Period
to 19 February 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 19 February 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
19 Feb 2019
Same period 2018 Same period 2017
Rank 792 796 807
Rank change year-on-year +4 +11 -
Contract jobs citing Jupyter 75 81 26
As % of all contract IT jobs advertised in the UK 0.076% 0.080% 0.028%
As % of the Application Platforms category 0.46% 0.49% 0.15%
Number of daily rates quoted 52 65 27
UK median daily rate £525 £527 £575
Median daily rate % change year-on-year -0.38% -8.35% -
10th Percentile £419 £350 £481
90th Percentile £660 £790 £698
UK excluding London median daily rate £525 £523 £513
% change year-on-year +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 16,142 16,382 16,868
As % of all contract IT jobs advertised in the UK 16.27% 16.26% 17.85%
Number of daily rates quoted 10,441 10,939 10,871
UK median daily rate £475 £450 £425
Median daily rate % change year-on-year +5.56% +5.88% +6.25%
10th Percentile £276 £263 £255
90th Percentile £638 £625 £600
UK excluding London median daily rate £425 £400 £400
% change year-on-year +6.25% - -
Number of hourly rates quoted 340 386 356
UK median hourly rate £19.82 £19.00 £19.00
Median hourly rate % change year-on-year +4.33% - -5.00%
10th Percentile £12.00 £11.25 £12.00
90th Percentile £47.90 £47.50 £47.50
UK excluding London median hourly rate £17.38 £18.30 £19.00
% change year-on-year -5.07% -3.67% -

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 19 February 2019.

Contractor daily rate histogram for Jupyter in the UK

Jupyter
Top 9 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 19 February 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 -3 72 £525 -0.74% 8
UK excluding London -12 41 £525 +0.48% 3
South East -6 35 £525 +1.69% 2
London +3 33 £520 -9.57% 5
Wales -2 2 £475 -5.00%
East of England - 2 - - 1
West Midlands - 1 £450 -
Midlands - 1 £450 -
South West - 1 £425 -

For the 6 months to 19 February 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 75 (100.00%) Python
2 46 (61.33%) Apache Spark
3 41 (54.67%) Data Science
4 35 (46.67%) Analytics
5 32 (42.67%) Agile Software Development
6 28 (37.33%) Apache
6 28 (37.33%) Pandas
7 27 (36.00%) TensorFlow
7 27 (36.00%) PySpark
8 25 (33.33%) SQL
9 24 (32.00%) Machine Learning
10 23 (30.67%) Hadoop
11 21 (28.00%) Big Data
11 21 (28.00%) NumPy
11 21 (28.00%) Elasticsearch
12 20 (26.67%) DevOps
12 20 (26.67%) Visualisation
12 20 (26.67%) Security Cleared
12 20 (26.67%) Artificial Intelligence
13 19 (25.33%) SC Cleared
13 19 (25.33%) NoSQL
14 18 (24.00%) Kafka
14 18 (24.00%) Microsoft Azure
14 18 (24.00%) Java
15 17 (22.67%) Tableau
15 17 (22.67%) Docker
16 16 (21.33%) Data Visualisation
16 16 (21.33%) Kubernetes
16 16 (21.33%) scikit-learn
16 16 (21.33%) Microservices

