Period
to 16 August 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 16 August 2018 with a comparison to the same period in the previous 2 years.

Apache Spark
Yorkshire > West Yorkshire
6 months to
16 Aug 2018
Same period 2017 Same period 2016
Rank 201 232 255
Rank change year-on-year +31 +23 +44
Permanent jobs citing Apache Spark 43 39 29
As % of all permanent IT jobs advertised in West Yorkshire 0.69% 0.56% 0.36%
As % of the Application Platforms category 4.70% 3.53% 2.00%
Number of salaries quoted 38 22 18
West Yorkshire median annual salary £50,500 £53,750 £60,000
Median salary % change year-on-year -6.05% -10.42% -
10th Percentile £37,500 £40,625 £40,250
90th Percentile £67,500 £72,500 £62,500
Yorkshire median annual salary £55,000 £53,750 £60,000
% change year-on-year +2.33% -10.42% +71.43%

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 915 1,106 1,448
As % of all permanent IT jobs advertised in West Yorkshire 14.77% 15.91% 18.00%
Number of salaries quoted 764 945 1,193
West Yorkshire median annual salary £42,750 £40,000 £37,500
Median salary % change year-on-year +6.88% +6.67% -
10th Percentile £26,250 £25,000 £23,500
90th Percentile £62,500 £61,250 £56,250
Yorkshire median annual salary £42,500 £40,000 £38,000
% change year-on-year +6.25% +5.26% +1.33%

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 16 August 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 16 August 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 +24 43 £50,500 -6.05% 3
Apache Spark
Yorkshire

