Period
to 23 February 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 23 February 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
23 Feb 2018
Same period 2017 Same period 2016
Rank 785 823 -
Rank change year-on-year +38 - -
Contract jobs citing Jupyter 86 27 0
As % of all contract IT jobs advertised in the UK 0.085% 0.028% -
As % of the Application Platforms category 0.52% 0.16% -
Number of daily rates quoted 71 28 0
UK median daily rate £528 £575 -
Median daily rate % change year-on-year -8.20% - -
UK excluding London median daily rate £516 £513 -
% change year-on-year +0.73% - -
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 16,482 17,104 18,524
As % of all contract IT jobs advertised in the UK 16.25% 17.82% 17.13%
Number of daily rates quoted 11,015 11,039 11,759
UK median daily rate £450 £425 £400
Median daily rate % change year-on-year +5.88% +6.25% +0.95%
10th Percentile £263 £255 £238
90th Percentile £625 £600 £575
UK excluding London median daily rate £400 £400 £398
% change year-on-year - +0.63% +6.00%
Number of hourly rates quoted 379 368 510
UK median hourly rate £19.00 £19.00 £20.00
Median hourly rate % change year-on-year - -5.00% +11.11%
10th Percentile £11.25 £12.00 £11.00
90th Percentile £47.50 £48.75 £47.50
UK excluding London median hourly rate £18.11 £19.00 £19.00
% change year-on-year -4.71% - +8.57%

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 23 February 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 23 February 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 +34 79 £530 -7.83% 7
UK excluding London +32 43 £516 +0.73% 3
London -18 42 £550 -7.17% 4
South East +22 27 £516 -3.95% 1
North of England - 8 £600 -
Wales +1 6 £500 -2.44%
Yorkshire - 5 £650 -
North West - 3 £360 -
East of England -8 2 £288 -55.77% 2

For the 6 months to 23 February 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 84 (97.67%) Python
2 61 (70.93%) Data Science
3 59 (68.60%) Pandas
4 54 (62.79%) NumPy
5 47 (54.65%) Matplotlib
6 44 (51.16%) Machine Learning
7 43 (50.00%) SQL
8 41 (47.67%) Statistics
9 36 (41.86%) Trend Analysis
10 33 (38.37%) Scala
11 32 (37.21%) Analytical Skills
12 30 (34.88%) Apache Spark
12 30 (34.88%) scikit-learn
12 30 (34.88%) R
13 29 (33.72%) Analytics
14 27 (31.40%) Hadoop
15 26 (30.23%) Apache Hive
16 25 (29.07%) Tableau
16 25 (29.07%) Apache
17 24 (27.91%) HBase
18 23 (26.74%) Mahout
18 23 (26.74%) MongoDB
18 23 (26.74%) Visualisation
18 23 (26.74%) Apache Pig
19 22 (25.58%) PySpark
19 22 (25.58%) MapReduce
19 22 (25.58%) Mathematics
19 22 (25.58%) Data Cleansing
19 22 (25.58%) Java
20 21 (24.42%) Agile Software Development

