Period
to 25 April 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 25 April 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
25 Apr 2018
Same period 2017 Same period 2016
Rank 792 792 -
Rank change year-on-year 0 - -
Contract jobs citing Jupyter 92 30 0
As % of all contract IT jobs advertised in the UK 0.091% 0.033% -
As % of the Application Platforms category 0.55% 0.19% -
Number of daily rates quoted 74 27 0
UK median daily rate £525 £575 -
Median daily rate % change year-on-year -8.70% - -
UK excluding London median daily rate £500 £513 -
% change year-on-year -2.44% - -
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 16,604 15,583 18,400
As % of all contract IT jobs advertised in the UK 16.43% 17.09% 17.22%
Number of daily rates quoted 10,989 10,038 11,835
UK median daily rate £450 £425 £410
Median daily rate % change year-on-year +5.88% +3.66% +2.50%
10th Percentile £263 £256 £243
90th Percentile £625 £600 £588
UK excluding London median daily rate £413 £390 £390
% change year-on-year +5.77% - +4.00%
Number of hourly rates quoted 382 320 464
UK median hourly rate £19.00 £19.56 £21.00
Median hourly rate % change year-on-year -2.88% -6.85% +12.30%
10th Percentile £11.25 £11.25 £11.00
90th Percentile £47.83 £50.00 £46.60
UK excluding London median hourly rate £17.51 £19.00 £20.00
% change year-on-year -7.87% -5.00% +14.29%

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 25 April 2018.

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 25 April 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 +30 82 £527 -8.35% 6
UK excluding London +27 50 £500 -2.44% 1
London -26 40 £550 -7.17% 5
South East +14 32 £500 -6.98% 1
Wales -8 8 £500 -2.44%
North of England - 8 £600 -
Yorkshire - 5 £650 -
North West - 3 £360 -
East of England -2 2 £288 -55.77%

For the 6 months to 25 April 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 89 (96.74%) Python
2 70 (76.09%) Data Science
3 57 (61.96%) Pandas
4 55 (59.78%) NumPy
5 51 (55.43%) Machine Learning
6 50 (54.35%) Matplotlib
7 48 (52.17%) Statistics
8 44 (47.83%) Trend Analysis
9 41 (44.57%) R
10 39 (42.39%) Analytics
11 38 (41.30%) Analytical Skills
12 35 (38.04%) SQL
13 32 (34.78%) Visualisation
13 32 (34.78%) Data Cleansing
14 29 (31.52%) Data Mining
14 29 (31.52%) Agile Software Development
15 28 (30.43%) Sentiment Analysis
15 28 (30.43%) Predictive Analysis
16 27 (29.35%) Decision-Making
16 27 (29.35%) Apache Spark
16 27 (29.35%) Software Engineering
16 27 (29.35%) Scala
17 26 (28.26%) Open Source
17 26 (28.26%) Tableau
18 25 (27.17%) Hadoop
18 25 (27.17%) Mathematics
18 25 (27.17%) scikit-learn
19 24 (26.09%) Unity (Game Engine)
19 24 (26.09%) Unreal Engine
19 24 (26.09%) PySpark

