Period
to 9 December 2019

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 9 December 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
6 months to
9 Dec 2019
Same period 2018 Same period 2017
Rank 663 853 841
Rank change year-on-year +190 -12 +52
Contract jobs citing Jupyter 122 50 53
As % of all contract IT jobs advertised in the UK 0.15% 0.048% 0.052%
As % of the Application Platforms category 1.02% 0.29% 0.31%
Number of daily rates quoted 101 31 41
UK median daily rate £550 £550 £525
Median daily rate % change year-on-year - +4.76% -10.45%
10th Percentile £413 £400 £350
90th Percentile £690 £675 £675
UK excluding London median daily rate £598 £525 £525
% change year-on-year +13.81% - -2.33%
Number of hourly rates quoted 0 0 0
UK median hourly rate - - -
UK excluding London median hourly rate - - -

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 11,905 17,472 16,934
As % of all contract IT jobs advertised in the UK 14.75% 16.74% 16.53%
Number of daily rates quoted 7,651 11,276 11,231
UK median daily rate £450 £458 £450
Median daily rate % change year-on-year -1.64% +1.67% +5.88%
10th Percentile £250 £275 £263
90th Percentile £638 £625 £613
UK excluding London median daily rate £425 £425 £400
% change year-on-year - +6.25% +3.23%
Number of hourly rates quoted 313 392 414
UK median hourly rate £21.50 £21.50 £20.00
Median hourly rate % change year-on-year - +7.50% -
10th Percentile £11.18 £12.18 £11.00
90th Percentile £52.90 £47.50 £47.73
UK excluding London median hourly rate £20.50 £20.38 £20.00
% change year-on-year +0.61% +1.88% -3.52%

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
Contractor Daily Rate Trend

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

Contractor daily rate trend for Jupyter in the UK

Jupyter
Contractor Daily Rate Histogram

The daily rate distribution of IT jobs citing Jupyter over the 6 months to 9 December 2019.

Contractor daily rate histogram for Jupyter in the UK

Jupyter
Top 8 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 9 December 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
England +187 118 £550 +4.76% 17
London +135 65 £490 -10.91% 10
UK excluding London +112 57 £598 +13.81% 7
South East +74 32 £595 +10.70% 3
East of England +54 15 £600 - 2
North of England - 6 £550 - 1
Yorkshire - 6 £550 -
Scotland - 4 - -

For the 6 months to 9 December 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 with a requirement for Jupyter.