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 30 (34.88%) Apache Spark
2 25 (29.07%) Apache
3 23 (26.74%) Apache Pig
4 10 (11.63%) Elasticsearch
5 7 (8.14%) IPython
6 5 (5.81%) Tomcat
Applications
1 2 (2.33%) Microsoft Excel
1 2 (2.33%) SPSS
Cloud Services
1 15 (17.44%) Amazon AWS
2 7 (8.14%) Amazon S3
3 6 (6.98%) npm
4 5 (5.81%) Amazon EC2
4 5 (5.81%) Route 53
4 5 (5.81%) Virtual Private Cloud
5 3 (3.49%) Google Cloud Platform
6 2 (2.33%) GitHub
Communications & Networking
1 6 (6.98%) HTTP
2 5 (5.81%) SSL
3 2 (2.33%) SMS
4 1 (1.16%) Internet
Database & Business Intelligence
1 27 (31.40%) Hadoop
2 26 (30.23%) Apache Hive
3 24 (27.91%) HBase
4 23 (26.74%) Mahout
4 23 (26.74%) MongoDB
5 20 (23.26%) Data Mining
6 8 (9.30%) Big Data
7 4 (4.65%) NoSQL
8 2 (2.33%) Amazon Redshift
8 2 (2.33%) Apache Cassandra
8 2 (2.33%) BigQuery
8 2 (2.33%) Data Lake
8 2 (2.33%) Flink
8 2 (2.33%) Looker
8 2 (2.33%) PostgreSQL
8 2 (2.33%) Presto
9 1 (1.16%) Apache Zeppelin
9 1 (1.16%) MySQL
9 1 (1.16%) Parquet
9 1 (1.16%) RDBMS
Development Applications
1 11 (12.79%) Jenkins
2 10 (11.63%) Git (software)
3 6 (6.98%) Bower
4 5 (5.81%) JIRA
4 5 (5.81%) RStudio
4 5 (5.81%) Sonatype Nexus
5 4 (4.65%) IntelliJ
6 3 (3.49%) GoCD
7 2 (2.33%) Vagrant
8 1 (1.16%) Eclipse
8 1 (1.16%) Maven
8 1 (1.16%) Subversion
General
1 16 (18.60%) Games
2 14 (16.28%) Finance
3 11 (12.79%) Banking
4 5 (5.81%) Advertising
4 5 (5.81%) Retail Banking
5 4 (4.65%) Front Office
6 1 (1.16%) Automotive
6 1 (1.16%) Manufacturing
6 1 (1.16%) Marketing
6 1 (1.16%) Pharmaceutical
6 1 (1.16%) Retail
Job Titles
1 39 (45.35%) Data Scientist
2 21 (24.42%) Developer
3 18 (20.93%) Python Developer
4 8 (9.30%) Machine Learning Engineer
5 7 (8.14%) Analyst
5 7 (8.14%) Data Analyst
6 6 (6.98%) Senior Data Scientist
7 5 (5.81%) DevOps Engineer
7 5 (5.81%) Machine Learning Scientist
8 4 (4.65%) Data Engineer
8 4 (4.65%) Site Engineer
9 3 (3.49%) JavaScript Engineer
9 3 (3.49%) Kubernetes Engineer
9 3 (3.49%) Software Engineer
10 2 (2.33%) Big Data Developer
10 2 (2.33%) Big Data Engineer
10 2 (2.33%) Java Developer
10 2 (2.33%) Java Engineer
11 1 (1.16%) Big Data Analyst
11 1 (1.16%) Excel Analyst
Libraries, Frameworks & Software Standards
1 59 (68.60%) Pandas
2 54 (62.79%) NumPy
3 47 (54.65%) Matplotlib
4 30 (34.88%) scikit-learn
5 22 (25.58%) PySpark
6 21 (24.42%) Seaborn
7 19 (22.09%) D3.js
8 17 (19.77%) Unity (Game Engine)
8 17 (19.77%) Unreal Engine
9 11 (12.79%) CSS
9 11 (12.79%) Flask
9 11 (12.79%) HTML
9 11 (12.79%) Node.js
9 11 (12.79%) TensorFlow
10 9 (10.47%) AngularJS
10 9 (10.47%) Bokeh
10 9 (10.47%) Keras
10 9 (10.47%) REST
10 9 (10.47%) XML
11 7 (8.14%) React
Miscellaneous
1 32 (37.21%) Analytical Skills
2 15 (17.44%) Computer Science
3 7 (8.14%) User Experience
4 4 (4.65%) Algorithms
5 1 (1.16%) Clustering
5 1 (1.16%) Fintech
5 1 (1.16%) Internet of Things
5 1 (1.16%) Smart Home
5 1 (1.16%) Smart Meter
Operating Systems
1 7 (8.14%) Linux
2 6 (6.98%) Unix
3 4 (4.65%) Red Hat Enterprise Linux
Processes & Methodologies
1 61 (70.93%) Data Science
2 44 (51.16%) Machine Learning
3 41 (47.67%) Statistics
4 36 (41.86%) Trend Analysis
5 29 (33.72%) Analytics
6 23 (26.74%) Visualisation
7 22 (25.58%) Data Cleansing
7 22 (25.58%) MapReduce
7 22 (25.58%) Mathematics
8 21 (24.42%) Agile Software Development
9 20 (23.26%) Open Source
9 20 (23.26%) Predictive Analysis
9 20 (23.26%) Sentiment Analysis
9 20 (23.26%) Software Engineering
10 17 (19.77%) Bayesian Methods
11 16 (18.60%) Data Analysis
11 16 (18.60%) Linear Regression
11 16 (18.60%) Logistic Regression
11 16 (18.60%) Quantitative Analysis
12 13 (15.12%) Collaborative Working
Programming Languages
1 84 (97.67%) Python
2 43 (50.00%) SQL
3 33 (38.37%) Scala
4 30 (34.88%) R
5 22 (25.58%) Java
6 19 (22.09%) JavaScript
7 7 (8.14%) TypeScript
8 5 (5.81%) Go
8 5 (5.81%) Shell Script
9 4 (4.65%) C#
9 4 (4.65%) C++
10 3 (3.49%) ES6
10 3 (3.49%) ES7
11 1 (1.16%) C
11 1 (1.16%) Kotlin
11 1 (1.16%) MATLAB
Qualifications
1 18 (20.93%) Degree
2 16 (18.60%) Security Cleared
3 13 (15.12%) SC Cleared
4 2 (2.33%) Master's Degree
4 2 (2.33%) PhD
5 1 (1.16%) BPSS Clearance
Quality Assurance & Compliance
1 1 (1.16%) GDPR
System Software
1 7 (8.14%) Docker
2 3 (3.49%) Apache Flume
3 2 (2.33%) Virtual Machines
4 1 (1.16%) Apache ZooKeeper
Systems Management
1 7 (8.14%) Kubernetes
2 5 (5.81%) Fluentd
2 5 (5.81%) Grafana
2 5 (5.81%) Kibana
2 5 (5.81%) logstash
2 5 (5.81%) Prometheus
3 2 (2.33%) Ansible
4 1 (1.16%) Hadoop YARN
4 1 (1.16%) Oozie
4 1 (1.16%) Terraform
Vendors
1 25 (29.07%) Tableau
2 16 (18.60%) MapR
3 10 (11.63%) Cloudera
4 5 (5.81%) Google
4 5 (5.81%) Splunk
5 2 (2.33%) Cognos
5 2 (2.33%) IBM
5 2 (2.33%) Jaspersoft
5 2 (2.33%) SAP
6 1 (1.16%) Oracle