Period
to 21 August 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 21 August 2018 with a comparison to the same period in the previous 2 years.

Apache Spark
England > Yorkshire
6 months to
21 Aug 2018
Same period 2017 Same period 2016
Rank 243 283 312
Rank change year-on-year +40 +29 +52
Permanent jobs citing Apache Spark 52 48 36
As % of all permanent IT jobs advertised in Yorkshire 0.57% 0.47% 0.31%
As % of the Application Platforms category 3.82% 2.92% 1.70%
Number of salaries quoted 47 30 24
Yorkshire median annual salary £53,000 £53,750 £60,000
Median salary % change year-on-year -1.40% -10.42% +71.43%
10th Percentile £37,500 £37,000 £42,500
90th Percentile £67,500 £72,500 £66,750
England median annual salary £70,000 £67,500 £65,000
% change year-on-year +3.70% +3.85% -

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 1,363 1,645 2,119
As % of all permanent IT jobs advertised in Yorkshire 14.90% 15.98% 18.28%
Number of salaries quoted 1,127 1,380 1,737
Yorkshire median annual salary £42,500 £40,000 £38,000
Median salary % change year-on-year +6.25% +5.26% +1.33%
10th Percentile £26,150 £25,000 £23,650
90th Percentile £58,750 £60,000 £56,250
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 21 August 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 21 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
West Yorkshire +25 41 £50,250 -6.51% 3
South Yorkshire +13 11 £55,000 -8.33% 3
Apache Spark
England

For the 6 months to 21 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 Yorkshire region with a requirement for Apache Spark.

1 41 (78.85%) Hadoop
2 31 (59.62%) Agile Software Development
3 28 (53.85%) Python
4 24 (46.15%) Big Data
5 23 (44.23%) SQL
6 20 (38.46%) Java
7 19 (36.54%) Apache Hive
8 17 (32.69%) Amazon AWS
8 17 (32.69%) Business Intelligence
8 17 (32.69%) Analytics
8 17 (32.69%) DevOps
9 16 (30.77%) ETL
10 15 (28.85%) Finance
11 13 (25.00%) JavaScript
11 13 (25.00%) Microsoft Azure
12 12 (23.08%) Bash Shell
12 12 (23.08%) Microsoft
13 11 (21.15%) Bitbucket
13 11 (21.15%) Data Science
13 11 (21.15%) ITIL
13 11 (21.15%) Management Information System
13 11 (21.15%) Capacity Planning
13 11 (21.15%) Atlassian Bamboo
13 11 (21.15%) JIRA
14 10 (19.23%) PowerShell
14 10 (19.23%) Test Automation
14 10 (19.23%) SaaS
14 10 (19.23%) PaaS
14 10 (19.23%) Node.js
14 10 (19.23%) ITSM

