Period
to 21 October 2018

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 21 October 2018 with a comparison to the same period in the previous 2 years.

Apache Spark
Yorkshire > West Yorkshire
6 months to
21 Oct 2018
Same period 2017 Same period 2016
Rank 208 221 253
Rank change year-on-year +13 +32 +42
Permanent jobs citing Apache Spark 23 27 30
As % of all permanent IT jobs advertised in West Yorkshire 0.42% 0.41% 0.39%
As % of the Application Platforms category 2.76% 2.54% 2.33%
Number of salaries quoted 15 17 25
West Yorkshire median annual salary £50,000 £52,500 £60,000
Median salary % change year-on-year -4.76% -12.50% -
10th Percentile £35,500 £43,750 £42,500
90th Percentile £56,200 £63,000 £65,500
Yorkshire median annual salary £50,500 £50,000 £60,000
% change year-on-year +1.00% -16.67% +60.00%

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 833 1,065 1,287
As % of all permanent IT jobs advertised in West Yorkshire 15.34% 16.30% 16.64%
Number of salaries quoted 673 920 1,072
West Yorkshire median annual salary £42,500 £40,000 £37,500
Median salary % change year-on-year +6.25% +6.67% -
10th Percentile £26,500 £26,250 £23,000
90th Percentile £61,250 £60,000 £57,500
Yorkshire median annual salary £42,500 £40,000 £37,500
% change year-on-year +6.25% +6.67% -

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 21 October 2018.

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 21 October 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
Leeds +27 23 £50,000 -4.76% 8
Apache Spark
Yorkshire

For the 6 months to 21 October 2018, IT jobs citing Apache Spark also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the West Yorkshire region with a requirement for Apache Spark.

1 22 (95.65%) Hadoop
2 21 (91.30%) Agile Software Development
3 19 (82.61%) Python
4 18 (78.26%) SQL
5 13 (56.52%) Apache
6 12 (52.17%) Git (software)
6 12 (52.17%) MongoDB
6 12 (52.17%) NoSQL
6 12 (52.17%) Jenkins
6 12 (52.17%) Ansible
7 11 (47.83%) Elasticsearch
7 11 (47.83%) Apache Cassandra
7 11 (47.83%) RabbitMQ
7 11 (47.83%) Redis
7 11 (47.83%) Riak
7 11 (47.83%) CouchDB
7 11 (47.83%) nginx
7 11 (47.83%) Mercurial
7 11 (47.83%) Continuous Integration
7 11 (47.83%) TDD
7 11 (47.83%) Subversion
7 11 (47.83%) Software Engineering
7 11 (47.83%) PostgreSQL
7 11 (47.83%) GIS
8 8 (34.78%) SC Cleared
8 8 (34.78%) Security Cleared
8 8 (34.78%) Amazon AWS
9 7 (30.43%) Java
10 6 (26.09%) ITIL
10 6 (26.09%) ETL