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 27 (29.35%) Apache Spark
2 22 (23.91%) Apache
3 20 (21.74%) Apache Pig
4 11 (11.96%) Elasticsearch
5 8 (8.70%) IPython
6 7 (7.61%) Tomcat
Applications
1 2 (2.17%) Microsoft Excel
1 2 (2.17%) SPSS
Cloud Services
1 14 (15.22%) Amazon AWS
2 7 (7.61%) Amazon S3
3 6 (6.52%) Amazon EC2
3 6 (6.52%) Route 53
3 6 (6.52%) Virtual Private Cloud
4 2 (2.17%) GitHub
4 2 (2.17%) npm
5 1 (1.09%) AWS CloudFormation
5 1 (1.09%) Google Cloud Platform
5 1 (1.09%) OpenShift
Communications & Networking
1 7 (7.61%) HTTP
2 6 (6.52%) SSL
3 2 (2.17%) SMS
4 1 (1.09%) Internet
4 1 (1.09%) Kerberos
Database & Business Intelligence
1 29 (31.52%) Data Mining
2 25 (27.17%) Hadoop
3 23 (25.00%) Apache Hive
4 21 (22.83%) HBase
5 20 (21.74%) Mahout
5 20 (21.74%) MongoDB
6 6 (6.52%) Big Data
7 4 (4.35%) NoSQL
8 2 (2.17%) Apache Cassandra
8 2 (2.17%) Data Lake
8 2 (2.17%) Flink
8 2 (2.17%) Looker
8 2 (2.17%) Presto
9 1 (1.09%) Apache Zeppelin
9 1 (1.09%) Impala
9 1 (1.09%) KNIME
9 1 (1.09%) MySQL
9 1 (1.09%) Parquet
9 1 (1.09%) RDBMS
9 1 (1.09%) Relational Database
Development Applications
1 12 (13.04%) Jenkins
2 8 (8.70%) JIRA
3 7 (7.61%) Sonatype Nexus
4 6 (6.52%) Git (software)
4 6 (6.52%) IntelliJ
4 6 (6.52%) RStudio
5 3 (3.26%) GoCD
6 2 (2.17%) Bower
6 2 (2.17%) Vagrant
7 1 (1.09%) Eclipse
7 1 (1.09%) Maven
7 1 (1.09%) Subversion
7 1 (1.09%) Team Foundation Server
General
1 23 (25.00%) Games
2 14 (15.22%) Finance
3 10 (10.87%) Banking
4 5 (5.43%) Advertising
4 5 (5.43%) Retail Banking
5 1 (1.09%) Automotive
5 1 (1.09%) Front Office
5 1 (1.09%) Manufacturing
5 1 (1.09%) Marketing
5 1 (1.09%) Pharmaceutical
Job Titles
1 47 (51.09%) Data Scientist
2 20 (21.74%) Developer
3 17 (18.48%) Python Developer
4 7 (7.61%) Analyst
4 7 (7.61%) Data Analyst
4 7 (7.61%) Machine Learning Engineer
4 7 (7.61%) Senior Data Scientist
5 6 (6.52%) Machine Learning Scientist
6 5 (5.43%) DevOps Engineer
6 5 (5.43%) Site Engineer
7 3 (3.26%) JavaScript Engineer
7 3 (3.26%) Kubernetes Engineer
7 3 (3.26%) Software Engineer
8 2 (2.17%) Big Data Developer
8 2 (2.17%) Big Data Engineer
8 2 (2.17%) Data Engineer
8 2 (2.17%) Java Developer
8 2 (2.17%) Java Engineer
8 2 (2.17%) Platform Engineer
9 1 (1.09%) Banking Analyst
Libraries, Frameworks & Software Standards
1 57 (61.96%) Pandas
2 55 (59.78%) NumPy
3 50 (54.35%) Matplotlib
4 25 (27.17%) scikit-learn
5 24 (26.09%) D3.js
5 24 (26.09%) PySpark
5 24 (26.09%) Unity (Game Engine)
5 24 (26.09%) Unreal Engine
6 20 (21.74%) Seaborn
7 11 (11.96%) REST
7 11 (11.96%) TensorFlow
8 9 (9.78%) Keras
9 7 (7.61%) Node.js
10 6 (6.52%) Anaconda
10 6 (6.52%) CSS
10 6 (6.52%) Elastic Stack
10 6 (6.52%) HTML
10 6 (6.52%) OAuth
10 6 (6.52%) SAML
11 5 (5.43%) Flask
Miscellaneous
1 38 (41.30%) Analytical Skills
2 16 (17.39%) Computer Science
3 11 (11.96%) User Experience
4 5 (5.43%) Algorithms
5 1 (1.09%) Clustering
5 1 (1.09%) Fintech
5 1 (1.09%) Internet of Things
5 1 (1.09%) Smart Home
5 1 (1.09%) Smart Meter
Operating Systems
1 11 (11.96%) Linux
2 8 (8.70%) Unix
3 6 (6.52%) Red Hat Enterprise Linux
4 1 (1.09%) Windows
Processes & Methodologies
1 70 (76.09%) Data Science
2 51 (55.43%) Machine Learning
3 48 (52.17%) Statistics
4 44 (47.83%) Trend Analysis
5 39 (42.39%) Analytics
6 32 (34.78%) Data Cleansing
6 32 (34.78%) Visualisation
7 29 (31.52%) Agile Software Development
8 28 (30.43%) Predictive Analysis
8 28 (30.43%) Sentiment Analysis
9 27 (29.35%) Decision-Making
9 27 (29.35%) Software Engineering
10 26 (28.26%) Open Source
11 25 (27.17%) Mathematics
12 24 (26.09%) Data Analysis
13 23 (25.00%) Quantitative Analysis
14 21 (22.83%) MapReduce
15 20 (21.74%) Collaborative Working
16 17 (18.48%) Bayesian Methods
17 16 (17.39%) Linear Regression
Programming Languages
1 89 (96.74%) Python
2 41 (44.57%) R
3 35 (38.04%) SQL
4 27 (29.35%) Scala
5 21 (22.83%) Java
6 14 (15.22%) JavaScript
7 6 (6.52%) Go
7 6 (6.52%) Shell Script
8 3 (3.26%) ES6
8 3 (3.26%) ES7
9 2 (2.17%) C
9 2 (2.17%) C#
9 2 (2.17%) C++
9 2 (2.17%) TypeScript
10 1 (1.09%) Kotlin
10 1 (1.09%) MATLAB
Qualifications
1 21 (22.83%) Security Cleared
2 19 (20.65%) Degree
3 18 (19.57%) SC Cleared
4 2 (2.17%) Master's Degree
4 2 (2.17%) PhD
5 1 (1.09%) BPSS Clearance
Quality Assurance & Compliance
1 1 (1.09%) Data Quality
1 1 (1.09%) GDPR
System Software
1 9 (9.78%) Docker
2 3 (3.26%) Apache Flume
3 1 (1.09%) Active Directory
3 1 (1.09%) Apache ZooKeeper
3 1 (1.09%) Virtual Machines
Systems Management
1 8 (8.70%) Kubernetes
2 6 (6.52%) Fluentd
2 6 (6.52%) Grafana
2 6 (6.52%) Kibana
2 6 (6.52%) logstash
2 6 (6.52%) Prometheus
3 3 (3.26%) Ansible
4 2 (2.17%) Terraform
5 1 (1.09%) Hadoop YARN
5 1 (1.09%) Oozie
Vendors
1 26 (28.26%) Tableau
2 16 (17.39%) MapR
3 12 (13.04%) Cloudera
4 5 (5.43%) Splunk
5 3 (3.26%) Google
6 2 (2.17%) Cognos
6 2 (2.17%) IBM
6 2 (2.17%) Jaspersoft
6 2 (2.17%) SAP
7 1 (1.09%) Dataiku
7 1 (1.09%) Hortonworks
7 1 (1.09%) Oracle