Period
to 12 June 2021

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 12 June 2021 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
12 Jun 2021
Same period 2020 Same period 2019
Rank 566 549 746
Rank change year-on-year -17 +197 +48
Contract jobs citing Jupyter 66 37 75
As % of all contract jobs advertised in England 0.14% 0.094% 0.091%
As % of the Application Platforms category 1.05% 0.65% 0.58%
Number of daily rates quoted 28 29 50
10th Percentile £363 £400 £424
25th Percentile £413 £413 £475
Median daily rate (50th Percentile) £523 £498 £525
Median % change year-on-year +5.03% -5.24% -0.57%
75th Percentile £588 £588 £584
90th Percentile £599 £675 £625
UK median daily rate £538 £498 £525
% change year-on-year +8.04% -5.24% -0.46%
Number of hourly rates quoted 2 0 3
10th Percentile £26.88 " "
25th Percentile £31.56 " £51.25
Median hourly rate £39.75 - £52.50
75th Percentile £47.56 " £57.50
90th Percentile £52.03 " £59.75
UK median hourly rate £25.50 - £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 6,314 5,677 12,990
As % of all contract IT jobs advertised in England 12.96% 14.50% 15.69%
Number of daily rates quoted 4,343 3,906 8,474
10th Percentile £300 £300 £280
25th Percentile £400 £388 £375
Median daily rate (50th Percentile) £490 £475 £475
Median % change year-on-year +3.16% - +5.56%
75th Percentile £588 £570 £575
90th Percentile £665 £650 £650
UK median daily rate £484 £475 £475
% change year-on-year +1.79% - +5.56%
Number of hourly rates quoted 121 121 258
10th Percentile £12.25 £12.63 £11.93
25th Percentile £16.23 £15.00 £12.50
Median hourly rate £24.50 £20.00 £17.50
Median % change year-on-year +22.50% +14.29% -7.89%
75th Percentile £56.50 £33.00 £33.94
90th Percentile £65.54 £56.25 £50.00
UK median hourly rate £25.50 £20.11 £17.50
% change year-on-year +26.80% +14.91% -6.42%

Jupyter
Job Vacancy Trend in England

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

Job vacancy trend for Jupyter in England

Jupyter
Contractor Daily Rate Trend in England

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

Daily rate trend for Jupyter in England

Jupyter
Daily Rate Histogram in England

Daily rate distribution for jobs citing Jupyter in England over the 6 months to 12 June 2021.

Daily rate histogram for Jupyter in England

Jupyter
Contractor Hourly Rate Trend in England

3-month moving average hourly rates quoted in jobs citing Jupyter in England.

Hourly rate trend for Jupyter in England

Jupyter
Hourly Rate Histogram in England

Hourly rate distribution of jobs citing Jupyter in England over the 6 months to 12 June 2021.

Hourly 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 12 June 2021. 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 -43 59 £556 +11.53% 7
South East +7 2 £400 -8.57% 3
West Midlands - 1 £375 -
Midlands - 1 £375 -
Jupyter
UK

For the 6 months to 12 June 2021, 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 63 (95.45%) Python
2 48 (72.73%) Data Science
3 44 (66.67%) SQL
4 36 (54.55%) Mathematics
5 35 (53.03%) Analytical Skills
6 34 (51.52%) Pandas
7 32 (48.48%) Analytics
8 31 (46.97%) Alteryx
9 30 (45.45%) Statistics
10 29 (43.94%) Finance
11 28 (42.42%) NumPy
11 28 (42.42%) Machine Learning
12 27 (40.91%) Visualisation
13 24 (36.36%) R
13 24 (36.36%) Business Intelligence
14 23 (34.85%) Microsoft Excel
14 23 (34.85%) Degree
14 23 (34.85%) Social Skills
15 22 (33.33%) Deep Learning
15 22 (33.33%) Agile Software Development
15 22 (33.33%) VBA
16 20 (30.30%) Marketing
16 20 (30.30%) Algorithms
16 20 (30.30%) Problem-Solving
17 19 (28.79%) Presentation Skills
17 19 (28.79%) Data Analysis
17 19 (28.79%) Azure
17 19 (28.79%) Data Warehouse
18 18 (27.27%) CRM
18 18 (27.27%) Salesforce.com