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 13 (56.52%) Apache
2 11 (47.83%) Elasticsearch
2 11 (47.83%) nginx
3 2 (8.70%) Apache Pig
4 1 (4.35%) Tomcat
4 1 (4.35%) WildFly
Cloud Services
1 8 (34.78%) Amazon AWS
2 6 (26.09%) Microsoft Azure
3 5 (21.74%) IaaS
3 5 (21.74%) PaaS
3 5 (21.74%) SaaS
4 2 (8.70%) Amazon EMR
4 2 (8.70%) Amazon S3
5 1 (4.35%) Amazon EC2
5 1 (4.35%) Amazon Kinesis
5 1 (4.35%) AWS Lambda
5 1 (4.35%) Serverless
Communications & Networking
1 1 (4.35%) Internet
1 1 (4.35%) Kerberos
Database & Business Intelligence
1 22 (95.65%) Hadoop
2 12 (52.17%) MongoDB
2 12 (52.17%) NoSQL
3 11 (47.83%) Apache Cassandra
3 11 (47.83%) CouchDB
3 11 (47.83%) GIS
3 11 (47.83%) PostgreSQL
3 11 (47.83%) Redis
3 11 (47.83%) Riak
4 5 (21.74%) Apache Hive
4 5 (21.74%) SQL Server
5 4 (17.39%) HBase
6 3 (13.04%) Big Data
6 3 (13.04%) Pentaho
7 2 (8.70%) Amazon RDS
7 2 (8.70%) Amazon Redshift
8 1 (4.35%) Azure SQL Database
8 1 (4.35%) MySQL
8 1 (4.35%) Sqoop
Development Applications
1 12 (52.17%) Git (software)
1 12 (52.17%) Jenkins
2 11 (47.83%) Mercurial
2 11 (47.83%) Subversion
3 5 (21.74%) Atlassian Bamboo
3 5 (21.74%) Bitbucket
3 5 (21.74%) JIRA
General
1 6 (26.09%) Finance
2 5 (21.74%) Financial Institution
3 3 (13.04%) Marketing
4 1 (4.35%) Games
4 1 (4.35%) Law
Job Titles
1 12 (52.17%) Developer
2 11 (47.83%) Python Developer
3 4 (17.39%) Data Engineer
3 4 (17.39%) Site Engineer
3 4 (17.39%) Site Reliability Engineer
4 3 (13.04%) Senior Developer
5 2 (8.70%) Junior
5 2 (8.70%) Junior Developer
5 2 (8.70%) Junior Python Developer
5 2 (8.70%) Senior Python Developer
6 1 (4.35%) AWS Developer
6 1 (4.35%) Big Data Engineer
6 1 (4.35%) Cloud Developer
6 1 (4.35%) DevOps Engineer
6 1 (4.35%) Linux Developer
6 1 (4.35%) Operations Engineer
6 1 (4.35%) Operations Manager
6 1 (4.35%) Python Engineer
6 1 (4.35%) Technical Manager
6 1 (4.35%) Technical Operations Manager
Libraries, Frameworks & Software Standards
1 11 (47.83%) RabbitMQ
2 5 (21.74%) .NET
2 5 (21.74%) .NET Core
2 5 (21.74%) Node.js
3 1 (4.35%) J2EE
3 1 (4.35%) Kafka
3 1 (4.35%) LAMP
3 1 (4.35%) LDAP
3 1 (4.35%) Middleware
3 1 (4.35%) REST
3 1 (4.35%) Web Services
Miscellaneous
1 5 (21.74%) Hybrid Cloud
1 5 (21.74%) Management Information System
2 1 (4.35%) Analytical Skills
2 1 (4.35%) Cloud Native
2 1 (4.35%) Data Centre
2 1 (4.35%) Enterprise Cloud
Operating Systems
1 2 (8.70%) Linux
2 1 (4.35%) CentOS
2 1 (4.35%) Ubuntu
Processes & Methodologies
1 21 (91.30%) Agile Software Development
2 11 (47.83%) Continuous Integration
2 11 (47.83%) Software Engineering
2 11 (47.83%) TDD
3 6 (26.09%) Capacity Planning
3 6 (26.09%) DevOps
3 6 (26.09%) ETL
3 6 (26.09%) ITIL
4 5 (21.74%) Business Intelligence
4 5 (21.74%) Capacity Management
4 5 (21.74%) Change Management
4 5 (21.74%) Disaster Recovery
4 5 (21.74%) IT Strategy
4 5 (21.74%) ITSM
4 5 (21.74%) Service Management
4 5 (21.74%) Site Reliability Engineering
4 5 (21.74%) Test Automation
5 3 (13.04%) Data Science
5 3 (13.04%) MapReduce
6 2 (8.70%) Analytics
Programming Languages
1 19 (82.61%) Python
2 18 (78.26%) SQL
3 7 (30.43%) Java
4 5 (21.74%) Bash Shell
4 5 (21.74%) C#
4 5 (21.74%) C++
4 5 (21.74%) JavaScript
4 5 (21.74%) Perl
4 5 (21.74%) PowerShell
5 3 (13.04%) Scala
6 2 (8.70%) R
7 1 (4.35%) HiveQL
7 1 (4.35%) PHP
Qualifications
1 8 (34.78%) SC Cleared
1 8 (34.78%) Security Cleared
2 1 (4.35%) ITIL Foundation Certificate
Quality Assurance & Compliance
1 1 (4.35%) GDPR
System Software
1 3 (13.04%) HDFS
Systems Management
1 12 (52.17%) Ansible
2 2 (8.70%) Oozie
3 1 (4.35%) Puppet
3 1 (4.35%) Xymon
3 1 (4.35%) ZABBIX
Vendors
1 5 (21.74%) Microsoft
2 3 (13.04%) Informatica
2 3 (13.04%) Talend
3 1 (4.35%) Red Hat