Period
to 22 May 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 22 May 2018 with a comparison to the same period in the previous 2 years.

Apache Spark
Yorkshire > West Yorkshire
6 months to
22 May 2018
Same period 2017 Same period 2016
Rank 210 246 267
Rank change year-on-year +36 +21 +37
Permanent jobs citing Apache Spark 45 25 31
As % of all permanent IT jobs advertised in West Yorkshire 0.68% 0.36% 0.37%
As % of the Application Platforms category 4.89% 2.19% 1.90%
Number of salaries quoted 38 14 16
West Yorkshire median annual salary £52,500 £55,000 £51,250
Median salary % change year-on-year -4.55% +7.32% -21.15%
10th Percentile £37,500 £51,625 £38,500
90th Percentile £67,500 £72,500 £68,813
Yorkshire median annual salary £55,000 £55,000 £52,500
% change year-on-year - +4.76% -19.23%

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 921 1,140 1,629
As % of all permanent IT jobs advertised in West Yorkshire 13.88% 16.29% 19.19%
Number of salaries quoted 791 989 1,332
West Yorkshire median annual salary £40,000 £40,000 £38,500
Median salary % change year-on-year - +3.90% +2.67%
10th Percentile £27,500 £23,750 £24,750
90th Percentile £58,750 £61,250 £58,750
Yorkshire median annual salary £40,000 £40,000 £40,000

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 22 May 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 22 May 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 +33 45 £52,500 -4.55% 4
Apache Spark
Yorkshire

For the 6 months to 22 May 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 40 (88.89%) Hadoop
2 27 (60.00%) Agile Software Development
3 23 (51.11%) Python
4 18 (40.00%) SQL
4 18 (40.00%) Big Data
5 16 (35.56%) Apache Hive
6 15 (33.33%) Java
7 14 (31.11%) Data Science
8 12 (26.67%) Analytics
8 12 (26.67%) Amazon AWS
8 12 (26.67%) MapReduce
8 12 (26.67%) HBase
9 10 (22.22%) Microsoft Azure
9 10 (22.22%) DevOps
9 10 (22.22%) Microsoft
10 9 (20.00%) Red Hat
10 9 (20.00%) JavaScript
10 9 (20.00%) Linux
10 9 (20.00%) Data Integration
10 9 (20.00%) Red Hat Enterprise Linux
10 9 (20.00%) Data Analytics
11 8 (17.78%) Data Governance
11 8 (17.78%) Talend
11 8 (17.78%) Pentaho
11 8 (17.78%) Data Management
11 8 (17.78%) Informatica
11 8 (17.78%) ETL
11 8 (17.78%) Service Delivery
11 8 (17.78%) Service Delivery Management
12 7 (15.56%) Apache

