Period
to 12 December 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 12 December 2018 with a comparison to the same period in the previous 2 years.

Apache Spark
Yorkshire > West Yorkshire
6 months to
12 Dec 2018
Same period 2017 Same period 2016
Rank 210 239 260
Rank change year-on-year +29 +21 +37
Permanent jobs citing Apache Spark 23 26 22
As % of all permanent IT jobs advertised in West Yorkshire 0.45% 0.38% 0.29%
As % of the Application Platforms category 3.00% 2.53% 1.89%
Number of salaries quoted 16 20 20
West Yorkshire median annual salary £49,919 £52,500 £58,750
Median salary % change year-on-year -4.92% -10.64% +11.90%
10th Percentile £37,500 £45,625 £42,375
90th Percentile £84,998 £63,750 £67,875
Yorkshire median annual salary £50,500 £52,500 £58,750
% change year-on-year -3.81% -10.64% +23.68%

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 767 1,026 1,164
As % of all permanent IT jobs advertised in West Yorkshire 14.89% 15.11% 15.36%
Number of salaries quoted 623 904 997
West Yorkshire median annual salary £42,500 £40,000 £39,500
Median salary % change year-on-year +6.25% +1.27% +2.60%
10th Percentile £26,490 £26,250 £24,700
90th Percentile £58,750 £60,000 £57,500
Yorkshire median annual salary £42,500 £39,500 £37,500
% change year-on-year +7.59% +5.33% -

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 12 December 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 12 December 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 +18 23 £49,919 -4.92% 9
Apache Spark
Yorkshire

For the 6 months to 12 December 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 21 (91.30%) SQL
2 20 (86.96%) Python
2 20 (86.96%) Agile Software Development
2 20 (86.96%) Hadoop
3 14 (60.87%) NoSQL
4 13 (56.52%) MongoDB
4 13 (56.52%) Apache Cassandra
5 12 (52.17%) Apache
5 12 (52.17%) PostgreSQL
6 11 (47.83%) TDD
6 11 (47.83%) Subversion
6 11 (47.83%) Software Engineering
6 11 (47.83%) Continuous Integration
6 11 (47.83%) Git (software)
6 11 (47.83%) GIS
6 11 (47.83%) nginx
6 11 (47.83%) Mercurial
6 11 (47.83%) CouchDB
6 11 (47.83%) RabbitMQ
6 11 (47.83%) Redis
6 11 (47.83%) Riak
6 11 (47.83%) Jenkins
6 11 (47.83%) Elasticsearch
6 11 (47.83%) Ansible
7 8 (34.78%) ETL
7 8 (34.78%) SC Cleared
7 8 (34.78%) Security Cleared
8 7 (30.43%) Business Intelligence
8 7 (30.43%) Java
8 7 (30.43%) DevOps