For the 6 months to 16 August 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 37 (86.05%) Hadoop
2 29 (67.44%) Agile Software Development
3 24 (55.81%) Python
4 22 (51.16%) SQL
5 19 (44.19%) Java
6 16 (37.21%) Amazon AWS
6 16 (37.21%) Apache Hive
6 16 (37.21%) Big Data
7 15 (34.88%) DevOps
8 13 (30.23%) Microsoft Azure
8 13 (30.23%) JavaScript
9 12 (27.91%) Microsoft
10 11 (25.58%) ITIL
10 11 (25.58%) Finance
10 11 (25.58%) Capacity Planning
11 10 (23.26%) SaaS
11 10 (23.26%) PaaS
11 10 (23.26%) Bash Shell
11 10 (23.26%) Test Automation
11 10 (23.26%) JIRA
11 10 (23.26%) Atlassian Bamboo
11 10 (23.26%) PowerShell
11 10 (23.26%) Node.js
11 10 (23.26%) Capacity Management
11 10 (23.26%) Bitbucket
11 10 (23.26%) IaaS
11 10 (23.26%) Change Management
11 10 (23.26%) Financial Institution
11 10 (23.26%) Disaster Recovery
11 10 (23.26%) Service 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 8 (18.60%) Apache
2 2 (4.65%) Apache Pig
2 2 (4.65%) Apache Solr
2 2 (4.65%) Elasticsearch
3 1 (2.33%) CMS
3 1 (2.33%) Joomla!
3 1 (2.33%) Tomcat
3 1 (2.33%) WildFly
3 1 (2.33%) WordPress
Cloud Services
1 16 (37.21%) Amazon AWS
2 13 (30.23%) Microsoft Azure
3 10 (23.26%) IaaS
3 10 (23.26%) PaaS
3 10 (23.26%) SaaS
4 2 (4.65%) Amazon EMR
4 2 (4.65%) Amazon S3
5 1 (2.33%) Amazon EC2
5 1 (2.33%) Amazon Kinesis
5 1 (2.33%) AWS Lambda
5 1 (2.33%) Serverless
Communications & Networking
1 1 (2.33%) Kerberos
Database & Business Intelligence
1 37 (86.05%) Hadoop
2 16 (37.21%) Apache Hive
2 16 (37.21%) Big Data
3 10 (23.26%) SQL Server
4 9 (20.93%) HBase
5 7 (16.28%) Pentaho
6 6 (13.95%) Azure SQL Database
7 5 (11.63%) NoSQL
7 5 (11.63%) Riak
8 3 (6.98%) MongoDB
9 2 (4.65%) Amazon RDS
9 2 (4.65%) Amazon Redshift
9 2 (4.65%) Redis
10 1 (2.33%) Data Lake
10 1 (2.33%) MySQL
10 1 (2.33%) Sqoop
Development Applications
1 10 (23.26%) Atlassian Bamboo
1 10 (23.26%) Bitbucket
1 10 (23.26%) JIRA
2 6 (13.95%) Git (software)
3 5 (11.63%) Jenkins
3 5 (11.63%) Subversion
General
1 11 (25.58%) Finance
2 10 (23.26%) Financial Institution
3 7 (16.28%) Marketing
4 1 (2.33%) Games
Job Titles
1 12 (27.91%) Data Engineer
2 11 (25.58%) Architect
3 10 (23.26%) Data Architect
4 5 (11.63%) Data Analytics Architect
4 5 (11.63%) Developer
4 5 (11.63%) DevOps Engineer
4 5 (11.63%) Operations Engineer
4 5 (11.63%) Site Engineer
4 5 (11.63%) Site Reliability Engineer
5 4 (9.30%) Python Developer
6 3 (6.98%) Big Data Engineer
7 2 (4.65%) Senior Data Engineer
8 1 (2.33%) AWS Developer
8 1 (2.33%) Data Governance Analyst
8 1 (2.33%) Data Manager
8 1 (2.33%) Junior Data Engineer
8 1 (2.33%) Linux Developer
8 1 (2.33%) Operations Manager
8 1 (2.33%) Technical Manager
8 1 (2.33%) Technical Operations Manager
Libraries, Frameworks & Software Standards
1 10 (23.26%) .NET
1 10 (23.26%) .NET Core
1 10 (23.26%) Node.js
2 4 (9.30%) PySpark
3 3 (6.98%) Kafka
3 3 (6.98%) Web Services
4 2 (4.65%) Apache Tez
5 1 (2.33%) Django
5 1 (2.33%) Flask
5 1 (2.33%) J2EE
5 1 (2.33%) LAMP
5 1 (2.33%) LDAP
5 1 (2.33%) Middleware
5 1 (2.33%) REST
Miscellaneous
1 10 (23.26%) Management Information System
2 9 (20.93%) Hybrid Cloud
3 5 (11.63%) Analytical Skills
4 4 (9.30%) Algorithms
5 1 (2.33%) Cloud Native
5 1 (2.33%) Data Centre
5 1 (2.33%) Enterprise Cloud
Operating Systems
1 9 (20.93%) Linux
2 7 (16.28%) Red Hat Enterprise Linux
3 1 (2.33%) CentOS
3 1 (2.33%) Ubuntu
Processes & Methodologies
1 29 (67.44%) Agile Software Development
2 15 (34.88%) DevOps
3 11 (25.58%) Capacity Planning
3 11 (25.58%) ITIL
4 10 (23.26%) Business Intelligence
4 10 (23.26%) Capacity Management
4 10 (23.26%) Change Management
4 10 (23.26%) Data Science
4 10 (23.26%) Disaster Recovery
4 10 (23.26%) ITSM
4 10 (23.26%) Service Management
4 10 (23.26%) Site Reliability Engineering
4 10 (23.26%) Test Automation
5 9 (20.93%) Analytics
5 9 (20.93%) ETL
5 9 (20.93%) IT Strategy
5 9 (20.93%) MapReduce
6 7 (16.28%) Data Analytics
6 7 (16.28%) Data Integration
7 6 (13.95%) Data Governance
Programming Languages
1 24 (55.81%) Python
2 22 (51.16%) SQL
3 19 (44.19%) Java
4 13 (30.23%) JavaScript
5 10 (23.26%) Bash Shell
5 10 (23.26%) C#
5 10 (23.26%) C++
5 10 (23.26%) Perl
5 10 (23.26%) PowerShell
6 4 (9.30%) R
7 3 (6.98%) Scala
8 1 (2.33%) PHP
Qualifications
1 3 (6.98%) Degree
2 1 (2.33%) AWS Certification
2 1 (2.33%) ITIL Foundation Certificate
Quality Assurance & Compliance
1 2 (4.65%) Data Quality
System Software
1 4 (9.30%) HDFS
2 1 (2.33%) Docker
Systems Management
1 3 (6.98%) Ansible
2 2 (4.65%) Oozie
2 2 (4.65%) Puppet
3 1 (2.33%) Xymon
3 1 (2.33%) ZABBIX
Vendors
1 12 (27.91%) Microsoft
2 8 (18.60%) Red Hat
3 7 (16.28%) Informatica
3 7 (16.28%) Talend
4 5 (11.63%) Capita
4 5 (11.63%) Cloudera
5 1 (2.33%) Okta