Period
to 11 December 2017

The following table provides summary statistics for permanent job vacancies advertised in West Yorkshire with a requirement for Apache Spark skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Apache Spark over the 6 months to 11 December 2017 with a comparison to the same period in the previous 2 years.

Apache Spark
Yorkshire > West Yorkshire
6 months to
11 Dec 2017
Same period 2016 Same period 2015
Rank 229 258 292
Rank change year-on-year +29 +34 -
Permanent jobs citing Apache Spark 26 22 14
As % of all permanent IT jobs advertised in West Yorkshire 0.38% 0.29% 0.15%
As % of the Application Platforms category 2.54% 1.90% 0.78%
Number of salaries quoted 20 20 9
West Yorkshire median annual salary £52,500 £58,750 £52,500
Median salary % change year-on-year -10.64% +11.90% -
10th Percentile £45,625 £42,375 £31,250
90th Percentile £63,750 £67,875 £65,000
Yorkshire median annual salary £52,500 £58,750 £47,500
% change year-on-year -10.64% +23.68% -40.63%

Apache Spark is in the Application Platforms category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in West Yorkshire with a requirement for application platform skills.

All Application Platform Skills
West Yorkshire
Permanent vacancies with a requirement for application platform skills 1025 1158 1788
As % of all permanent IT jobs advertised in West Yorkshire 15.11% 15.38% 19.54%
Number of salaries quoted 903 992 1388
West Yorkshire median annual salary £40,000 £39,500 £38,500
Median salary % change year-on-year +1.27% +2.60% +1.32%
10th Percentile £26,250 £24,638 £24,000
90th Percentile £60,000 £57,500 £58,750
Yorkshire median annual salary £39,000 £37,500 £37,500
% change year-on-year +4.00% - -

Apache Spark
Job Vacancy Trend in West Yorkshire

Job postings citing Apache Spark as a percentage of all IT jobs advertised in West Yorkshire.

Job vacancy trend for Apache Spark in West Yorkshire

Apache Spark
Salary Trend in West Yorkshire

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Apache Spark in West Yorkshire.

Salary trend for Apache Spark in West Yorkshire

Apache Spark
Salary Histogram in West Yorkshire

The salary distribution of IT jobs citing Apache Spark in West Yorkshire over the 6 months to 11 December 2017.

Salary histogram for Apache Spark in West Yorkshire

Apache Spark
Job Locations in West Yorkshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Apache Spark within the West Yorkshire region over the 6 months to 11 December 2017. 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
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Leeds +22 26 £52,500 -8.70% 2
Apache Spark
Yorkshire

For the 6 months to 11 December 2017, IT jobs citing Apache Spark also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the West Yorkshire region with a requirement for Apache Spark.

1 20 (76.92%) Hadoop
2 16 (61.54%) Python
2 16 (61.54%) Agile Software Development
3 15 (57.69%) Kafka
4 12 (46.15%) Docker
4 12 (46.15%) SQL
5 11 (42.31%) Machine Learning
6 10 (38.46%) Analytics
7 9 (34.62%) Big Data
7 9 (34.62%) Java
8 8 (30.77%) Scala
9 7 (26.92%) Apache
9 7 (26.92%) Continuous Integration
10 6 (23.08%) Selenium
10 6 (23.08%) JIRA
10 6 (23.08%) SQL Server
10 6 (23.08%) Puppet
10 6 (23.08%) Riak
10 6 (23.08%) Ansible
10 6 (23.08%) Coaching
11 5 (19.23%) Continuous Delivery
11 5 (19.23%) Mentoring
11 5 (19.23%) Sensu
11 5 (19.23%) Octopus Deploy
11 5 (19.23%) DevOps
11 5 (19.23%) ASP.NET Web API
11 5 (19.23%) Enterprise Software
11 5 (19.23%) AngularJS
11 5 (19.23%) Apache Hive
11 5 (19.23%) Amazon AWS