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 7 (13.46%) Apache
2 3 (5.77%) Apache Pig
2 3 (5.77%) Apache Solr
2 3 (5.77%) Elasticsearch
3 1 (1.92%) CMS
3 1 (1.92%) Confluence
3 1 (1.92%) Joomla!
3 1 (1.92%) SAS
3 1 (1.92%) Tomcat
3 1 (1.92%) WildFly
3 1 (1.92%) WordPress
Cloud Services
1 17 (32.69%) Amazon AWS
2 13 (25.00%) Microsoft Azure
3 10 (19.23%) IaaS
3 10 (19.23%) PaaS
3 10 (19.23%) SaaS
4 2 (3.85%) Amazon EMR
4 2 (3.85%) Amazon S3
4 2 (3.85%) Google Cloud Platform
5 1 (1.92%) Amazon EC2
5 1 (1.92%) Amazon Kinesis
5 1 (1.92%) AWS Lambda
5 1 (1.92%) GitHub
5 1 (1.92%) Serverless
Communications & Networking
1 1 (1.92%) Kerberos
1 1 (1.92%) VPN
Database & Business Intelligence
1 41 (78.85%) Hadoop
2 24 (46.15%) Big Data
3 19 (36.54%) Apache Hive
4 10 (19.23%) SQL Server
5 9 (17.31%) HBase
6 8 (15.38%) QlikView
7 7 (13.46%) Apache Cassandra
7 7 (13.46%) Pentaho
8 6 (11.54%) Azure SQL Database
8 6 (11.54%) NoSQL
9 5 (9.62%) MongoDB
9 5 (9.62%) Riak
10 2 (3.85%) Amazon RDS
10 2 (3.85%) Amazon Redshift
10 2 (3.85%) Redis
11 1 (1.92%) Data Lake
11 1 (1.92%) Impala
11 1 (1.92%) SAS Visual Analytics
11 1 (1.92%) Spotfire
11 1 (1.92%) Sqoop
Development Applications
1 11 (21.15%) Atlassian Bamboo
1 11 (21.15%) Bitbucket
1 11 (21.15%) JIRA
2 8 (15.38%) Git (software)
3 6 (11.54%) Jenkins
4 5 (9.62%) Subversion
5 1 (1.92%) Sonatype Nexus
General
1 15 (28.85%) Finance
2 10 (19.23%) Financial Institution
3 8 (15.38%) Banking
4 7 (13.46%) Marketing
5 1 (1.92%) Games
Job Titles
1 17 (32.69%) Architect
2 12 (23.08%) Data Engineer
3 9 (17.31%) Data Architect
4 7 (13.46%) Business Architect
4 7 (13.46%) Business Intelligence Architect
5 6 (11.54%) Developer
6 5 (9.62%) Business Intelligence Solutions Architect
6 5 (9.62%) Business Solution Architect
6 5 (9.62%) DevOps Engineer
6 5 (9.62%) Operations Engineer
6 5 (9.62%) Presales Solution Architect
6 5 (9.62%) Site Engineer
6 5 (9.62%) Site Reliability Engineer
7 4 (7.69%) Data Analytics Architect
7 4 (7.69%) Python Developer
8 3 (5.77%) Big Data Engineer
9 2 (3.85%) Cloud Developer
9 2 (3.85%) Senior Data Engineer
9 2 (3.85%) Solutions Architect
10 1 (1.92%) Junior Data Engineer
Libraries, Frameworks & Software Standards
1 10 (19.23%) .NET
1 10 (19.23%) .NET Core
1 10 (19.23%) Kafka
1 10 (19.23%) Node.js
2 5 (9.62%) PySpark
3 3 (5.77%) Web Services
4 2 (3.85%) Apache Tez
5 1 (1.92%) D3.js
5 1 (1.92%) Django
5 1 (1.92%) Flask
5 1 (1.92%) J2EE
5 1 (1.92%) LAMP
5 1 (1.92%) LDAP
5 1 (1.92%) Middleware
5 1 (1.92%) MLlib
5 1 (1.92%) Natural Language Processing
5 1 (1.92%) Raphaël
5 1 (1.92%) Regular Expression
5 1 (1.92%) REST
5 1 (1.92%) TensorFlow
Miscellaneous
1 11 (21.15%) Management Information System
2 9 (17.31%) Hybrid Cloud
3 7 (13.46%) Analytical Skills
4 4 (7.69%) Algorithms
5 2 (3.85%) Fintech
6 1 (1.92%) Cloud Native
6 1 (1.92%) Computer Science
6 1 (1.92%) Data Centre
6 1 (1.92%) Enterprise Cloud
6 1 (1.92%) Semantic Web
Operating Systems
1 10 (19.23%) Linux
2 7 (13.46%) Red Hat Enterprise Linux
3 1 (1.92%) CentOS
3 1 (1.92%) Ubuntu
Processes & Methodologies
1 31 (59.62%) Agile Software Development
2 17 (32.69%) Analytics
2 17 (32.69%) Business Intelligence
2 17 (32.69%) DevOps
3 16 (30.77%) ETL
4 11 (21.15%) Capacity Planning
4 11 (21.15%) Data Science
4 11 (21.15%) ITIL
5 10 (19.23%) Capacity Management
5 10 (19.23%) Change Management
5 10 (19.23%) Disaster Recovery
5 10 (19.23%) ITSM
5 10 (19.23%) Service Management
5 10 (19.23%) Site Reliability Engineering
5 10 (19.23%) Stakeholder Management
5 10 (19.23%) Test Automation
6 9 (17.31%) IT Strategy
6 9 (17.31%) MapReduce
6 9 (17.31%) Performance Tuning
7 8 (15.38%) Artificial Intelligence
Programming Languages
1 28 (53.85%) Python
2 23 (44.23%) SQL
3 20 (38.46%) Java
4 13 (25.00%) JavaScript
5 12 (23.08%) Bash Shell
6 10 (19.23%) C#
6 10 (19.23%) C++
6 10 (19.23%) Perl
6 10 (19.23%) PowerShell
7 6 (11.54%) R
8 5 (9.62%) Scala
9 2 (3.85%) Shell Script
10 1 (1.92%) PHP
Qualifications
1 4 (7.69%) Degree
2 1 (1.92%) AWS Certification
2 1 (1.92%) ITIL Foundation Certificate
Quality Assurance & Compliance
1 2 (3.85%) Data Quality
1 2 (3.85%) GCP
System Software
1 4 (7.69%) HDFS
2 2 (3.85%) Docker
Systems Management
1 4 (7.69%) Ansible
2 2 (3.85%) Oozie
2 2 (3.85%) Puppet
3 1 (1.92%) Ambari
3 1 (1.92%) Kubernetes
3 1 (1.92%) Terraform
3 1 (1.92%) Xymon
3 1 (1.92%) ZABBIX
Vendors
1 12 (23.08%) Microsoft
2 7 (13.46%) IBM
2 7 (13.46%) Informatica
2 7 (13.46%) Red Hat
2 7 (13.46%) Talend
3 5 (9.62%) Capita
3 5 (9.62%) Cloudera
4 2 (3.85%) CA Agile Central
4 2 (3.85%) Tableau
5 1 (1.92%) Google
5 1 (1.92%) Hortonworks
5 1 (1.92%) Okta
5 1 (1.92%) Platfora
5 1 (1.92%) SaltStack