Period
to 16 January 2018

The following table provides summary statistics for permanent job vacancies advertised in 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 16 January 2018 with a comparison to the same period in the previous 2 years.

Apache Spark
England > Yorkshire
6 months to
16 Jan 2018
Same period 2017 Same period 2016
Rank 280 307 344
Rank change year-on-year +27 +37 +34
Permanent jobs citing Apache Spark 19 24 17
As % of all permanent IT jobs advertised in Yorkshire 0.20% 0.22% 0.14%
As % of the Application Platforms category 1.40% 1.42% 0.74%
Number of salaries quoted 15 22 13
Yorkshire median annual salary £52,500 £56,250 £47,500
Median salary % change year-on-year -6.67% +18.42% -29.63%
10th Percentile £40,000 £42,500 £32,000
90th Percentile £61,000 £70,875 £64,875
England median annual salary £70,000 £67,500 £65,000
% change year-on-year +3.70% +3.85% -7.14%

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 Yorkshire with a requirement for application platform skills.

All Application Platform Skills
Yorkshire
Permanent vacancies with a requirement for application platform skills 1,356 1,694 2,292
As % of all permanent IT jobs advertised in Yorkshire 14.15% 15.76% 18.35%
Number of salaries quoted 1,178 1,462 1,822
Yorkshire median annual salary £40,000 £37,500 £38,500
Median salary % change year-on-year +6.67% -2.60% +2.67%
10th Percentile £25,750 £23,000 £24,000
90th Percentile £60,000 £57,500 £60,000
England median annual salary £48,000 £46,000 £45,000
% change year-on-year +4.35% +2.22% +5.88%

Apache Spark
Job Vacancy Trend in Yorkshire

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

Job vacancy trend for Apache Spark in Yorkshire

Apache Spark
Salary Trend in Yorkshire

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

Salary trend for Apache Spark in Yorkshire

Apache Spark
Salary Histogram in Yorkshire

The salary distribution of IT jobs citing Apache Spark in Yorkshire over the 6 months to 16 January 2018.

Salary histogram for Apache Spark in Yorkshire

Apache Spark
Job Locations in 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 Yorkshire region over the 6 months to 16 January 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
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
West Yorkshire +1 17 £52,500 -4.55% 5
South Yorkshire +13 2 £40,750 -32.08%
Apache Spark
England

For the 6 months to 16 January 2018, 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 Yorkshire region with a requirement for Apache Spark.

1 14 (73.68%) Hadoop
2 13 (68.42%) Python
3 9 (47.37%) SQL
3 9 (47.37%) Docker
4 8 (42.11%) Analytics
4 8 (42.11%) Machine Learning
4 8 (42.11%) Kafka
4 8 (42.11%) Agile Software Development
5 5 (26.32%) Apache
5 5 (26.32%) Mathematics
5 5 (26.32%) Riak
5 5 (26.32%) Big Data
6 4 (21.05%) Splunk
6 4 (21.05%) SpecFlow
6 4 (21.05%) Facebook
6 4 (21.05%) Twitter
6 4 (21.05%) AngularJS
6 4 (21.05%) Enterprise Software
6 4 (21.05%) ASP.NET Web API
6 4 (21.05%) Sensu
6 4 (21.05%) Octopus Deploy
6 4 (21.05%) Event Store
6 4 (21.05%) Grafana
6 4 (21.05%) Greenfield Project
6 4 (21.05%) Software Engineering
6 4 (21.05%) Continuous Integration
6 4 (21.05%) SQL Server Analysis Services
6 4 (21.05%) Selenium
6 4 (21.05%) TeamCity
6 4 (21.05%) Confluence

