Period
to 21 July 2018

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 21 July 2018 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
UK
6 months to
21 Jul 2018
Same period 2017 Same period 2016
Rank 821 834 -
Rank change year-on-year +13 - -
Contract jobs citing Jupyter 70 24 0
As % of all contract IT jobs advertised in the UK 0.067% 0.025% -
As % of the Application Platforms category 0.41% 0.15% -
Number of daily rates quoted 52 15 0
UK median daily rate £527 £575 -
Median daily rate % change year-on-year -8.35% - -
UK excluding London median daily rate £449 £500 -
% change year-on-year -10.25% - -
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 17,276 16,251 19,626
As % of all contract IT jobs advertised in the UK 16.58% 16.94% 17.83%
Number of daily rates quoted 11,359 10,490 12,822
UK median daily rate £450 £430 £420
Median daily rate % change year-on-year +4.65% +2.38% +8.39%
10th Percentile £263 £262 £250
90th Percentile £625 £600 £588
UK excluding London median daily rate £420 £400 £395
% change year-on-year +5.00% +1.27% +5.33%
Number of hourly rates quoted 409 393 470
UK median hourly rate £20.00 £19.50 £20.00
Median hourly rate % change year-on-year +2.56% -2.50% +5.26%
10th Percentile £12.00 £10.75 £11.25
90th Percentile £51.25 £52.50 £45.53
UK excluding London median hourly rate £19.50 £19.00 £20.45
% change year-on-year +2.63% -7.07% +10.51%

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 21 July 2018.

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 21 July 2018. 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 +12 61 £528 -8.20% 11
UK excluding London +10 35 £449 -10.25% 4
London -27 34 £550 -4.35% 7
South East - 22 £473 - 2
Wales - 8 £500 -
North West - 3 £360 -
North of England - 3 £360 -
East of England -1 2 £288 -55.77% 1

For the 6 months to 21 July 2018, 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 68 (97.14%) Python
2 52 (74.29%) Data Science
3 41 (58.57%) Machine Learning
4 34 (48.57%) Pandas
5 32 (45.71%) Analytics
6 30 (42.86%) R
7 29 (41.43%) Analytical Skills
8 28 (40.00%) Statistics
9 26 (37.14%) Mathematics
9 26 (37.14%) Visualisation
10 24 (34.29%) PySpark
11 22 (31.43%) NumPy
12 20 (28.57%) Tableau
12 20 (28.57%) Degree
13 19 (27.14%) Matplotlib
14 18 (25.71%) Trend Analysis
14 18 (25.71%) Data Cleansing
14 18 (25.71%) Data Analysis
14 18 (25.71%) TensorFlow
15 17 (24.29%) Deep Learning
15 17 (24.29%) Data Mining
16 16 (22.86%) Agile Software Development
16 16 (22.86%) Amazon AWS
16 16 (22.86%) scikit-learn
16 16 (22.86%) Keras
17 15 (21.43%) Sentiment Analysis
17 15 (21.43%) Predictive Analysis
17 15 (21.43%) Decision-Making
17 15 (21.43%) Open Source
17 15 (21.43%) Computer Science

