Period
to 18 October 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 18 October 2018 with a comparison to the same period in the previous 2 years.

Apache Spark
England > Yorkshire
6 months to
18 Oct 2018
Same period 2017 Same period 2016
Rank 252 286 307
Rank change year-on-year +34 +21 +51
Permanent jobs citing Apache Spark 32 30 35
As % of all permanent IT jobs advertised in Yorkshire 0.38% 0.31% 0.31%
As % of the Application Platforms category 2.37% 1.92% 1.85%
Number of salaries quoted 26 19 29
Yorkshire median annual salary £50,500 £50,000 £60,000
Median salary % change year-on-year +1.00% -16.67% +60.00%
10th Percentile £37,500 £40,000 £42,500
90th Percentile £110,000 £62,750 £68,250
England median annual salary £70,000 £67,000 £65,000
% change year-on-year +4.48% +3.08% -

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 1,351 1,562 1,894
As % of all permanent IT jobs advertised in Yorkshire 16.14% 16.39% 16.81%
Number of salaries quoted 1,079 1,322 1,587
Yorkshire median annual salary £42,500 £40,000 £37,500
Median salary % change year-on-year +6.25% +6.67% -
10th Percentile £25,700 £25,000 £23,000
90th Percentile £58,750 £60,000 £57,500
England median annual salary £50,000 £47,500 £45,000
% change year-on-year +5.26% +5.56% -

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 18 October 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 18 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
West Yorkshire +27 23 £50,000 -4.76% 6
South Yorkshire +7 7 £100,000 +145.40% 1
North Yorkshire -4 2 £44,500 - 3
Apache Spark
England

For the 6 months to 18 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 Yorkshire region with a requirement for Apache Spark.

1 31 (96.88%) Hadoop
2 25 (78.13%) SQL
2 25 (78.13%) Agile Software Development
3 23 (71.88%) Python
4 16 (50.00%) NoSQL
5 15 (46.88%) Software Engineering
5 15 (46.88%) Elasticsearch
6 14 (43.75%) Apache Cassandra
6 14 (43.75%) Continuous Integration
6 14 (43.75%) TDD
6 14 (43.75%) PostgreSQL
7 13 (40.63%) Apache
7 13 (40.63%) Git (software)
7 13 (40.63%) Amazon AWS
8 12 (37.50%) MongoDB
8 12 (37.50%) Finance
8 12 (37.50%) Jenkins
8 12 (37.50%) Ansible
9 11 (34.38%) DevOps
9 11 (34.38%) RabbitMQ
9 11 (34.38%) Redis
9 11 (34.38%) Riak
9 11 (34.38%) GIS
9 11 (34.38%) Subversion
9 11 (34.38%) CouchDB
9 11 (34.38%) nginx
9 11 (34.38%) Mercurial
10 9 (28.13%) Security Cleared
10 9 (28.13%) Apache Hive
10 9 (28.13%) Java

