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

Apache Spark
England > Yorkshire
6 months to
21 Jun 2018
Same period 2017 Same period 2016
Rank 253 286 327
Rank change year-on-year +33 +41 +44
Permanent jobs citing Apache Spark 57 41 34
As % of all permanent IT jobs advertised in Yorkshire 0.59% 0.38% 0.28%
As % of the Application Platforms category 4.28% 2.41% 1.47%
Number of salaries quoted 49 28 19
Yorkshire median annual salary £55,000 £55,000 £60,000
Median salary % change year-on-year - -8.33% -
10th Percentile £37,500 £32,500 £40,600
90th Percentile £67,500 £68,125 £68,500
England median annual salary £70,000 £67,500 £65,000
% change year-on-year +3.70% +3.85% -1.89%

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 1,332 1,703 2,308
As % of all permanent IT jobs advertised in Yorkshire 13.81% 15.95% 19.03%
Number of salaries quoted 1,115 1,430 1,880
Yorkshire median annual salary £40,000 £40,000 £39,000
Median salary % change year-on-year - +2.56% +4.00%
10th Percentile £26,250 £23,500 £25,000
90th Percentile £58,000 £61,250 £57,500
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 June 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 June 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 +29 45 £50,000 -9.09% 7
South Yorkshire +18 12 £56,250 -6.25% 1
Apache Spark
England

For the 6 months to 21 June 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 45 (78.95%) Hadoop
2 30 (52.63%) Big Data
2 30 (52.63%) Agile Software Development
3 23 (40.35%) Python
4 21 (36.84%) Analytics
5 20 (35.09%) SQL
6 19 (33.33%) ETL
6 19 (33.33%) Apache Hive
7 18 (31.58%) Java
8 16 (28.07%) Business Intelligence
9 15 (26.32%) Data Science
9 15 (26.32%) Kafka
9 15 (26.32%) Stakeholder Management
10 14 (24.56%) Amazon AWS
11 13 (22.81%) HBase
11 13 (22.81%) MapReduce
11 13 (22.81%) Performance Tuning
12 11 (19.30%) Finance
12 11 (19.30%) Linux
12 11 (19.30%) Microsoft Azure
12 11 (19.30%) Artificial Intelligence
12 11 (19.30%) QlikView
12 11 (19.30%) DevOps
13 10 (17.54%) Presales
13 10 (17.54%) Customer Engagement
13 10 (17.54%) Apache Cassandra
13 10 (17.54%) IBM
13 10 (17.54%) Microsoft
13 10 (17.54%) Red Hat
13 10 (17.54%) Banking

