPN
2 1 (3.03%) DNS
2 1 (3.03%) HTTP
Database & Business Intelligence
1 9 (27.27%) Hadoop
2 8 (24.24%) Amazon RDS
2 8 (24.24%) Amazon Redshift
3 7 (21.21%) Apache Hive
3 7 (21.21%) Big Data
4 5 (15.15%) HBase
4 5 (15.15%) Sqoop
5 4 (12.12%) Impala
5 4 (12.12%) NoSQL
6 3 (9.09%) Apache Cassandra
6 3 (9.09%) MongoDB
6 3 (9.09%) SQL Server
7 1 (3.03%) Amazon DynamoDB
7 1 (3.03%) Couchbase
7 1 (3.03%) DB2
7 1 (3.03%) IBM InfoSphere
7 1 (3.03%) KDB
7 1 (3.03%) Neo4j
7 1 (3.03%) Oracle Reports
7 1 (3.03%) PostgreSQL
Development Applications
1 12 (36.36%) Artifactory
2 11 (33.33%) Git (software)
3 4 (12.12%) GitLab
4 3 (9.09%) Bitbucket
4 3 (9.09%) Jenkins
5 2 (6.06%) JIRA
6 1 (3.03%) ERwin
6 1 (3.03%) Gerrit
6 1 (3.03%) RStudio
General
1 14 (42.42%) Finance
2 10 (30.30%) Front Office
3 5 (15.15%) Banking
4 4 (12.12%) Public Sector
5 1 (3.03%) Investment Banking
5 1 (3.03%) Pharmaceutical
5 1 (3.03%) Retail
Job Titles
1 11 (33.33%) Python Engineer
2 9 (27.27%) AWS Engineer
3 8 (24.24%) AWS DevOps
3 8 (24.24%) AWS DevOps Engineer
3 8 (24.24%) DevOps Engineer
4 7 (21.21%) Data Engineer
5 6 (18.18%) Developer
6 4 (12.12%) Big Data Engineer
6 4 (12.12%) Cloud Engineer
6 4 (12.12%) Python Developer
7 2 (6.06%) Architect
7 2 (6.06%) Consultant
7 2 (6.06%) Data Architect
7 2 (6.06%) Data Consultant
7 2 (6.06%) Data Scientist
8 1 (3.03%) Analyst
8 1 (3.03%) Programmer
8 1 (3.03%) Software Engineer
8 1 (3.03%) Software Programmer
8 1 (3.03%) Technical Engineer
Libraries, Frameworks & Software Standards
1 9 (27.27%) Web Services
2 7 (21.21%) Matplotlib
3 5 (15.15%) Kafka
4 4 (12.12%) ADO
4 4 (12.12%) PySpark
4 4 (12.12%) Spark Streaming
5 2 (6.06%) Pandas
6 1 (3.03%) Flask
6 1 (3.03%) ggplot2
6 1 (3.03%) HTML
6 1 (3.03%) HTML5
6 1 (3.03%) JSON
6 1 (3.03%) NumPy
6 1 (3.03%) REST
6 1 (3.03%) RESTful
6 1 (3.03%) Seaborn
6 1 (3.03%) Shiny
Miscellaneous
1 9 (27.27%) Equities
1 9 (27.27%) Fixed Income
2 8 (24.24%) Derivative
3 4 (12.12%) Enterprise Software
3 4 (12.12%) PMI
4 2 (6.06%) Analytical Skills
5 1 (3.03%) Algorithms
5 1 (3.03%) Cyber Defence
5 1 (3.03%) Cyberthreat
5 1 (3.03%) Data Structures
5 1 (3.03%) Foreign Exchange (FX)
5 1 (3.03%) Hedge funds
5 1 (3.03%) Management Information System
5 1 (3.03%) Private Cloud
Operating Systems
1 14 (42.42%) Linux
2 8 (24.24%) CentOS
3 2 (6.06%) Unix
4 1 (3.03%) Windows
Processes & Methodologies
1 20 (60.61%) Agile Software Development
2 12 (36.36%) Software Engineering
3 11 (33.33%) DevOps
4 10 (30.30%) Decision-Making
5 9 (27.27%) Analytics
5 9 (27.27%) Asset Management
5 9 (27.27%) Infrastructure Automation
6 8 (24.24%) Deployment Automation
6 8 (24.24%) Visualisation
7 7 (21.21%) Machine Learning
7 7 (21.21%) Scrum
8 6 (18.18%) Data Analysis
8 6 (18.18%) Data Management
8 6 (18.18%) Data Science
9 5 (15.15%) Data Security
9 5 (15.15%) Mathematics
10 4 (12.12%) Disaster Recovery
10 4 (12.12%) High Availability
10 4 (12.12%) MapReduce
10 4 (12.12%) Stakeholder Management
Programming Languages
1 32 (96.97%) Python
2 12 (36.36%) Bash Shell
3 10 (30.30%) Java
4 8 (24.24%) R
4 8 (24.24%) SQL
5 5 (15.15%) Scala
6 4 (12.12%) C#
7 2 (6.06%) CQL
7 2 (6.06%) PL/SQL
7 2 (6.06%) Shell Script
7 2 (6.06%) T-SQL
8 1 (3.03%) Go
Qualifications
1 4 (12.12%) PMI Certification
2 2 (6.06%) AWS Certification
2 2 (6.06%) SC Cleared
2 2 (6.06%) Security Cleared
3 1 (3.03%) Degree
Quality Assurance & Compliance
1 2 (6.06%) Data Quality
2 1 (3.03%) HIPAA
System Software
1 11 (33.33%) Docker
2 4 (12.12%) HDFS
3 2 (6.06%) Active Directory Lightweight Directory Services
4 1 (3.03%) Virtual Machines
Systems Management
1 13 (39.39%) Terraform
2 11 (33.33%) Kubernetes
3 8 (24.24%) Consul
3 8 (24.24%) Packer
4 4 (12.12%) Hadoop YARN
4 4 (12.12%) Oozie
5 3 (9.09%) Ansible
6 1 (3.03%) Grafana
Vendors
1 5 (15.15%) Cloudera
2 3 (9.09%) Oracle
3 2 (6.06%) Databricks
3 2 (6.06%) Hortonworks
3 2 (6.06%) Informatica
3 2 (6.06%) Sybase
3 2 (6.06%) Tableau
4 1 (3.03%) Birst
4 1 (3.03%) Clearswift
4 1 (3.03%) Google
4 1 (3.03%) IBM
4 1 (3.03%) Microsoft
4 1 (3.03%) MicroStrategy
4 1 (3.03%) SAP
4 1 (3.03%) Splunk