1 95 (77.87%) Python
2 68 (55.74%) Machine Learning
3 63 (51.64%) Data Science
4 61 (50.00%) SQL
5 59 (48.36%) Pandas
6 54 (44.26%) Analytics
7 53 (43.44%) Apache Spark
8 52 (42.62%) AWS
9 49 (40.16%) Mathematics
10 47 (38.52%) Computer Science
11 46 (37.70%) Agile Software Development
12 42 (34.43%) R
13 40 (32.79%) Visualisation
14 39 (31.97%) Hadoop
15 38 (31.15%) TensorFlow
16 37 (30.33%) Azure
17 36 (29.51%) Data Engineering
17 36 (29.51%) Git (software)
18 35 (28.69%) NumPy
19 34 (27.87%) Artificial Intelligence
20 33 (27.05%) Degree
21 31 (25.41%) PySpark
22 30 (24.59%) Deep Learning
23 29 (23.77%) Big Data
24 28 (22.95%) Tableau
24 28 (22.95%) Google
25 27 (22.13%) Data Visualisation
25 27 (22.13%) DevOps
26 26 (21.31%) Microservices
27 25 (20.49%) 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 53 (43.44%) Apache Spark
2 19 (15.57%) Apache
3 11 (9.02%) SAS
4 7 (5.74%) Confluence
5 4 (3.28%) OpenStack
6 2 (1.64%) Apache Airflow
6 2 (1.64%) Apache Pig
7 1 (0.82%) Elasticsearch
Applications
1 7 (5.74%) Microsoft Excel
Business Applications
1 1 (0.82%) SAP CRM
1 1 (0.82%) SAP ERP
1 1 (0.82%) SAP IS-U
Cloud Services
1 52 (42.62%) AWS
2 37 (30.33%) Azure
3 19 (15.57%) GCP
4 18 (14.75%) PaaS
5 17 (13.93%) Azure Machine Learning
5 17 (13.93%) Cloud Computing
6 10 (8.20%) Amazon Kinesis
7 9 (7.38%) Amazon EMR
8 7 (5.74%) Datadog
8 7 (5.74%) Power Platform
8 7 (5.74%) Stackdriver
9 6 (4.92%) Amazon SageMaker
10 5 (4.10%) Amazon ECS
10 5 (4.10%) GitHub
10 5 (4.10%) Serverless
11 4 (3.28%) Amazon S3
12 3 (2.46%) AWS Lambda
13 2 (1.64%) Amazon CloudWatch
13 2 (1.64%) AWS CloudFormation
13 2 (1.64%) AWS CloudTrail
Communications & Networking
1 7 (5.74%) SAN
Database & Business Intelligence
1 39 (31.97%) Hadoop
2 29 (23.77%) Big Data
3 22 (18.03%) Apache Hive
4 20 (16.39%) SQL Server
5 17 (13.93%) Impala
6 16 (13.11%) Geospatial Data
6 16 (13.11%) NoSQL
7 14 (11.48%) Apache Zeppelin
7 14 (11.48%) BigQuery
8 13 (10.66%) GIS
9 10 (8.20%) Data Lake
10 9 (7.38%) PostgreSQL
11 8 (6.56%) Relational Database
12 7 (5.74%) Power BI
12 7 (5.74%) Spark SQL
12 7 (5.74%) Sqoop
13 6 (4.92%) Amazon Redshift
14 5 (4.10%) Amazon Athena
14 5 (4.10%) MongoDB
15 2 (1.64%) Amazon RDS
Development Applications
1 36 (29.51%) Git (software)
2 14 (11.48%) JIRA
3 4 (3.28%) Gradle
3 4 (3.28%) Jenkins
3 4 (3.28%) Sonatype Nexus
4 3 (2.46%) Atlassian Bamboo
5 1 (0.82%) Bitbucket
5 1 (0.82%) GitLab
5 1 (0.82%) GoCD
5 1 (0.82%) RStudio
General
1 22 (18.03%) Finance
2 15 (12.30%) Publishing
3 10 (8.20%) Banking
4 5 (4.10%) Front Office
5 4 (3.28%) Financial Institution
5 4 (3.28%) Investment Banking
5 4 (3.28%) Law
5 4 (3.28%) Retail Banking
6 3 (2.46%) Legal
6 3 (2.46%) Marketing
6 3 (2.46%) Public Sector
7 2 (1.64%) Retail
8 1 (0.82%) Advertising
8 1 (0.82%) Games
8 1 (0.82%) Pharmaceutical
8 1 (0.82%) Private Banking
Job Titles
1 49 (40.16%) Data Scientist
2 24 (19.67%) Data Engineer
3 15 (12.30%) Machine Learning Scientist
4 11 (9.02%) Senior Data Scientist
5 10 (8.20%) Architect
5 10 (8.20%) Machine Learning Engineer
6 8 (6.56%) Developer
6 8 (6.56%) Solutions Architect
7 7 (5.74%) Big Data Engineer
7 7 (5.74%) Cloud Engineer
7 7 (5.74%) Python Engineer