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 6 (9.09%) Apache
1 6 (9.09%) Apache Spark
2 2 (3.03%) Apache Airflow
3 1 (1.52%) Confluence
3 1 (1.52%) R Markdown
Applications
1 23 (34.85%) Microsoft Excel
2 17 (25.76%) Microsoft PowerPoint
Business Applications
1 1 (1.52%) SAP CRM
1 1 (1.52%) SAP ERP
1 1 (1.52%) SAP IS-U
Cloud Services
1 19 (28.79%) Azure
2 14 (21.21%) AWS
3 11 (16.67%) GCP
4 8 (12.12%) Amazon SageMaker
5 6 (9.09%) Azure Machine Learning
5 6 (9.09%) GitHub
6 5 (7.58%) Power Platform
7 4 (6.06%) Amazon S3
7 4 (6.06%) AWS CodeBuild
7 4 (6.06%) AWS CodePipeline
8 3 (4.55%) AWS CloudFormation
8 3 (4.55%) AWS Lambda
8 3 (4.55%) Serverless
9 2 (3.03%) Amazon EMR
9 2 (3.03%) AWS Step Functions
10 1 (1.52%) Amazon EC2
10 1 (1.52%) AWS CodeDeploy
10 1 (1.52%) Cloud Computing
10 1 (1.52%) Virtual Private Cloud
Communications & Networking
1 2 (3.03%) Remote Desktop
2 1 (1.52%) Unified Communications
Database & Business Intelligence
1 19 (28.79%) Data Warehouse
2 17 (25.76%) QlikView
3 14 (21.21%) RDBMS
3 14 (21.21%) Relational Database
4 11 (16.67%) Big Data
5 5 (7.58%) Power BI
5 5 (7.58%) Tableau
6 2 (3.03%) Amazon Athena
6 2 (3.03%) Amazon DynamoDB
6 2 (3.03%) Amazon QuickSight
6 2 (3.03%) Amazon RDS
6 2 (3.03%) Amazon Redshift
6 2 (3.03%) Apache Zeppelin
6 2 (3.03%) Data Lake
6 2 (3.03%) HBase
6 2 (3.03%) KDB
7 1 (1.52%) BigQuery
7 1 (1.52%) Data Mining
7 1 (1.52%) Hadoop
7 1 (1.52%) PostgreSQL
Development Applications
1 10 (15.15%) JIRA
2 5 (7.58%) Jenkins
2 5 (7.58%) RStudio
3 4 (6.06%) GitLab
3 4 (6.06%) JUnit
3 4 (6.06%) Mockito
4 3 (4.55%) Git (software)
5 2 (3.03%) PyCharm
General
1 35 (53.03%) Analytical Skills
2 29 (43.94%) Finance
3 23 (34.85%) Social Skills
4 20 (30.30%) Marketing
5 19 (28.79%) Presentation Skills
6 8 (12.12%) Pharmaceutical
7 4 (6.06%) Front Office
8 3 (4.55%) Banking
8 3 (4.55%) Retail
9 2 (3.03%) Investment Banking
9 2 (3.03%) Public Sector
10 1 (1.52%) Back Office
10 1 (1.52%) Billing
10 1 (1.52%) Financial Institution
10 1 (1.52%) Influencing Skills
Job Titles
1 30 (45.45%) Data Scientist
2 14 (21.21%) Developer
3 11 (16.67%) Data Engineer
4 7 (10.61%) Python Developer
5 6 (9.09%) AWS Engineer
6 4 (6.06%) Java Developer
7 3 (4.55%) Consultant
7 3 (4.55%) JavaScript Developer
7 3 (4.55%) Senior Developer
8 2 (3.03%) Apache Spark Developer
8 2 (3.03%) Azure Engineer
8 2 (3.03%) Cloud Engineer
8 2 (3.03%) Data Consultant
8 2 (3.03%) Machine Learning Scientist