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 12 (52.17%) Apache
2 11 (47.83%) Elasticsearch
2 11 (47.83%) nginx
3 2 (8.70%) SAS
4 1 (4.35%) Apache Pig
Cloud Services
1 7 (30.43%) Amazon AWS
2 5 (21.74%) Microsoft Azure
3 4 (17.39%) GitHub
3 4 (17.39%) IaaS
3 4 (17.39%) PaaS
3 4 (17.39%) SaaS
4 1 (4.35%) Amazon EC2
4 1 (4.35%) Amazon EMR
4 1 (4.35%) Amazon Kinesis
4 1 (4.35%) Amazon S3
4 1 (4.35%) AWS Lambda
4 1 (4.35%) Serverless
Communications & Networking
1 1 (4.35%) Internet
Database & Business Intelligence
1 20 (86.96%) Hadoop
2 14 (60.87%) NoSQL
3 13 (56.52%) Apache Cassandra
3 13 (56.52%) MongoDB
4 12 (52.17%) PostgreSQL
5 11 (47.83%) CouchDB
5 11 (47.83%) GIS
5 11 (47.83%) Redis
5 11 (47.83%) Riak
6 7 (30.43%) Big Data
7 5 (21.74%) Apache Hive
7 5 (21.74%) SQL Server
8 4 (17.39%) Spark SQL
9 3 (13.04%) HBase
9 3 (13.04%) Sqoop
10 2 (8.70%) SQL Server Integration Services
11 1 (4.35%) Pentaho
11 1 (4.35%) QlikView
11 1 (4.35%) RDBMS
11 1 (4.35%) SQL Server Analysis Services
Development Applications
1 11 (47.83%) Git (software)
1 11 (47.83%) Jenkins
1 11 (47.83%) Mercurial
1 11 (47.83%) Subversion
2 4 (17.39%) Atlassian Bamboo
2 4 (17.39%) Bitbucket
2 4 (17.39%) JIRA
General
1 4 (17.39%) Finance
1 4 (17.39%) Financial Institution
2 1 (4.35%) Law
Job Titles
1 14 (60.87%) Developer
2 11 (47.83%) Python Developer
3 4 (17.39%) Senior Developer
3 4 (17.39%) Site Engineer
3 4 (17.39%) Site Reliability Engineer
4 3 (13.04%) Big Data Engineer
4 3 (13.04%) Data Engineer
4 3 (13.04%) Python Engineer
5 2 (8.70%) Head of Digital
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%) Cloud Developer
6 1 (4.35%) Database Developer
6 1 (4.35%) ETL Developer
6 1 (4.35%) Linux Developer
6 1 (4.35%) Senior Database Developer
Libraries, Frameworks & Software Standards
1 11 (47.83%) RabbitMQ
2 4 (17.39%) .NET
2 4 (17.39%) .NET Core
2 4 (17.39%) Node.js
2 4 (17.39%) Spark Streaming
3 3 (13.04%) Kafka
4 2 (8.70%) Web Services
5 1 (4.35%) J2EE
5 1 (4.35%) JSON
5 1 (4.35%) REST
5 1 (4.35%) XML
Miscellaneous
1 4 (17.39%) Hybrid Cloud
1 4 (17.39%) Management Information System
2 1 (4.35%) Analytical Skills
2 1 (4.35%) Cloud Native
2 1 (4.35%) Enterprise Cloud
Operating Systems
1 4 (17.39%) Unix
2 1 (4.35%) Linux
Processes & Methodologies
1 20 (86.96%) Agile Software Development
2 11 (47.83%) Continuous Integration
2 11 (47.83%) Software Engineering
2 11 (47.83%) TDD
3 8 (34.78%) ETL
4 7 (30.43%) Business Intelligence
4 7 (30.43%) DevOps
5 5 (21.74%) Capacity Planning
6 4 (17.39%) Capacity Management
6 4 (17.39%) Change Management
6 4 (17.39%) Coaching
6 4 (17.39%) Disaster Recovery
6 4 (17.39%) IT Strategy
6 4 (17.39%) ITIL
6 4 (17.39%) ITSM
6 4 (17.39%) Service Management
6 4 (17.39%) Site Reliability Engineering
6 4 (17.39%) Test Automation
7 3 (13.04%) Machine Learning
7 3 (13.04%) Scrum
Programming Languages
1 21 (91.30%) SQL
2 20 (86.96%) Python
3 7 (30.43%) Java
4 5 (21.74%) Scala
5 4 (17.39%) Bash Shell
5 4 (17.39%) C#
5 4 (17.39%) C++
5 4 (17.39%) JavaScript
5 4 (17.39%) Perl
5 4 (17.39%) PowerShell
6 1 (4.35%) HiveQL
6 1 (4.35%) R
Qualifications
1 8 (34.78%) SC Cleared
1 8 (34.78%) Security Cleared
Quality Assurance & Compliance
1 1 (4.35%) GDPR
System Software
1 4 (17.39%) HDFS
2 2 (8.70%) Apache Flume
Systems Management
1 11 (47.83%) Ansible
2 5 (21.74%) Oozie
Vendors
1 4 (17.39%) Hortonworks
1 4 (17.39%) Microsoft
1 4 (17.39%) Oracle
2 2 (8.70%) Cloudera
3 1 (4.35%) Databricks
3 1 (4.35%) Splunk
3 1 (4.35%) Tableau
3 1 (4.35%) Talend