Period
to 17 February 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 17 February 2018 with a comparison to the same period in the previous 2 years.

Apache Spark
Yorkshire > West Yorkshire
6 months to
17 Feb 2018
Same period 2017 Same period 2016
Rank 243 251 299
Rank change year-on-year +8 +48 +24
Permanent jobs citing Apache Spark 15 18 18
As % of all permanent IT jobs advertised in West Yorkshire 0.22% 0.25% 0.20%
As % of the Application Platforms category 1.57% 1.52% 1.03%
Number of salaries quoted 11 17 13
West Yorkshire median annual salary £52,500 £55,000 £50,000
Median salary % change year-on-year -4.55% +10.00% -23.08%
10th Percentile £46,250 £42,000 £33,400
90th Percentile £65,000 £69,000 £65,100
Yorkshire median annual salary £52,500 £55,000 £48,750
% change year-on-year -4.55% +12.82% -25.00%

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 953 1,186 1,751
As % of all permanent IT jobs advertised in West Yorkshire 13.90% 16.33% 19.44%
Number of salaries quoted 836 1,038 1,405
West Yorkshire median annual salary £40,000 £38,500 £40,000
Median salary % change year-on-year +3.90% -3.75% +5.26%
10th Percentile £26,875 £24,500 £25,000
90th Percentile £60,000 £58,225 £58,750
Yorkshire median annual salary £39,000 £37,500 £40,000
% change year-on-year +4.00% -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 17 February 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 17 February 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 +25 15 £52,500 -4.55% 16
Apache Spark
Yorkshire

For the 6 months to 17 February 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 13 (86.67%) Hadoop
2 8 (53.33%) Python
2 8 (53.33%) Data Science
3 7 (46.67%) Analytics
4 6 (40.00%) Kafka
4 6 (40.00%) Agile Software Development
5 5 (33.33%) Software Engineering
5 5 (33.33%) Mathematics
5 5 (33.33%) Machine Learning
6 4 (26.67%) MapReduce
6 4 (26.67%) HBase
6 4 (26.67%) Facebook
6 4 (26.67%) Twitter
6 4 (26.67%) Big Data
6 4 (26.67%) Greenfield Project
6 4 (26.67%) Statistics
6 4 (26.67%) Amazon AWS
6 4 (26.67%) Open Source
6 4 (26.67%) Social Media
6 4 (26.67%) Apache Hive
6 4 (26.67%) PhD
6 4 (26.67%) SQL
7 3 (20.00%) Java
7 3 (20.00%) OOD
7 3 (20.00%) OO
7 3 (20.00%) Apache
7 3 (20.00%) Microsoft
7 3 (20.00%) Service Delivery
7 3 (20.00%) Puppet
7 3 (20.00%) Service Delivery Management

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 3 (20.00%) Apache
2 2 (13.33%) Apache Solr
2 2 (13.33%) Elasticsearch
3 1 (6.67%) Confluence
Cloud Services
1 4 (26.67%) Amazon AWS
2 2 (13.33%) Microsoft Azure
3 1 (6.67%) Cloud Computing
Communications & Networking
1 1 (6.67%) DSL
Database & Business Intelligence
1 13 (86.67%) Hadoop
2 4 (26.67%) Apache Hive
2 4 (26.67%) Big Data
2 4 (26.67%) HBase
3 2 (13.33%) MongoDB
3 2 (13.33%) Pentaho
3 2 (13.33%) Redis
3 2 (13.33%) Riak
4 1 (6.67%) Amazon Redshift
4 1 (6.67%) Apache Cassandra
4 1 (6.67%) Data Lake
4 1 (6.67%) Data Mining
4 1 (6.67%) Event Store
4 1 (6.67%) Presto
4 1 (6.67%) Relational Database
4 1 (6.67%) SQL Server
4 1 (6.67%) SQL Server Analysis Services
4 1 (6.67%) SQL Server Integration Services
Development Applications
1 1 (6.67%) JIRA
1 1 (6.67%) Octopus Deploy
1 1 (6.67%) Selenium
1 1 (6.67%) SpecFlow
1 1 (6.67%) Subversion
1 1 (6.67%) TeamCity
General
1 1 (6.67%) Games
1 1 (6.67%) Marketing
Job Titles
1 6 (40.00%) Data Engineer
2 4 (26.67%) Data Scientist
3 2 (13.33%) Architect
3 2 (13.33%) Data Architect
3 2 (13.33%) Developer
4 1 (6.67%) Agile Developer
4 1 (6.67%) Apache Spark Developer
4 1 (6.67%) Data Analytics Architect
4 1 (6.67%) Data Governance Analyst
4 1 (6.67%) Data Governance Manager
4 1 (6.67%) Data Manager
4 1 (6.67%) Governance Manager
4 1 (6.67%) Hadoop Engineer
4 1 (6.67%) Platform Architect
4 1 (6.67%) Principal Engineer
4 1 (6.67%) Python Developer
4 1 (6.67%) Software Developer
Libraries, Frameworks & Software Standards
1 6 (40.00%) Kafka
2 2 (13.33%) Apache Tez
2 2 (13.33%) Web Services
3 1 (6.67%) .NET
3 1 (6.67%) .NET Framework
3 1 (6.67%) AngularJS
3 1 (6.67%) ASP.NET
3 1 (6.67%) ASP.NET Web API
3 1 (6.67%) Entity Framework
3 1 (6.67%) MSMQ
3 1 (6.67%) Sensu
3 1 (6.67%) Spark Streaming
Miscellaneous
1 4 (26.67%) Greenfield Project
1 4 (26.67%) Social Media
2 1 (6.67%) Algorithms
2 1 (6.67%) Analytical Skills
2 1 (6.67%) Enterprise Software
Operating Systems
1 2 (13.33%) Linux
1 2 (13.33%) Red Hat Enterprise Linux
Processes & Methodologies
1 8 (53.33%) Data Science
2 7 (46.67%) Analytics
3 6 (40.00%) Agile Software Development
4 5 (33.33%) Machine Learning
4 5 (33.33%) Mathematics
4 5 (33.33%) Software Engineering
5 4 (26.67%) MapReduce
5 4 (26.67%) Open Source
5 4 (26.67%) Statistics
6 3 (20.00%) OO
6 3 (20.00%) OOD
6 3 (20.00%) Service Delivery
6 3 (20.00%) Service Delivery Management
7 2 (13.33%) Data Governance
7 2 (13.33%) Data Integration
7 2 (13.33%) Data Modelling
7 2 (13.33%) High Availability
7 2 (13.33%) Mentoring
7 2 (13.33%) Performance Tuning
7 2 (13.33%) SDLC
Programming Languages
1 8 (53.33%) Python
2 4 (26.67%) SQL
3 3 (20.00%) Java
3 3 (20.00%) R
4 1 (6.67%) C#
4 1 (6.67%) HiveQL
4 1 (6.67%) Scala
Qualifications
1 4 (26.67%) PhD
2 1 (6.67%) AWS Certification
Quality Assurance & Compliance
1 1 (6.67%) Data Quality
System Software
1 3 (20.00%) Docker
2 2 (13.33%) HDFS
Systems Management
1 3 (20.00%) Ansible
1 3 (20.00%) Puppet
2 1 (6.67%) Grafana
Vendors
1 4 (26.67%) Facebook
1 4 (26.67%) Twitter
2 3 (20.00%) Microsoft
3 2 (13.33%) Informatica
3 2 (13.33%) Red Hat
3 2 (13.33%) Talend
4 1 (6.67%) Splunk