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 9 (12.86%) Tomcat
2 7 (10.00%) Apache Spark
2 7 (10.00%) Elasticsearch
3 6 (8.57%) IPython
4 4 (5.71%) Apache
5 3 (4.29%) Apache Pig
6 1 (1.43%) Apache Airflow
6 1 (1.43%) Gunicorn
6 1 (1.43%) nginx
Applications
1 2 (2.86%) Microsoft Excel
Business Applications
1 1 (1.43%) Remedy ITSM
Cloud Services
1 16 (22.86%) Amazon AWS
2 8 (11.43%) Amazon S3
3 7 (10.00%) Amazon EC2
3 7 (10.00%) Azure Machine Learning
3 7 (10.00%) Microsoft Azure
3 7 (10.00%) Virtual Private Cloud
4 6 (8.57%) Route 53
5 1 (1.43%) AdWords
5 1 (1.43%) Amazon EMR
5 1 (1.43%) AWS CloudFormation
5 1 (1.43%) AWS Lambda
5 1 (1.43%) OpenShift
5 1 (1.43%) Serverless
Communications & Networking
1 6 (8.57%) HTTP
1 6 (8.57%) SSL
2 2 (2.86%) SMS
3 1 (1.43%) Kerberos
3 1 (1.43%) SSH
Database & Business Intelligence
1 17 (24.29%) Data Mining
2 12 (17.14%) Hadoop
3 9 (12.86%) Big Data
4 7 (10.00%) Geospatial Data
4 7 (10.00%) Power BI
5 4 (5.71%) Apache Hive
5 4 (5.71%) HBase
6 3 (4.29%) Mahout
6 3 (4.29%) MongoDB
7 2 (2.86%) Looker
7 2 (2.86%) NoSQL
8 1 (1.43%) Amazon RDS
8 1 (1.43%) Apache Zeppelin
8 1 (1.43%) Impala
8 1 (1.43%) KNIME
8 1 (1.43%) MySQL
8 1 (1.43%) Parquet
8 1 (1.43%) Spark SQL
Development Applications
1 13 (18.57%) Jenkins
2 9 (12.86%) JIRA
2 9 (12.86%) Sonatype Nexus
3 8 (11.43%) IntelliJ
4 6 (8.57%) RStudio
5 1 (1.43%) Git (software)
5 1 (1.43%) Maven
5 1 (1.43%) Selenium
5 1 (1.43%) Team Foundation Server
General
1 13 (18.57%) Finance
1 13 (18.57%) Games
2 10 (14.29%) Banking
3 2 (2.86%) Advertising
4 1 (1.43%) Automotive
4 1 (1.43%) Manufacturing
Job Titles
1 39 (55.71%) Data Scientist
2 16 (22.86%) Developer
2 16 (22.86%) Python Developer
3 10 (14.29%) Machine Learning Scientist
4 7 (10.00%) Senior Data Scientist
5 6 (8.57%) Site Reliability Engineer
6 5 (7.14%) DevOps Engineer
6 5 (7.14%) Site Engineer
7 3 (4.29%) Analyst
7 3 (4.29%) Data Analyst
7 3 (4.29%) Data Engineer
7 3 (4.29%) Kubernetes Engineer
8 2 (2.86%) AWS Engineer
8 2 (2.86%) Big Data Engineer
8 2 (2.86%) Machine Learning Engineer
8 2 (2.86%) Python Engineer
9 1 (1.43%) DevOps Systems Engineer
9 1 (1.43%) Enterprise Management Architect
9 1 (1.43%) Platform Engineer
9 1 (1.43%) SQL Analyst
Libraries, Frameworks & Software Standards
1 34 (48.57%) Pandas
2 24 (34.29%) PySpark
3 22 (31.43%) NumPy
4 19 (27.14%) Matplotlib
5 18 (25.71%) TensorFlow
6 16 (22.86%) Keras
6 16 (22.86%) scikit-learn
7 13 (18.57%) D3.js
7 13 (18.57%) Unity (Game Engine)
7 13 (18.57%) Unreal Engine
8 9 (12.86%) REST
9 8 (11.43%) Anaconda
10 7 (10.00%) Elastic Stack
11 6 (8.57%) OAuth
11 6 (8.57%) SAML
12 4 (5.71%) Flask
13 3 (4.29%) Django
13 3 (4.29%) SciPy
13 3 (4.29%) Seaborn
14 2 (2.86%) Natural Language Processing
Miscellaneous
1 29 (41.43%) Analytical Skills
2 15 (21.43%) Computer Science
3 6 (8.57%) User Experience
4 4 (5.71%) Algorithms
5 1 (1.43%) Management Information System
5 1 (1.43%) Self-Motivation
Operating Systems
1 13 (18.57%) Linux
2 10 (14.29%) Unix
3 8 (11.43%) Red Hat Enterprise Linux
4 1 (1.43%) Windows
Processes & Methodologies
1 52 (74.29%) Data Science
2 41 (58.57%) Machine Learning
3 32 (45.71%) Analytics
4 28 (40.00%) Statistics
5 26 (37.14%) Mathematics
5 26 (37.14%) Visualisation
6 18 (25.71%) Data Analysis
6 18 (25.71%) Data Cleansing
6 18 (25.71%) Trend Analysis
7 17 (24.29%) Deep Learning
8 16 (22.86%) Agile Software Development
9 15 (21.43%) Decision-Making
9 15 (21.43%) Open Source
9 15 (21.43%) Predictive Analysis
9 15 (21.43%) Sentiment Analysis
9 15 (21.43%) Software Engineering
10 14 (20.00%) Problem-Solving
11 13 (18.57%) Quantitative Analysis
12 12 (17.14%) Collaborative Working
13 10 (14.29%) Artificial Intelligence
Programming Languages
1 68 (97.14%) Python
2 30 (42.86%) R
3 13 (18.57%) SQL
4 12 (17.14%) Java
5 6 (8.57%) Go
5 6 (8.57%) JavaScript
5 6 (8.57%) Shell Script
6 5 (7.14%) Scala
7 1 (1.43%) C
7 1 (1.43%) Kotlin
7 1 (1.43%) MATLAB
Qualifications
1 20 (28.57%) Degree
2 13 (18.57%) Security Cleared
3 10 (14.29%) SC Cleared
4 3 (4.29%) PhD
5 2 (2.86%) Master's Degree
6 1 (1.43%) BPSS Clearance
Quality Assurance & Compliance
1 1 (1.43%) Data Quality
1 1 (1.43%) GCP
1 1 (1.43%) GDPR
System Software
1 9 (12.86%) Docker
2 1 (1.43%) Active Directory
2 1 (1.43%) Apache Flume
2 1 (1.43%) Apache ZooKeeper
Systems Management
1 7 (10.00%) Kibana
1 7 (10.00%) Kubernetes
1 7 (10.00%) logstash
2 6 (8.57%) Fluentd
2 6 (8.57%) Grafana
2 6 (8.57%) Prometheus
3 4 (5.71%) Terraform
4 2 (2.86%) Ansible
5 1 (1.43%) Hadoop YARN
5 1 (1.43%) Oozie
5 1 (1.43%) Packer
5 1 (1.43%) SCCM
5 1 (1.43%) SCOM
5 1 (1.43%) SCVMM
Vendors
1 20 (28.57%) Tableau
2 8 (11.43%) Cloudera
3 3 (4.29%) MapR
4 2 (2.86%) Cognos
4 2 (2.86%) Google
4 2 (2.86%) IBM
4 2 (2.86%) Jaspersoft
4 2 (2.86%) SAP
5 1 (1.43%) BMC
5 1 (1.43%) CA
5 1 (1.43%) Dataiku
5 1 (1.43%) Facebook
5 1 (1.43%) Hortonworks
5 1 (1.43%) HP
5 1 (1.43%) Microsoft
5 1 (1.43%) Remedy
5 1 (1.43%) ServiceNow
5 1 (1.43%) Splunk
5 1 (1.43%) Twitter