Period
to 16 February 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 16 February 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
16 Feb 2020
Same period 2019 Same period 2018
Rank 630 805 813
Rank change year-on-year +175 +8 +38
Contract jobs citing Jupyter 94 74 81
As % of all contract IT jobs advertised in the UK 0.14% 0.075% 0.080%
As % of the Application Platforms category 0.96% 0.46% 0.49%
Number of daily rates quoted 77 52 65
UK median daily rate £500 £525 £527
Median daily rate % change year-on-year -4.76% -0.38% -8.35%
10th Percentile £400 £419 £350
90th Percentile £675 £660 £790
UK excluding London median daily rate £579 £525 £523
% change year-on-year +10.24% +0.48% +1.95%
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 9,770 16,016 16,500
As % of all contract IT jobs advertised in the UK 14.36% 16.27% 16.29%
Number of daily rates quoted 6,264 10,348 10,990
UK median daily rate £450 £475 £450
Median daily rate % change year-on-year -5.26% +5.56% +5.88%
10th Percentile £260 £280 £263
90th Percentile £638 £638 £625
UK excluding London median daily rate £425 £425 £400
% change year-on-year - +6.25% -
Number of hourly rates quoted 237 342 394
UK median hourly rate £21.00 £20.00 £19.00
Median hourly rate % change year-on-year +5.00% +5.26% -3.18%
10th Percentile £11.40 £12.00 £11.25
90th Percentile £51.75 £47.80 £47.50
UK excluding London median hourly rate £19.00 £17.50 £18.30
% change year-on-year +8.57% -4.38% -6.14%

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 16 February 2020.

Contractor daily rate histogram for Jupyter in the UK

Jupyter
Top 6 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 16 February 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 +167 88 £500 -4.76% 14
London +146 52 £475 -8.65% 10
UK excluding London +101 39 £579 +10.24% 4
South East +78 34 £579 +10.24% 2
Wales +30 3 £513 +7.89%
East of England +34 2 £600 -

For the 6 months to 16 February 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 66 (70.21%) Python
2 57 (60.64%) Machine Learning
3 47 (50.00%) Apache Spark
3 47 (50.00%) Data Science
4 45 (47.87%) SQL
5 39 (41.49%) TensorFlow
6 38 (40.43%) Mathematics
7 37 (39.36%) Artificial Intelligence
8 36 (38.30%) Analytics
8 36 (38.30%) Data Engineering
8 36 (38.30%) Agile Software Development
8 36 (38.30%) Visualisation
9 35 (37.23%) AWS
9 35 (37.23%) Computer Science
9 35 (37.23%) Pandas
10 33 (35.11%) Degree
10 33 (35.11%) Azure
11 30 (31.91%) Data Visualisation
12 27 (28.72%) PySpark
13 25 (26.60%) Tableau
13 25 (26.60%) NumPy
13 25 (26.60%) Cloud Computing
14 24 (25.53%) Hadoop
15 22 (23.40%) Big Data
16 21 (22.34%) Deep Learning
16 21 (22.34%) DevOps
16 21 (22.34%) NoSQL
16 21 (22.34%) Web Services
17 20 (21.28%) XML
17 20 (21.28%) HTML