Apache Spark
Co-occurring IT Skills in West Yorkshire 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 7 (26.92%) Apache
2 5 (19.23%) Confluence
3 3 (11.54%) Apache Pig
3 3 (11.54%) Elasticsearch
4 1 (3.85%) JBoss
4 1 (3.85%) WebLogic
4 1 (3.85%) WebSphere
Cloud Services
1 5 (19.23%) Amazon AWS
2 4 (15.38%) Microsoft Azure
3 1 (3.85%) Bluemix
3 1 (3.85%) GitHub
3 1 (3.85%) IBM Cloud
Database & Business Intelligence
1 20 (76.92%) Hadoop
2 9 (34.62%) Big Data
3 6 (23.08%) Riak
3 6 (23.08%) SQL Server
4 5 (19.23%) Apache Hive
4 5 (19.23%) Event Store
4 5 (19.23%) SQL Server Analysis Services
4 5 (19.23%) SQL Server Integration Services
5 4 (15.38%) MongoDB
6 1 (3.85%) Amazon Redshift
6 1 (3.85%) Apache Cassandra
6 1 (3.85%) Data Mining
6 1 (3.85%) HBase
6 1 (3.85%) Impala
6 1 (3.85%) MariaDB
6 1 (3.85%) NoSQL
6 1 (3.85%) Oracle Database
6 1 (3.85%) Presto
6 1 (3.85%) Relational Database
6 1 (3.85%) Sqoop
Development Applications
1 6 (23.08%) JIRA
1 6 (23.08%) Selenium
2 5 (19.23%) Octopus Deploy
2 5 (19.23%) SpecFlow
2 5 (19.23%) Subversion
2 5 (19.23%) TeamCity
3 4 (15.38%) Git (software)
3 4 (15.38%) Jenkins
4 1 (3.85%) Cucumber
4 1 (3.85%) Eclipse
4 1 (3.85%) gulp
4 1 (3.85%) Talend Open Studio
4 1 (3.85%) Vagrant
4 1 (3.85%) webpack
Job Titles
1 6 (23.08%) Developer
2 5 (19.23%) Automation Tester
2 5 (19.23%) Data Scientist
2 5 (19.23%) Software Developer
2 5 (19.23%) Tester
3 4 (15.38%) Data Engineer
4 3 (11.54%) DevOps Engineer
5 2 (7.69%) Analyst
5 2 (7.69%) Data Analyst
6 1 (3.85%) Agile Developer
6 1 (3.85%) Apache Spark Developer
6 1 (3.85%) Development Manager
6 1 (3.85%) Java Development Manager
6 1 (3.85%) Principal Engineer
6 1 (3.85%) Python Developer
Libraries, Frameworks & Software Standards
1 15 (57.69%) Kafka
2 5 (19.23%) .NET
2 5 (19.23%) .NET Framework
2 5 (19.23%) AngularJS
2 5 (19.23%) ASP.NET
2 5 (19.23%) ASP.NET Web API
2 5 (19.23%) Entity Framework
2 5 (19.23%) JRuby
2 5 (19.23%) MSMQ
2 5 (19.23%) Sensu
3 1 (3.85%) Ember.js
3 1 (3.85%) IBM Integration Bus
3 1 (3.85%) J2EE
3 1 (3.85%) Java EE
3 1 (3.85%) LAMP
3 1 (3.85%) Node.js
3 1 (3.85%) React
3 1 (3.85%) Sass
3 1 (3.85%) Spark Streaming
3 1 (3.85%) Web Services
Miscellaneous
1 5 (19.23%) Enterprise Software
2 4 (15.38%) Greenfield Project
2 4 (15.38%) Social Media
3 1 (3.85%) Algorithms
3 1 (3.85%) Analytical Skills
Operating Systems
1 4 (15.38%) Linux
2 3 (11.54%) Red Hat Enterprise Linux
3 2 (7.69%) Android
3 2 (7.69%) Apple iOS
Processes & Methodologies
1 16 (61.54%) Agile Software Development
2 11 (42.31%) Machine Learning
3 10 (38.46%) Analytics
4 7 (26.92%) Continuous Integration
5 6 (23.08%) Coaching
6 5 (19.23%) Continuous Delivery
6 5 (19.23%) DevOps
6 5 (19.23%) Mathematics
6 5 (19.23%) Mentoring
6 5 (19.23%) MVC
6 5 (19.23%) OO
6 5 (19.23%) OOD
6 5 (19.23%) SDET
6 5 (19.23%) SDLC
6 5 (19.23%) SOA
6 5 (19.23%) Software Engineering
6 5 (19.23%) TDD
6 5 (19.23%) Test Automation
7 4 (15.38%) Statistics
8 3 (11.54%) Scrum
Programming Languages
1 16 (61.54%) Python
2 12 (46.15%) SQL
3 9 (34.62%) Java
4 8 (30.77%) Scala
5 5 (19.23%) C#
6 3 (11.54%) Bash Shell
6 3 (11.54%) R
7 1 (3.85%) ES6
7 1 (3.85%) Shell Script
Qualifications
1 4 (15.38%) PhD
2 2 (7.69%) SC Cleared
2 2 (7.69%) Security Cleared
Quality Assurance & Compliance
1 2 (7.69%) QA
System Software
1 12 (46.15%) Docker
2 1 (3.85%) Apache Flume
Systems Management
1 6 (23.08%) Ansible
1 6 (23.08%) Puppet
2 5 (19.23%) Grafana
3 3 (11.54%) Kubernetes
4 1 (3.85%) Mesos
4 1 (3.85%) Opscode Chef
Vendors
1 5 (19.23%) Microsoft
1 5 (19.23%) Splunk
2 4 (15.38%) Facebook
2 4 (15.38%) Twitter
3 3 (11.54%) Red Hat
4 1 (3.85%) Black Duck
4 1 (3.85%) IBM
4 1 (3.85%) Informatica
4 1 (3.85%) MuleSoft
4 1 (3.85%) Oracle
4 1 (3.85%) SAP
4 1 (3.85%) Talend
4 1 (3.85%) TIBCO
4 1 (3.85%) Veracode
4 1 (3.85%) WSO2