8 6 (4.92%) Python Developer
9 4 (3.28%) Data Architect
9 4 (3.28%) Lead Developer
9 4 (3.28%) Platform Engineer
10 3 (2.46%) Cloud Architect
10 3 (2.46%) Content Designer
10 3 (2.46%) Designer
10 3 (2.46%) Senior Software Engineer
10 3 (2.46%) Software Engineer
Libraries, Frameworks & Software Standards
1 59 (48.36%) Pandas
2 38 (31.15%) TensorFlow
3 35 (28.69%) NumPy
4 31 (25.41%) PySpark
5 25 (20.49%) Web Services
6 24 (19.67%) scikit-learn
7 19 (15.57%) Keras
8 17 (13.93%) XML
9 15 (12.30%) HTML
9 15 (12.30%) Kafka
10 13 (10.66%) Flask
11 10 (8.20%) JSON
12 8 (6.56%) Natural Language Processing
13 7 (5.74%) Apache NiFi
14 6 (4.92%) D3.js
15 5 (4.10%) Node.js
15 5 (4.10%) Redux
15 5 (4.10%) SciPy
16 3 (2.46%) .NET
17 1 (0.82%) Spring
Miscellaneous
1 22 (18.03%) Algorithms
2 17 (13.93%) Analytical Skills
3 10 (8.20%) Lidar
4 8 (6.56%) Smart City
5 7 (5.74%) Cloud Native
6 5 (4.10%) Data Structures
6 5 (4.10%) Derivative
6 5 (4.10%) Fixed Income
7 4 (3.28%) Public Cloud
8 2 (1.64%) Greenfield Project
9 1 (0.82%) Analytical Mindset
9 1 (0.82%) Online Games
9 1 (0.82%) Social Media
9 1 (0.82%) User Experience
Operating Systems
1 25 (20.49%) Linux
2 8 (6.56%) Red Hat Enterprise Linux
3 7 (5.74%) CentOS
3 7 (5.74%) Windows
3 7 (5.74%) Windows Server
4 2 (1.64%) Unix
Processes & Methodologies
1 68 (55.74%) Machine Learning
2 63 (51.64%) Data Science
3 54 (44.26%) Analytics
4 49 (40.16%) Mathematics
5 47 (38.52%) Computer Science
6 46 (37.70%) Agile Software Development
7 40 (32.79%) Visualisation
8 36 (29.51%) Data Engineering
9 34 (27.87%) Artificial Intelligence
10 30 (24.59%) Deep Learning
11 27 (22.13%) Data Visualisation
11 27 (22.13%) DevOps
12 26 (21.31%) Microservices
13 24 (19.67%) Software Engineering
14 18 (14.75%) Continuous Integration
14 18 (14.75%) Data Analytics
14 18 (14.75%) Data Management
14 18 (14.75%) Statistics
15 16 (13.11%) Data Analysis
16 15 (12.30%) Physics
Programming Languages
1 95 (77.87%) Python
2 61 (50.00%) SQL
3 42 (34.43%) R
4 21 (17.21%) Java
5 14 (11.48%) Scala
6 7 (5.74%) JavaScript
7 5 (4.10%) Bash Shell
8 1 (0.82%) C++
8 1 (0.82%) Clojure
8 1 (0.82%) Julia
8 1 (0.82%) PL/SQL
8 1 (0.82%) VB
Qualifications
1 33 (27.05%) Degree
2 22 (18.03%) PhD
3 12 (9.84%) Numerate Degree
4 11 (9.02%) Master's Degree
5 4 (3.28%) Security Cleared
6 3 (2.46%) Computer Science Degree
7 2 (1.64%) DV Cleared
7 2 (1.64%) SC Cleared
Quality Assurance & Compliance
1 7 (5.74%) GxP
2 6 (4.92%) Sarbanes-Oxley
System Software
1 22 (18.03%) Docker
2 10 (8.20%) HDFS
3 7 (5.74%) Virtual Desktop
3 7 (5.74%) Virtual Servers
4 1 (0.82%) VMware ESXi
4 1 (0.82%) vSphere
Systems Management
1 14 (11.48%) Terraform
2 9 (7.38%) Hadoop YARN
2 9 (7.38%) Kubernetes
3 7 (5.74%) Istio
3 7 (5.74%) Oozie
4 5 (4.10%) Ansible
5 1 (0.82%) Ambari
Vendors
1 28 (22.95%) Google
1 28 (22.95%) Tableau
2 20 (16.39%) Oracle
3 15 (12.30%) Cloudera
3 15 (12.30%) Hortonworks
4 12 (9.84%) Microsoft
5 8 (6.56%) Splunk
6 7 (5.74%) Foundry
6 7 (5.74%) LogRhythm
6 7 (5.74%) Palantir
6 7 (5.74%) StreamSets
7 1 (0.82%) Atlassian
7 1 (0.82%) Databricks
7 1 (0.82%) MicroStrategy
7 1 (0.82%) NVIDIA
7 1 (0.82%) Red Hat
7 1 (0.82%) SAP
7 1 (0.82%) Teradata
7 1 (0.82%) VMware