8 2 (3.03%) Senior Java Developer
8 2 (3.03%) Software Developer
9 1 (1.52%) AWS Software Engineer
9 1 (1.52%) DevOps Engineer
9 1 (1.52%) Investment Banking Java Developer
9 1 (1.52%) Unified Communications Engineer
Libraries, Frameworks & Software Standards
1 34 (51.52%) Pandas
2 28 (42.42%) NumPy
3 17 (25.76%) D3.js
3 17 (25.76%) Shiny
4 13 (19.70%) scikit-learn
5 9 (13.64%) PySpark
6 7 (10.61%) Matplotlib
7 6 (9.09%) HTML
8 5 (7.58%) CSS
8 5 (7.58%) SciPy
9 4 (6.06%) HTML5
10 3 (4.55%) React
10 3 (4.55%) TensorFlow
11 2 (3.03%) Anaconda
11 2 (3.03%) CSS3
11 2 (3.03%) Flask
11 2 (3.03%) Node.js
11 2 (3.03%) Redux
11 2 (3.03%) XGBoost
12 1 (1.52%) PyTorch
Miscellaneous
1 20 (30.30%) Algorithms
2 17 (25.76%) Management Information System
2 17 (25.76%) Social Media
3 8 (12.12%) FMCG
4 3 (4.55%) Greenfield Project
5 2 (3.03%) 3D Graphics
5 2 (3.03%) Data Structures
5 2 (3.03%) Equities
5 2 (3.03%) Fixed Income
5 2 (3.03%) Foreign Exchange (FX)
5 2 (3.03%) NHS
6 1 (1.52%) Analytical Mindset
6 1 (1.52%) Clustering
6 1 (1.52%) Market Risk
Operating Systems
1 3 (4.55%) Linux
2 2 (3.03%) Unix
2 2 (3.03%) Windows
Processes & Methodologies
1 48 (72.73%) Data Science
2 36 (54.55%) Mathematics
3 32 (48.48%) Analytics
4 30 (45.45%) Statistics
5 28 (42.42%) Machine Learning
6 27 (40.91%) Visualisation
7 24 (36.36%) Business Intelligence
8 22 (33.33%) Agile Software Development
8 22 (33.33%) Deep Learning
9 20 (30.30%) Problem-Solving
10 19 (28.79%) Data Analysis
11 18 (27.27%) CRM
11 18 (27.27%) Decision-Making
12 17 (25.76%) Asset Management
12 17 (25.76%) B2B
12 17 (25.76%) Bayesian Methods
12 17 (25.76%) Data Sharing
12 17 (25.76%) Digital Analytics
12 17 (25.76%) Investment Management
12 17 (25.76%) Mentoring
Programming Languages
1 63 (95.45%) Python
2 44 (66.67%) SQL
3 24 (36.36%) R
4 22 (33.33%) VBA
5 6 (9.09%) Java
6 5 (7.58%) JavaScript
7 4 (6.06%) Scala
8 2 (3.03%) TypeScript
9 1 (1.52%) C#
9 1 (1.52%) C++
9 1 (1.52%) PL/SQL
Qualifications
1 23 (34.85%) Degree
2 2 (3.03%) PhD
2 2 (3.03%) SC Cleared
2 2 (3.03%) Security Cleared
Quality Assurance & Compliance
1 3 (4.55%) QA
2 1 (1.52%) Accessibility
2 1 (1.52%) WCAG
System Software
1 4 (6.06%) Docker
Systems Management
1 4 (6.06%) Terraform
2 3 (4.55%) Kubernetes
Vendors
1 31 (46.97%) Alteryx
2 18 (27.27%) Salesforce.com
3 14 (21.21%) Dataiku
4 6 (9.09%) Sage
5 3 (4.55%) Google
5 3 (4.55%) Microsoft
6 2 (3.03%) SAP
7 1 (1.52%) Cisco
7 1 (1.52%) Cognos
7 1 (1.52%) IBM
7 1 (1.52%) Oracle