Period
to 13 December 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 13 December 2018 with a comparison to the same period in the previous 2 years.

Apache Spark
England > Yorkshire
6 months to
13 Dec 2018
Same period 2017 Same period 2016
Rank 239 286 299
Rank change year-on-year +47 +13 +55
Permanent jobs citing Apache Spark 38 28 24
As % of all permanent IT jobs advertised in Yorkshire 0.48% 0.29% 0.22%
As % of the Application Platforms category 2.98% 1.90% 1.39%
Number of salaries quoted 35 22 22
Yorkshire median annual salary £50,500 £52,500 £58,750
Median salary % change year-on-year -3.81% -10.64% +23.68%
10th Percentile £40,800 £40,125 £42,500
90th Percentile £110,000 £62,500 £70,875
England median annual salary £75,000 £67,500 £67,500
% change year-on-year +11.11% - +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 1,275 1,472 1,724
As % of all permanent IT jobs advertised in Yorkshire 16.05% 15.03% 15.69%
Number of salaries quoted 1,020 1,274 1,471
Yorkshire median annual salary £42,500 £39,000 £37,500
Median salary % change year-on-year +8.97% +4.00% -
10th Percentile £26,250 £25,000 £23,000
90th Percentile £57,500 £60,000 £57,500
England median annual salary £50,000 £47,500 £46,500
% change year-on-year +5.26% +2.15% +3.33%

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 13 December 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 13 December 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 +23 23 £49,919 -4.92% 9
South Yorkshire -1 9 £100,000 +145.40%
North Yorkshire - 6 £44,500 - 1
Apache Spark
England

For the 6 months to 13 December 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 35 (92.11%) Hadoop
2 32 (84.21%) SQL
3 26 (68.42%) Agile Software Development
4 24 (63.16%) Python
5 20 (52.63%) NoSQL
6 19 (50.00%) Software Engineering
7 18 (47.37%) Apache Cassandra
7 18 (47.37%) Big Data
8 17 (44.74%) Elasticsearch
8 17 (44.74%) PostgreSQL
9 16 (42.11%) TDD
9 16 (42.11%) Continuous Integration
9 16 (42.11%) Amazon AWS
9 16 (42.11%) DevOps
10 13 (34.21%) MongoDB
11 12 (31.58%) Git (software)
11 12 (31.58%) Finance
11 12 (31.58%) Apache
12 11 (28.95%) GIS
12 11 (28.95%) Subversion
12 11 (28.95%) nginx
12 11 (28.95%) CouchDB
12 11 (28.95%) Mercurial
12 11 (28.95%) Scala
12 11 (28.95%) RabbitMQ
12 11 (28.95%) Security Cleared
12 11 (28.95%) Ansible
12 11 (28.95%) Analytics
12 11 (28.95%) Jenkins
12 11 (28.95%) Redis