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 47 (50.00%) Apache Spark
2 20 (21.28%) Apache
3 9 (9.57%) SAS
4 2 (2.13%) Jetty
4 2 (2.13%) Tomcat
5 1 (1.06%) Apache Airflow
Applications
1 6 (6.38%) Microsoft Excel
Business Applications
1 4 (4.26%) SAP CRM
1 4 (4.26%) SAP ERP
1 4 (4.26%) SAP IS-U
Cloud Services
1 35 (37.23%) AWS
2 33 (35.11%) Azure
3 25 (26.60%) Cloud Computing
4 18 (19.15%) PaaS
5 17 (18.09%) Azure Machine Learning
6 11 (11.70%) GCP
7 8 (8.51%) Power Platform
8 7 (7.45%) Amazon Kinesis
8 7 (7.45%) Datadog
8 7 (7.45%) Stackdriver
9 6 (6.38%) Amazon EMR
10 3 (3.19%) GitHub
11 2 (2.13%) Amazon EC2
11 2 (2.13%) Amazon S3
11 2 (2.13%) Amazon SageMaker
11 2 (2.13%) Serverless
12 1 (1.06%) Amazon ECS
Communications & Networking
1 7 (7.45%) SAN
Database & Business Intelligence
1 24 (25.53%) Hadoop
2 22 (23.40%) Big Data
3 21 (22.34%) NoSQL
4 16 (17.02%) Apache Hive
4 16 (17.02%) Geospatial Data
5 15 (15.96%) SQL Server
6 14 (14.89%) Impala
7 13 (13.83%) GIS
8 9 (9.57%) Apache Zeppelin
9 8 (8.51%) BigQuery
9 8 (8.51%) Data Lake
9 8 (8.51%) Power BI
10 7 (7.45%) Relational Database
10 7 (7.45%) Spark SQL
10 7 (7.45%) Sqoop
11 4 (4.26%) Data Mining
12 3 (3.19%) Amazon Redshift
12 3 (3.19%) MongoDB
13 2 (2.13%) Amazon RDS
13 2 (2.13%) Cosmos DB
Development Applications
1 20 (21.28%) Git (software)
2 9 (9.57%) JIRA
3 2 (2.13%) Maven
4 1 (1.06%) ERwin
4 1 (1.06%) GitLab
4 1 (1.06%) GoCD
4 1 (1.06%) RStudio
General
1 20 (21.28%) Publishing
2 16 (17.02%) Finance
3 5 (5.32%) Marketing
4 4 (4.26%) Banking
4 4 (4.26%) Games
4 4 (4.26%) Law
5 3 (3.19%) Retail Banking
6 2 (2.13%) Public Sector
7 1 (1.06%) Front Office
7 1 (1.06%) Investment Banking
Job Titles
1 37 (39.36%) Data Scientist
2 14 (14.89%) Data Engineer
2 14 (14.89%) Senior Data Scientist
3 9 (9.57%) Architect
4 7 (7.45%) Cloud Engineer
5 6 (6.38%) Machine Learning Scientist
5 6 (6.38%) Solutions Architect
6 5 (5.32%) Big Data Engineer
6 5 (5.32%) Data Architect
7 4 (4.26%) Developer
7 4 (4.26%) Python Engineer
8 3 (3.19%) Content Designer
8 3 (3.19%) Data Science Engineer
8 3 (3.19%) Designer
8 3 (3.19%) Platform Engineer
8 3 (3.19%) Python Developer
8 3 (3.19%) Senior Data Engineer
9 2 (2.13%) Big Data Architect
9 2 (2.13%) Enterprise Data Architect
9 2 (2.13%) Technical Writer
Libraries, Frameworks & Software Standards
1 39 (41.49%) TensorFlow
2 35 (37.23%) Pandas
3 27 (28.72%) PySpark
4 25 (26.60%) NumPy
5 21 (22.34%) Web Services
6 20 (21.28%) HTML
6 20 (21.28%) scikit-learn
6 20 (21.28%) XML
7 19 (20.21%) Keras
8 14 (14.89%) Kafka
9 8 (8.51%) JSON
10 7 (7.45%) Apache NiFi
10 7 (7.45%) Natural Language Processing
11 3 (3.19%) Matplotlib
11 3 (3.19%) Node.js
11 3 (3.19%) SciPy
11 3 (3.19%) Unity (Game Engine)
12 2 (2.13%) PyMC3
12 2 (2.13%) PyXLL
13 1 (1.06%) MLlib
Miscellaneous
1 10 (10.64%) Algorithms
1 10 (10.64%) Analytical Skills
1 10 (10.64%) Lidar
2 8 (8.51%) Smart City
3 5 (5.32%) Social Media
4 4 (4.26%) Analytical Mindset
4 4 (4.26%) Public Cloud
5 2 (2.13%) Clustering
5 2 (2.13%) User Experience
6 1 (1.06%) Cloud Native
6 1 (1.06%) Data Structures
6 1 (1.06%) Derivative
6 1 (1.06%) Fixed Income
6 1 (1.06%) Online Games
Operating Systems
1 10 (10.64%) Linux
2 7 (7.45%) CentOS
2 7 (7.45%) Red Hat Enterprise Linux
2 7 (7.45%) Windows
2 7 (7.45%) Windows Server
3 1 (1.06%) Unix
Processes & Methodologies
1 57 (60.64%) Machine Learning
2 47 (50.00%) Data Science
3 38 (40.43%) Mathematics
4 37 (39.36%) Artificial Intelligence
5 36 (38.30%) Agile Software Development
5 36 (38.30%) Analytics
5 36 (38.30%) Data Engineering
5 36 (38.30%) Visualisation
6 35 (37.23%) Computer Science
7 30 (31.91%) Data Visualisation
8 21 (22.34%) Deep Learning
8 21 (22.34%) DevOps
9 18 (19.15%) Data Management
10 16 (17.02%) Migration
11 15 (15.96%) Data Analysis
11 15 (15.96%) Physics
12 14 (14.89%) Content Writing
12 14 (14.89%) Continuous Integration
13 13 (13.83%) Problem-Solving
13 13 (13.83%) Reinforcement Learning
Programming Languages
1 66 (70.21%) Python
2 45 (47.87%) SQL
3 15 (15.96%) R
4 12 (12.77%) Java
5 11 (11.70%) Scala
6 3 (3.19%) Bash Shell
6 3 (3.19%) Go
7 2 (2.13%) Groovy
7 2 (2.13%) Korn
7 2 (2.13%) Ruby
8 1 (1.06%) C++
8 1 (1.06%) JavaScript
8 1 (1.06%) VB
Qualifications
1 33 (35.11%) Degree
2 13 (13.83%) Numerate Degree
3 12 (12.77%) PhD
4 11 (11.70%) Master's Degree
5 4 (4.26%) Security Cleared
6 3 (3.19%) SC Cleared
7 2 (2.13%) DV Cleared
8 1 (1.06%) DBS Check
8 1 (1.06%) Postgraduate
Quality Assurance & Compliance
1 5 (5.32%) Data Quality
System Software
1 7 (7.45%) HDFS
1 7 (7.45%) Virtual Desktop
1 7 (7.45%) Virtual Servers
2 4 (4.26%) Docker
Systems Management
1 10 (10.64%) Terraform
2 7 (7.45%) Hadoop YARN
2 7 (7.45%) Istio
2 7 (7.45%) Oozie
3 4 (4.26%) Kubernetes
Vendors
1 25 (26.60%) Tableau
2 17 (18.09%) Google
3 15 (15.96%) Cloudera
3 15 (15.96%) Hortonworks
3 15 (15.96%) Oracle
4 8 (8.51%) Microsoft
4 8 (8.51%) Splunk
5 7 (7.45%) Foundry
5 7 (7.45%) LogRhythm
5 7 (7.45%) Palantir
5 7 (7.45%) StreamSets
6 4 (4.26%) SAP
7 2 (2.13%) Cognos
8 1 (1.06%) Databricks