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 46 (61.33%) Apache Spark
2 28 (37.33%) Apache
3 21 (28.00%) Elasticsearch
4 12 (16.00%) Apache Qpid
5 10 (13.33%) Apache Solr
6 4 (5.33%) Confluence
7 3 (4.00%) Apache Airflow
8 2 (2.67%) Luigi
8 2 (2.67%) nginx
9 1 (1.33%) Apache Pig
9 1 (1.33%) IPython
9 1 (1.33%) SAS
9 1 (1.33%) Tomcat
Business Applications
1 8 (10.67%) Unica
2 1 (1.33%) Dynamics AX
2 1 (1.33%) Dynamics CRM
2 1 (1.33%) Dynamics NAV
Cloud Services
1 18 (24.00%) Microsoft Azure
2 13 (17.33%) Google Cloud Platform
3 12 (16.00%) Amazon AWS
3 12 (16.00%) PaaS
4 11 (14.67%) Azure Machine Learning
5 5 (6.67%) Amazon S3
6 3 (4.00%) Amazon CloudWatch
6 3 (4.00%) Amazon EC2
6 3 (4.00%) Amazon EMR
6 3 (4.00%) AWS Lambda
6 3 (4.00%) CloudFront
6 3 (4.00%) Serverless
6 3 (4.00%) Virtual Private Cloud
7 2 (2.67%) Amazon Kinesis
7 2 (2.67%) AWS CloudTrail
7 2 (2.67%) Route 53
8 1 (1.33%) Amazon Glacier
8 1 (1.33%) Amazon SQS
8 1 (1.33%) AWS CloudFormation
8 1 (1.33%) AWS Elastic Beanstalk
Communications & Networking
1 8 (10.67%) DAB
2 2 (2.67%) Kerberos
2 2 (2.67%) VPN
3 1 (1.33%) Internet
Database & Business Intelligence
1 23 (30.67%) Hadoop
2 21 (28.00%) Big Data
3 19 (25.33%) NoSQL
4 12 (16.00%) Apache Hive
4 12 (16.00%) GIS
5 11 (14.67%) Geospatial Data
6 10 (13.33%) HBase
7 4 (5.33%) Amazon Athena
8 3 (4.00%) Amazon Redshift
8 3 (4.00%) PostgreSQL
9 2 (2.67%) Amazon RDS
9 2 (2.67%) Apache Zeppelin
9 2 (2.67%) Data Lake
9 2 (2.67%) Redis
9 2 (2.67%) Sqoop
9 2 (2.67%) Text Mining
10 1 (1.33%) MySQL
10 1 (1.33%) Power BI
10 1 (1.33%) Relational Database
10 1 (1.33%) SQL Server
Development Applications
1 15 (20.00%) Git (software)
2 4 (5.33%) JIRA
3 3 (4.00%) Jenkins
4 2 (2.67%) Bitbucket
4 2 (2.67%) Selenium
General
1 11 (14.67%) Finance
1 11 (14.67%) Marketing
2 6 (8.00%) Advertising
2 6 (8.00%) Banking
3 3 (4.00%) Retail
4 2 (2.67%) Front Office
5 1 (1.33%) Investment Banking
5 1 (1.33%) Legal
5 1 (1.33%) Pharmaceutical
5 1 (1.33%) Telecoms
Job Titles
1 20 (26.67%) Data Scientist
2 15 (20.00%) Data Engineer
3 14 (18.67%) Big Data Engineer
4 12 (16.00%) Architect
5 7 (9.33%) Administrator
5 7 (9.33%) Hadoop Administrator
5 7 (9.33%) Software Engineer
6 6 (8.00%) Big Data Software Engineer
7 4 (5.33%) Consultant
7 4 (5.33%) Developer
7 4 (5.33%) Elasticsearch Engineer
7 4 (5.33%) Hadoop Architect
8 3 (4.00%) Applications Architect
8 3 (4.00%) Java Engineer
8 3 (4.00%) Java Software Engineer
8 3 (4.00%) Python Developer
8 3 (4.00%) Senior Architect
8 3 (4.00%) Senior Data Scientist
8 3 (4.00%) Senior Hadoop Architect
9 2 (2.67%) Hadoop Consultant
Libraries, Frameworks & Software Standards
1 28 (37.33%) Pandas
2 27 (36.00%) PySpark