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 9 (15.79%) Apache
2 4 (7.02%) Apache Solr
2 4 (7.02%) Elasticsearch
3 2 (3.51%) Apache Pig
4 1 (1.75%) CMS
4 1 (1.75%) Confluence
4 1 (1.75%) Joomla!
4 1 (1.75%) SAS
4 1 (1.75%) Tomcat
4 1 (1.75%) WildFly
4 1 (1.75%) WordPress
Cloud Services
1 14 (24.56%) Amazon AWS
2 11 (19.30%) Microsoft Azure
3 6 (10.53%) IaaS
3 6 (10.53%) PaaS
3 6 (10.53%) SaaS
4 1 (1.75%) Amazon EMR
4 1 (1.75%) Amazon S3
4 1 (1.75%) Cloud Computing
4 1 (1.75%) GitHub
4 1 (1.75%) Google Cloud Platform
Communications & Networking
1 1 (1.75%) DSL
1 1 (1.75%) Kerberos
1 1 (1.75%) VPN
Database & Business Intelligence
1 45 (78.95%) Hadoop
2 30 (52.63%) Big Data
3 19 (33.33%) Apache Hive
4 13 (22.81%) HBase
5 11 (19.30%) QlikView
6 10 (17.54%) Apache Cassandra
7 9 (15.79%) MongoDB
7 9 (15.79%) Pentaho
8 6 (10.53%) Azure SQL Database
8 6 (10.53%) NoSQL
8 6 (10.53%) SQL Server
9 5 (8.77%) Riak
10 4 (7.02%) Redis
11 2 (3.51%) Data Lake
12 1 (1.75%) Amazon RDS
12 1 (1.75%) Amazon Redshift
12 1 (1.75%) MySQL
12 1 (1.75%) SAS Visual Analytics
Development Applications
1 7 (12.28%) Atlassian Bamboo
1 7 (12.28%) Bitbucket
1 7 (12.28%) Git (software)
1 7 (12.28%) JIRA
2 6 (10.53%) Jenkins
3 5 (8.77%) Subversion
4 1 (1.75%) Sonatype Nexus
General
1 11 (19.30%) Finance
2 10 (17.54%) Banking
3 8 (14.04%) Marketing
4 6 (10.53%) Financial Institution
5 2 (3.51%) Games
Job Titles
1 23 (40.35%) Architect
2 16 (28.07%) Data Engineer
3 12 (21.05%) Data Architect
4 10 (17.54%) Business Architect
4 10 (17.54%) Business Intelligence Architect
5 6 (10.53%) Business Intelligence Solutions Architect
5 6 (10.53%) Business Solution Architect
5 6 (10.53%) Data Analytics Architect
5 6 (10.53%) Presales Solution Architect
6 5 (8.77%) Developer
6 5 (8.77%) DevOps Engineer
6 5 (8.77%) Operations Engineer
7 4 (7.02%) Python Developer
8 3 (5.26%) Big Data Engineer
8 3 (5.26%) Solutions Architect
9 2 (3.51%) Consultant
9 2 (3.51%) Data Governance Analyst
9 2 (3.51%) Governance Manager
9 2 (3.51%) Platform Architect
9 2 (3.51%) Senior Data Engineer
Libraries, Frameworks & Software Standards
1 15 (26.32%) Kafka
2 6 (10.53%) .NET
2 6 (10.53%) .NET Core
2 6 (10.53%) Node.js
3 4 (7.02%) Apache Tez
3 4 (7.02%) PySpark
3 4 (7.02%) Web Services
4 1 (1.75%) Django
4 1 (1.75%) Flask
4 1 (1.75%) LAMP
4 1 (1.75%) LDAP
4 1 (1.75%) Middleware
4 1 (1.75%) Spark Streaming
Miscellaneous
1 6 (10.53%) Analytical Skills
1 6 (10.53%) Management Information System
2 5 (8.77%) Hybrid Cloud
3 4 (7.02%) Algorithms
4 3 (5.26%) Fintech
5 1 (1.75%) Data Centre
Operating Systems
1 11 (19.30%) Linux
2 9 (15.79%) Red Hat Enterprise Linux
3 1 (1.75%) CentOS
3 1 (1.75%) Ubuntu
Processes & Methodologies
1 30 (52.63%) Agile Software Development
2 21 (36.84%) Analytics
3 19 (33.33%) ETL
4 16 (28.07%) Business Intelligence
5 15 (26.32%) Data Science
5 15 (26.32%) Stakeholder Management
6 13 (22.81%) MapReduce
6 13 (22.81%) Performance Tuning
7 11 (19.30%) Artificial Intelligence
7 11 (19.30%) DevOps
8 10 (17.54%) Customer Engagement
8 10 (17.54%) Presales
9 9 (15.79%) Customer Requirements
9 9 (15.79%) Data Analytics
9 9 (15.79%) Data Integration
9 9 (15.79%) Product Management
9 9 (15.79%) Technical Architecture
10 8 (14.04%) Data Governance
10 8 (14.04%) Data Management
10 8 (14.04%) Service Delivery Management
Programming Languages
1 23 (40.35%) Python
2 20 (35.09%) SQL
3 18 (31.58%) Java
4 9 (15.79%) JavaScript
5 7 (12.28%) Bash Shell
6 6 (10.53%) C#
6 6 (10.53%) C++
6 6 (10.53%) Perl
6 6 (10.53%) PowerShell
6 6 (10.53%) R
7 3 (5.26%) Scala
8 1 (1.75%) HiveQL
8 1 (1.75%) PHP
8 1 (1.75%) Shell Script
Qualifications
1 3 (5.26%) Degree
2 2 (3.51%) AWS Certification
3 1 (1.75%) ITIL Foundation Certificate
Quality Assurance & Compliance
1 3 (5.26%) Data Quality
2 1 (1.75%) GCP
System Software
1 5 (8.77%) HDFS
2 2 (3.51%) Docker
Systems Management
1 6 (10.53%) Ansible
2 4 (7.02%) Puppet
3 1 (1.75%) Ambari
3 1 (1.75%) Kubernetes
3 1 (1.75%) Oozie
3 1 (1.75%) Terraform
3 1 (1.75%) Xymon
3 1 (1.75%) ZABBIX
Vendors
1 10 (17.54%) IBM
1 10 (17.54%) Microsoft
1 10 (17.54%) Red Hat
2 9 (15.79%) Informatica
2 9 (15.79%) Talend
3 5 (8.77%) Capita
3 5 (8.77%) Cloudera
4 3 (5.26%) CA Agile Central
5 1 (1.75%) Google
5 1 (1.75%) Okta
5 1 (1.75%) Platfora
5 1 (1.75%) SaltStack
5 1 (1.75%) Tableau