Apache Spark
Co-occurring IT Skills in 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 5 (26.32%) Apache
2 4 (21.05%) Confluence
3 2 (10.53%) Apache Pig
4 1 (5.26%) Elasticsearch
Cloud Services
1 2 (10.53%) Amazon AWS
2 1 (5.26%) Microsoft Azure
Database & Business Intelligence
1 14 (73.68%) Hadoop
2 5 (26.32%) Big Data
2 5 (26.32%) Riak
3 4 (21.05%) Event Store
3 4 (21.05%) SQL Server
3 4 (21.05%) SQL Server Analysis Services
3 4 (21.05%) SQL Server Integration Services
4 3 (15.79%) Apache Hive
5 1 (5.26%) Amazon Redshift
5 1 (5.26%) Apache Cassandra
5 1 (5.26%) Data Mining
5 1 (5.26%) MongoDB
5 1 (5.26%) Presto
5 1 (5.26%) Relational Database
Development Applications
1 4 (21.05%) JIRA
1 4 (21.05%) Octopus Deploy
1 4 (21.05%) Selenium
1 4 (21.05%) SpecFlow
1 4 (21.05%) Subversion
1 4 (21.05%) TeamCity
2 1 (5.26%) Git (software)
2 1 (5.26%) Jenkins
Job Titles
1 5 (26.32%) Data Scientist
1 5 (26.32%) Developer
2 4 (21.05%) Software Developer
3 2 (10.53%) Analyst
3 2 (10.53%) Automation Tester
3 2 (10.53%) Data Analyst
3 2 (10.53%) Data Engineer
3 2 (10.53%) DevOps Engineer
3 2 (10.53%) Tester
4 1 (5.26%) Agile Developer
4 1 (5.26%) Apache Spark Developer
4 1 (5.26%) DevOps Manager
4 1 (5.26%) Principal Engineer
4 1 (5.26%) Python Developer
Libraries, Frameworks & Software Standards
1 8 (42.11%) Kafka
2 4 (21.05%) .NET
2 4 (21.05%) .NET Framework
2 4 (21.05%) AngularJS
2 4 (21.05%) ASP.NET
2 4 (21.05%) ASP.NET Web API
2 4 (21.05%) Entity Framework
2 4 (21.05%) MSMQ
2 4 (21.05%) Sensu
3 2 (10.53%) JRuby
3 2 (10.53%) Node.js
Miscellaneous
1 4 (21.05%) Enterprise Software
1 4 (21.05%) Greenfield Project
1 4 (21.05%) Social Media
2 1 (5.26%) Algorithms
2 1 (5.26%) Analytical Skills
Operating Systems
1 3 (15.79%) Linux
2 2 (10.53%) Android
2 2 (10.53%) Apple iOS
2 2 (10.53%) Ubuntu
3 1 (5.26%) Red Hat Enterprise Linux
Processes & Methodologies
1 8 (42.11%) Agile Software Development
1 8 (42.11%) Analytics
1 8 (42.11%) Machine Learning
2 5 (26.32%) Mathematics
3 4 (21.05%) Continuous Integration
3 4 (21.05%) MVC
3 4 (21.05%) OO
3 4 (21.05%) OOD
3 4 (21.05%) SOA
3 4 (21.05%) Software Engineering
3 4 (21.05%) Statistics
3 4 (21.05%) TDD
4 3 (15.79%) DevOps
5 2 (10.53%) Coaching
5 2 (10.53%) Continuous Delivery
5 2 (10.53%) Data Transformation
5 2 (10.53%) ETL Development
5 2 (10.53%) Mentoring
5 2 (10.53%) SDET
5 2 (10.53%) SDLC
Programming Languages
1 13 (68.42%) Python
2 9 (47.37%) SQL
3 4 (21.05%) C#
4 3 (15.79%) Java
4 3 (15.79%) Scala
5 2 (10.53%) JavaScript
5 2 (10.53%) PHP
5 2 (10.53%) R
6 1 (5.26%) Bash Shell
Qualifications
1 4 (21.05%) PhD
Quality Assurance & Compliance
1 2 (10.53%) QA
System Software
1 9 (47.37%) Docker
Systems Management
1 4 (21.05%) Grafana
1 4 (21.05%) Puppet
2 2 (10.53%) Ansible
2 2 (10.53%) Rancher
3 1 (5.26%) Kubernetes
Vendors
1 4 (21.05%) Facebook
1 4 (21.05%) Microsoft
1 4 (21.05%) Splunk
1 4 (21.05%) Twitter
2 1 (5.26%) Red Hat