2 27 (36.00%) TensorFlow
3 21 (28.00%) NumPy
4 18 (24.00%) Kafka
5 16 (21.33%) scikit-learn
6 15 (20.00%) Keras
7 14 (18.67%) Apache NiFi
8 13 (17.33%) Anaconda
9 12 (16.00%) Apache Avro
9 12 (16.00%) Apache Camel
9 12 (16.00%) XML
9 12 (16.00%) XSLT
10 11 (14.67%) Natural Language Processing
11 10 (13.33%) Apache Tez
12 8 (10.67%) Elastic Stack
13 6 (8.00%) Regular Expression
14 4 (5.33%) Node.js
14 4 (5.33%) SciPy
15 3 (4.00%) Matplotlib
Miscellaneous
1 7 (9.33%) Analytical Skills
2 3 (4.00%) Algorithms
2 3 (4.00%) Data Structures
3 2 (2.67%) Cloud Native
3 2 (2.67%) Fixed Income
3 2 (2.67%) Greenfield Project
3 2 (2.67%) Hedge funds
3 2 (2.67%) Linux Command Line
3 2 (2.67%) Management Information System
4 1 (1.33%) Equities
4 1 (1.33%) Foreign Exchange (FX)
4 1 (1.33%) Robotics
Operating Systems
1 11 (14.67%) Linux
2 6 (8.00%) Red Hat Enterprise Linux
3 1 (1.33%) Unix
Processes & Methodologies
1 41 (54.67%) Data Science
2 35 (46.67%) Analytics
3 32 (42.67%) Agile Software Development
4 24 (32.00%) Machine Learning
5 20 (26.67%) Artificial Intelligence
5 20 (26.67%) DevOps
5 20 (26.67%) Visualisation
6 16 (21.33%) Data Visualisation
6 16 (21.33%) Microservices
7 15 (20.00%) Software Engineering
8 14 (18.67%) Data Engineering
8 14 (18.67%) Data Munging
8 14 (18.67%) Deep Learning
9 11 (14.67%) Computer Science
9 11 (14.67%) Kanban
10 9 (12.00%) Anomaly Detection
10 9 (12.00%) CRM
11 8 (10.67%) Digital Marketing
11 8 (10.67%) Mathematics
11 8 (10.67%) Telematics
Programming Languages
1 75 (100.00%) Python
2 25 (33.33%) SQL
3 18 (24.00%) Java
4 13 (17.33%) C++
5 10 (13.33%) R
6 9 (12.00%) Shell Script
7 5 (6.67%) JavaScript
8 4 (5.33%) Bash Shell
9 3 (4.00%) C
10 2 (2.67%) MATLAB
11 1 (1.33%) C#
11 1 (1.33%) PowerShell
11 1 (1.33%) Scala
Qualifications
1 20 (26.67%) Security Cleared
2 19 (25.33%) SC Cleared
3 13 (17.33%) Degree
4 6 (8.00%) Numerate Degree
5 4 (5.33%) Computer Science Degree
5 4 (5.33%) Master's Degree
5 4 (5.33%) PhD
6 1 (1.33%) DV Cleared
Quality Assurance & Compliance
1 2 (2.67%) Data Quality
2 1 (1.33%) QA
System Software
1 17 (22.67%) Docker
2 10 (13.33%) HDFS
3 2 (2.67%) Apache Flume
3 2 (2.67%) Apache ZooKeeper
Systems Management
1 16 (21.33%) Kubernetes
2 10 (13.33%) Hadoop YARN
3 9 (12.00%) Kibana
4 8 (10.67%) logstash
5 4 (5.33%) Terraform
6 2 (2.67%) Ambari
6 2 (2.67%) Ansible
6 2 (2.67%) Oozie
7 1 (1.33%) Opscode Chef
Vendors
1 17 (22.67%) Tableau
2 11 (14.67%) Google
3 8 (10.67%) Datameer
4 3 (4.00%) Hortonworks
5 2 (2.67%) Alteryx
5 2 (2.67%) Atlassian
5 2 (2.67%) Facebook
5 2 (2.67%) Greenplum
5 2 (2.67%) Microsoft
5 2 (2.67%) MicroStrategy
5 2 (2.67%) Rackspace
5 2 (2.67%) Twitter
6 1 (1.33%) Cloudera
6 1 (1.33%) Fujitsu