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 15 (46.88%) Elasticsearch
2 13 (40.63%) Apache
3 11 (34.38%) nginx
4 4 (12.50%) Apache Pig
5 2 (6.25%) SAS
6 1 (3.13%) Apache Solr
6 1 (3.13%) IBM Notes
6 1 (3.13%) Tomcat
6 1 (3.13%) WildFly
Applications
1 1 (3.13%) Microsoft Excel
1 1 (3.13%) Microsoft PowerPoint
1 1 (3.13%) MS Visio
Cloud Services
1 13 (40.63%) Amazon AWS
2 7 (21.88%) Microsoft Azure
3 5 (15.63%) IaaS
3 5 (15.63%) PaaS
3 5 (15.63%) SaaS
4 3 (9.38%) Cloud Computing
5 2 (6.25%) Amazon EMR
5 2 (6.25%) Amazon S3
5 2 (6.25%) Serverless
6 1 (3.13%) Amazon EC2
6 1 (3.13%) Amazon Kinesis
6 1 (3.13%) AWS Lambda
6 1 (3.13%) Google Cloud Platform
Communications & Networking
1 1 (3.13%) Internet
1 1 (3.13%) Kerberos
Database & Business Intelligence
1 31 (96.88%) Hadoop
2 16 (50.00%) NoSQL
3 14 (43.75%) Apache Cassandra
3 14 (43.75%) PostgreSQL
4 12 (37.50%) MongoDB
5 11 (34.38%) CouchDB
5 11 (34.38%) GIS
5 11 (34.38%) Redis
5 11 (34.38%) Riak
6 9 (28.13%) Apache Hive
7 8 (25.00%) Big Data
8 6 (18.75%) SQL Server
9 4 (12.50%) HBase
10 3 (9.38%) Pentaho
11 2 (6.25%) Amazon RDS
11 2 (6.25%) Amazon Redshift
11 2 (6.25%) QlikView
11 2 (6.25%) SAS Visual Analytics
12 1 (3.13%) Impala
12 1 (3.13%) Sqoop
Development Applications
1 13 (40.63%) Git (software)
2 12 (37.50%) Jenkins
3 11 (34.38%) Mercurial
3 11 (34.38%) Subversion
4 5 (15.63%) Atlassian Bamboo
4 5 (15.63%) Bitbucket
4 5 (15.63%) JIRA
General
1 12 (37.50%) Finance
2 5 (15.63%) Financial Institution
3 3 (9.38%) Marketing
4 1 (3.13%) Banking
4 1 (3.13%) Games
4 1 (3.13%) Law
Job Titles
1 12 (37.50%) Developer
2 11 (34.38%) Python Developer
3 4 (12.50%) Architect
3 4 (12.50%) Data Engineer
3 4 (12.50%) Site Engineer
3 4 (12.50%) Site Reliability Engineer
4 3 (9.38%) Applications Architect
4 3 (9.38%) Senior Architect
4 3 (9.38%) Senior Developer
5 2 (6.25%) DevOps Engineer
5 2 (6.25%) Junior
5 2 (6.25%) Junior Developer
5 2 (6.25%) Junior Python Developer
5 2 (6.25%) Senior Python Developer
6 1 (3.13%) AWS Developer
6 1 (3.13%) Big Data Engineer
6 1 (3.13%) Hadoop Administrator
6 1 (3.13%) Head of Data Science
6 1 (3.13%) Linux Developer
6 1 (3.13%) Python Engineer
Libraries, Frameworks & Software Standards
1 11 (34.38%) RabbitMQ
2 8 (25.00%) Node.js
3 5 (15.63%) .NET
3 5 (15.63%) .NET Core
3 5 (15.63%) Kafka
4 4 (12.50%) Middleware
4 4 (12.50%) TensorFlow
5 3 (9.38%) AngularJS
5 3 (9.38%) React
6 1 (3.13%) D3.js
6 1 (3.13%) J2EE
6 1 (3.13%) LAMP
6 1 (3.13%) LDAP
6 1 (3.13%) MLlib
6 1 (3.13%) Natural Language Processing
6 1 (3.13%) PySpark
6 1 (3.13%) Raphaël
6 1 (3.13%) Regular Expression
6 1 (3.13%) REST
6 1 (3.13%) Web Services
Miscellaneous
1 6 (18.75%) Management Information System
2 5 (15.63%) Hybrid Cloud
3 4 (12.50%) Cloud Native
4 3 (9.38%) Analytical Skills
5 2 (6.25%) Computer Science
6 1 (3.13%) Algorithms
6 1 (3.13%) Data Centre
6 1 (3.13%) Enterprise Cloud
6 1 (3.13%) Semantic Web
6 1 (3.13%) User Experience
Operating Systems
1 4 (12.50%) Linux
2 2 (6.25%) CentOS
3 1 (3.13%) Red Hat Enterprise Linux
3 1 (3.13%) Ubuntu
Processes & Methodologies
1 25 (78.13%) Agile Software Development
2 15 (46.88%) Software Engineering
3 14 (43.75%) Continuous Integration
3 14 (43.75%) TDD
4 11 (34.38%) DevOps
5 8 (25.00%) Analytics
5 8 (25.00%) IT Strategy
6 6 (18.75%) Business Intelligence
6 6 (18.75%) Capacity Planning
6 6 (18.75%) Data Science
6 6 (18.75%) ETL
6 6 (18.75%) ITIL
7 5 (15.63%) Capacity Management
7 5 (15.63%) Change Management
7 5 (15.63%) Disaster Recovery
7 5 (15.63%) ITSM
7 5 (15.63%) Service Management
7 5 (15.63%) Site Reliability Engineering
7 5 (15.63%) Test Automation
8 4 (12.50%) Data Analytics
Programming Languages
1 25 (78.13%) SQL
2 23 (71.88%) Python
3 9 (28.13%) Java
4 7 (21.88%) Scala
5 6 (18.75%) Bash Shell
6 5 (15.63%) C#
6 5 (15.63%) C++
6 5 (15.63%) JavaScript
6 5 (15.63%) Perl
6 5 (15.63%) PowerShell
6 5 (15.63%) R
7 1 (3.13%) HiveQL
7 1 (3.13%) PHP
7 1 (3.13%) PL/SQL
7 1 (3.13%) Shell Script
Qualifications
1 9 (28.13%) Security Cleared
2 8 (25.00%) SC Cleared
3 2 (6.25%) Degree
4 1 (3.13%) ITIL Foundation Certificate
Quality Assurance & Compliance
1 1 (3.13%) GDPR
System Software
1 3 (9.38%) HDFS
Systems Management
1 12 (37.50%) Ansible
2 3 (9.38%) Hadoop YARN
3 2 (6.25%) Ambari
3 2 (6.25%) Oozie
3 2 (6.25%) Puppet
4 1 (3.13%) Opscode Chef
4 1 (3.13%) Terraform
4 1 (3.13%) Xymon
4 1 (3.13%) ZABBIX
Vendors
1 5 (15.63%) Microsoft
2 3 (9.38%) Informatica
2 3 (9.38%) Tableau
2 3 (9.38%) Talend
3 2 (6.25%) Platfora
4 1 (3.13%) Hortonworks
4 1 (3.13%) Lotus
4 1 (3.13%) Oracle
4 1 (3.13%) Red Hat