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 17 (44.74%) Elasticsearch
2 12 (31.58%) Apache
3 11 (28.95%) nginx
4 4 (10.53%) SAS
5 3 (7.89%) Apache Pig
6 1 (2.63%) Apache Solr
6 1 (2.63%) IBM Notes
Applications
1 1 (2.63%) Microsoft Excel
1 1 (2.63%) Microsoft PowerPoint
1 1 (2.63%) MS Visio
Cloud Services
1 16 (42.11%) Amazon AWS
2 8 (21.05%) Microsoft Azure
3 5 (13.16%) Cloud Computing
4 4 (10.53%) GitHub
4 4 (10.53%) IaaS
4 4 (10.53%) PaaS
4 4 (10.53%) SaaS
5 2 (5.26%) Serverless
6 1 (2.63%) Amazon EC2
6 1 (2.63%) Amazon EMR
6 1 (2.63%) Amazon Kinesis
6 1 (2.63%) Amazon S3
6 1 (2.63%) AWS Lambda
6 1 (2.63%) Google Cloud Platform
Communications & Networking
1 1 (2.63%) Internet
Database & Business Intelligence
1 35 (92.11%) Hadoop
2 20 (52.63%) NoSQL
3 18 (47.37%) Apache Cassandra
3 18 (47.37%) Big Data
4 17 (44.74%) PostgreSQL
5 13 (34.21%) MongoDB
6 11 (28.95%) CouchDB
6 11 (28.95%) GIS
6 11 (28.95%) Redis
6 11 (28.95%) Riak
7 9 (23.68%) Apache Hive
8 8 (21.05%) SQL Server
9 5 (13.16%) SQL Server Integration Services
10 4 (10.53%) Spark SQL
11 3 (7.89%) HBase
11 3 (7.89%) QlikView
11 3 (7.89%) Sqoop
12 2 (5.26%) SAS Visual Analytics
13 1 (2.63%) Amazon RDS
13 1 (2.63%) Relational Database
Development Applications
1 12 (31.58%) Git (software)
2 11 (28.95%) Jenkins
2 11 (28.95%) Mercurial
2 11 (28.95%) Subversion
3 4 (10.53%) Atlassian Bamboo
3 4 (10.53%) Bitbucket
3 4 (10.53%) JIRA
General
1 12 (31.58%) Finance
2 4 (10.53%) Financial Institution
3 1 (2.63%) Banking
3 1 (2.63%) Law
Job Titles
1 15 (39.47%) Developer
2 11 (28.95%) Python Developer
3 5 (13.16%) Applications Architect
3 5 (13.16%) Architect
3 5 (13.16%) Senior Architect
4 4 (10.53%) Senior Developer
4 4 (10.53%) Site Engineer
4 4 (10.53%) Site Reliability Engineer
5 3 (7.89%) Big Data Engineer
5 3 (7.89%) Data Engineer
5 3 (7.89%) DevOps Engineer
5 3 (7.89%) Python Engineer
6 2 (5.26%) Business Intelligence Consultant
6 2 (5.26%) Consultant
6 2 (5.26%) Head of Digital
6 2 (5.26%) Junior
6 2 (5.26%) Junior Developer
6 2 (5.26%) Junior Python Developer
6 2 (5.26%) Senior Python Developer
7 1 (2.63%) Analyst
Libraries, Frameworks & Software Standards
1 11 (28.95%) Kafka
1 11 (28.95%) RabbitMQ
2 9 (23.68%) Node.js
3 6 (15.79%) TensorFlow
4 5 (13.16%) AngularJS
4 5 (13.16%) Middleware
4 5 (13.16%) React
5 4 (10.53%) .NET
5 4 (10.53%) .NET Core
5 4 (10.53%) Spark Streaming
6 2 (5.26%) Web Services
7 1 (2.63%) D3.js
7 1 (2.63%) J2EE
7 1 (2.63%) JSON
7 1 (2.63%) Natural Language Processing
7 1 (2.63%) PySpark
7 1 (2.63%) Raphaël
7 1 (2.63%) Regular Expression
7 1 (2.63%) REST
7 1 (2.63%) XML
Miscellaneous
1 6 (15.79%) Cloud Native
2 5 (13.16%) Management Information System
3 4 (10.53%) Hybrid Cloud
4 3 (7.89%) Analytical Skills
5 1 (2.63%) Algorithms
5 1 (2.63%) Enterprise Cloud
5 1 (2.63%) Semantic Web
5 1 (2.63%) User Experience
Operating Systems
1 5 (13.16%) Linux
2 4 (10.53%) Unix
3 3 (7.89%) CentOS
4 1 (2.63%) Red Hat Enterprise Linux
Processes & Methodologies
1 26 (68.42%) Agile Software Development
2 19 (50.00%) Software Engineering
3 16 (42.11%) Continuous Integration
3 16 (42.11%) DevOps
3 16 (42.11%) TDD
4 11 (28.95%) Analytics
5 10 (26.32%) Business Intelligence
6 9 (23.68%) IT Strategy
7 8 (21.05%) ETL
8 6 (15.79%) Data Analytics
9 5 (13.16%) Big Data Analytics
9 5 (13.16%) Capacity Planning
9 5 (13.16%) Machine Learning
9 5 (13.16%) Microservices
9 5 (13.16%) Technical Leadership
10 4 (10.53%) Capacity Management
10 4 (10.53%) Coaching
10 4 (10.53%) Data Engineering
10 4 (10.53%) Data Science
10 4 (10.53%) Site Reliability Engineering
Programming Languages
1 32 (84.21%) SQL
2 24 (63.16%) Python
3 11 (28.95%) Scala
4 9 (23.68%) Java
5 5 (13.16%) Bash Shell
6 4 (10.53%) C#
6 4 (10.53%) C++
6 4 (10.53%) JavaScript
6 4 (10.53%) Perl
6 4 (10.53%) PowerShell
6 4 (10.53%) R
7 1 (2.63%) HiveQL
7 1 (2.63%) PL/SQL
7 1 (2.63%) Shell Script
Qualifications
1 11 (28.95%) Security Cleared
2 8 (21.05%) SC Cleared
3 2 (5.26%) Degree
Quality Assurance & Compliance
1 1 (2.63%) GDPR
System Software
1 4 (10.53%) HDFS
2 2 (5.26%) Apache Flume
Systems Management
1 11 (28.95%) Ansible
2 5 (13.16%) Hadoop YARN
2 5 (13.16%) Oozie
3 3 (7.89%) Opscode Chef
3 3 (7.89%) Puppet
3 3 (7.89%) Terraform
4 2 (5.26%) Ambari
Vendors
1 5 (13.16%) Hortonworks
1 5 (13.16%) Oracle
2 4 (10.53%) Microsoft
2 4 (10.53%) Tableau
3 2 (5.26%) Cloudera
3 2 (5.26%) Platfora
4 1 (2.63%) Databricks
4 1 (2.63%) Lotus
4 1 (2.63%) Splunk
4 1 (2.63%) Talend