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 7 (15.56%) Apache
2 4 (8.89%) Apache Solr
2 4 (8.89%) Elasticsearch
3 1 (2.22%) CMS
3 1 (2.22%) Joomla!
3 1 (2.22%) WordPress
Cloud Services
1 12 (26.67%) Amazon AWS
2 10 (22.22%) Microsoft Azure
3 6 (13.33%) IaaS
3 6 (13.33%) PaaS
3 6 (13.33%) SaaS
4 1 (2.22%) Cloud Computing
Communications & Networking
1 1 (2.22%) DSL
Database & Business Intelligence
1 40 (88.89%) Hadoop
2 18 (40.00%) Big Data
3 16 (35.56%) Apache Hive
4 12 (26.67%) HBase
5 8 (17.78%) Pentaho
6 6 (13.33%) Azure SQL Database
6 6 (13.33%) SQL Server
7 5 (11.11%) Riak
8 4 (8.89%) MongoDB
8 4 (8.89%) NoSQL
8 4 (8.89%) Redis
9 2 (4.44%) Data Lake
Development Applications
1 6 (13.33%) Atlassian Bamboo
1 6 (13.33%) Bitbucket
1 6 (13.33%) JIRA
2 5 (11.11%) Git (software)
2 5 (11.11%) Subversion
3 4 (8.89%) Jenkins
General
1 7 (15.56%) Marketing
2 6 (13.33%) Finance
2 6 (13.33%) Financial Institution
3 1 (2.22%) Games
Job Titles
1 15 (33.33%) Data Engineer
2 12 (26.67%) Architect
2 12 (26.67%) Data Architect
3 6 (13.33%) Data Analytics Architect
4 5 (11.11%) DevOps Engineer
4 5 (11.11%) Operations Engineer
5 4 (8.89%) Developer
5 4 (8.89%) Python Developer
6 3 (6.67%) Big Data Engineer
6 3 (6.67%) Data Scientist
7 2 (4.44%) Data Governance Analyst
7 2 (4.44%) Data Governance Manager
7 2 (4.44%) Data Manager
7 2 (4.44%) Governance Manager
7 2 (4.44%) Platform Architect
7 2 (4.44%) Senior Data Engineer
8 1 (2.22%) Consultant
8 1 (2.22%) Junior
8 1 (2.22%) Junior Data Engineer
8 1 (2.22%) Site Engineer
Libraries, Frameworks & Software Standards
1 6 (13.33%) .NET
1 6 (13.33%) .NET Core
1 6 (13.33%) Node.js
2 5 (11.11%) Kafka
3 4 (8.89%) Apache Tez
3 4 (8.89%) PySpark
3 4 (8.89%) Web Services
4 1 (2.22%) Django
4 1 (2.22%) Flask
4 1 (2.22%) Spark Streaming
Miscellaneous
1 6 (13.33%) Management Information System
2 5 (11.11%) Analytical Skills
2 5 (11.11%) Hybrid Cloud
3 4 (8.89%) Algorithms
4 3 (6.67%) Greenfield Project
4 3 (6.67%) Social Media
Operating Systems
1 9 (20.00%) Linux
1 9 (20.00%) Red Hat Enterprise Linux
Processes & Methodologies
1 27 (60.00%) Agile Software Development
2 14 (31.11%) Data Science
3 12 (26.67%) Analytics
3 12 (26.67%) MapReduce
4 10 (22.22%) DevOps
5 9 (20.00%) Data Analytics
5 9 (20.00%) Data Integration
6 8 (17.78%) Data Governance
6 8 (17.78%) Data Management
6 8 (17.78%) ETL
6 8 (17.78%) Service Delivery
6 8 (17.78%) Service Delivery Management
7 6 (13.33%) Business Intelligence
7 6 (13.33%) Capacity Management
7 6 (13.33%) Change Management
7 6 (13.33%) Disaster Recovery
7 6 (13.33%) ITIL
7 6 (13.33%) ITSM
7 6 (13.33%) Service Management
7 6 (13.33%) Software Engineering
Programming Languages
1 23 (51.11%) Python
2 18 (40.00%) SQL
3 15 (33.33%) Java
4 9 (20.00%) JavaScript
5 6 (13.33%) Bash Shell
5 6 (13.33%) C#
5 6 (13.33%) C++
5 6 (13.33%) Perl
5 6 (13.33%) PowerShell
6 4 (8.89%) R
7 1 (2.22%) HiveQL
7 1 (2.22%) Scala
Qualifications
1 3 (6.67%) Degree
1 3 (6.67%) PhD
2 2 (4.44%) AWS Certification
Quality Assurance & Compliance
1 3 (6.67%) Data Quality
System Software
1 4 (8.89%) HDFS
2 1 (2.22%) Docker
Systems Management
1 4 (8.89%) Ansible
2 3 (6.67%) Puppet
Vendors
1 10 (22.22%) Microsoft
2 9 (20.00%) Red Hat
3 8 (17.78%) Informatica
3 8 (17.78%) Talend
4 5 (11.11%) Capita
4 5 (11.11%) Cloudera
5 3 (6.67%) Facebook
5 3 (6.67%) Twitter
6 1 (2.22%) Okta