Period
to 25 May 2018

The following table provides summary statistics for permanent job vacancies advertised in Oxford 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 25 May 2018 with a comparison to the same period in the previous 2 years.

Apache Spark
Oxfordshire > Oxford
6 months to
25 May 2018
Same period 2017 Same period 2016
Rank 120 100 106
Rank change year-on-year -20 +6 -
Permanent jobs citing Apache Spark 9 12 12
As % of all permanent IT jobs advertised in Oxford 0.55% 0.89% 0.89%
As % of the Application Platforms category 4.05% 4.63% 5.29%
Number of salaries quoted 10 19 19
Oxford median annual salary £63,000 £84,000 £42,500
Median salary % change year-on-year -25.00% +97.65% -
10th Percentile £42,500 £41,250 £41,250
90th Percentile £71,425 £84,000 £85,250
Oxfordshire median annual salary £60,000 £65,000 £42,500
% change year-on-year -7.69% +52.94% -

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 Oxford with a requirement for application platform skills.

All Application Platform Skills
Oxford
Permanent vacancies with a requirement for application platform skills 222 259 227
As % of all permanent IT jobs advertised in Oxford 13.50% 19.30% 16.80%
Number of salaries quoted 212 223 186
Oxford median annual salary £50,000 £42,500 £45,000
Median salary % change year-on-year +17.65% -5.56% +12.50%
10th Percentile £32,500 £30,000 £30,750
90th Percentile £76,000 £70,000 £72,500
Oxfordshire median annual salary £50,000 £45,000 £43,500
% change year-on-year +11.11% +3.45% +8.75%

Apache Spark
Job Vacancy Trend in Oxford

Job postings citing Apache Spark as a percentage of all IT jobs advertised in Oxford.

Job vacancy trend for Apache Spark in Oxford

Apache Spark
Salary Trend in Oxford

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Apache Spark in Oxford.

Salary trend for Apache Spark in Oxford

Apache Spark
Salary Histogram in Oxford

The salary distribution of IT jobs citing Apache Spark in Oxford over the 6 months to 25 May 2018.

Salary histogram for Apache Spark in Oxford

For the 6 months to 25 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 Oxford region with a requirement for Apache Spark.

1 8 (88.89%) Machine Learning
2 7 (77.78%) Java
3 5 (55.56%) Apache Cassandra
3 5 (55.56%) Kubernetes
4 4 (44.44%) Python
4 4 (44.44%) Agile Software Development
4 4 (44.44%) TDD
4 4 (44.44%) Lucene
4 4 (44.44%) Selenium
4 4 (44.44%) Continuous Integration
4 4 (44.44%) Test Automation
4 4 (44.44%) Apache Solr
4 4 (44.44%) Hadoop
4 4 (44.44%) Amazon AWS
5 3 (33.33%) Visualisation
5 3 (33.33%) Software Engineering
5 3 (33.33%) Apache
5 3 (33.33%) Code Coverage
5 3 (33.33%) JavaScript
5 3 (33.33%) C++
5 3 (33.33%) Web Services
5 3 (33.33%) Big Data
5 3 (33.33%) Elasticsearch
5 3 (33.33%) Docker
5 3 (33.33%) Data Visualisation
5 3 (33.33%) Natural Language Processing
5 3 (33.33%) RESTful
5 3 (33.33%) AngularJS
5 3 (33.33%) Continuous Deployment
5 3 (33.33%) Java 8

Apache Spark
Co-occurring IT Skills in Oxford 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 4 (44.44%) Apache Solr
2 3 (33.33%) Apache
2 3 (33.33%) Elasticsearch
3 2 (22.22%) Apache Airflow
3 2 (22.22%) Tomcat
4 1 (11.11%) Confluence
4 1 (11.11%) Jetty
4 1 (11.11%) nginx
Cloud Services
1 4 (44.44%) Amazon AWS
2 1 (11.11%) Amazon EC2
2 1 (11.11%) Amazon EMR
2 1 (11.11%) Microsoft Azure
Database & Business Intelligence
1 5 (55.56%) Apache Cassandra
2 4 (44.44%) Hadoop
3 3 (33.33%) Big Data
4 2 (22.22%) Apache Hive
4 2 (22.22%) BigQuery
4 2 (22.22%) Data Warehouse
4 2 (22.22%) Spark SQL
5 1 (11.11%) MongoDB
5 1 (11.11%) NoSQL
5 1 (11.11%) PostgreSQL
5 1 (11.11%) Text Mining
Development Applications
1 4 (44.44%) Selenium
2 1 (11.11%) Cucumber
2 1 (11.11%) Git (software)
2 1 (11.11%) Gradle
2 1 (11.11%) IntelliJ
2 1 (11.11%) Jenkins
2 1 (11.11%) JIRA
2 1 (11.11%) SoapUI
2 1 (11.11%) Subversion
Job Titles
1 3 (33.33%) Development Manager
1 3 (33.33%) Senior Software Engineer
1 3 (33.33%) Software Engineer
2 2 (22.22%) Machine Learning Engineer
2 2 (22.22%) Software Development Manager
2 2 (22.22%) Software Manager
3 1 (11.11%) Agile Manual Tester
3 1 (11.11%) Agile Tester
3 1 (11.11%) Automation Tester
3 1 (11.11%) Java Development Manager
3 1 (11.11%) QA Automation Engineer
3 1 (11.11%) QA Automation Tester
3 1 (11.11%) QA Manual Tester
3 1 (11.11%) QA Tester
3 1 (11.11%) Selenium Automation Tester
3 1 (11.11%) Selenium Tester
3 1 (11.11%) Senior Agile Tester
3 1 (11.11%) Senior Automation Tester
3 1 (11.11%) Senior Manual Tester
3 1 (11.11%) Technical Manager
Libraries, Frameworks & Software Standards
1 4 (44.44%) Lucene
2 3 (33.33%) AngularJS
2 3 (33.33%) Natural Language Processing
2 3 (33.33%) RESTful
2 3 (33.33%) Web Services
3 1 (11.11%) .NET
3 1 (11.11%) Elastic Stack
3 1 (11.11%) Kafka
3 1 (11.11%) Node.js
3 1 (11.11%) SOAP
3 1 (11.11%) Spring Boot
Miscellaneous
1 2 (22.22%) Algorithms
1 2 (22.22%) Robotics
1 2 (22.22%) Semantic Web
2 1 (11.11%) Linked Data
Operating Systems
1 1 (11.11%) Linux
Processes & Methodologies
1 8 (88.89%) Machine Learning
2 4 (44.44%) Agile Software Development
2 4 (44.44%) Continuous Integration
2 4 (44.44%) TDD
2 4 (44.44%) Test Automation
3 3 (33.33%) Code Coverage
3 3 (33.33%) Continuous Deployment
3 3 (33.33%) Data Visualisation
3 3 (33.33%) Software Engineering
3 3 (33.33%) Visualisation
4 2 (22.22%) Analytics
4 2 (22.22%) Digital Transformation Programme
4 2 (22.22%) ETL
5 1 (11.11%) BDD
5 1 (11.11%) Build Automation
5 1 (11.11%) Kanban
5 1 (11.11%) Open Source
5 1 (11.11%) Scrum
5 1 (11.11%) Software Testing
5 1 (11.11%) Test Scripting
Programming Languages
1 7 (77.78%) Java
2 4 (44.44%) Python
3 3 (33.33%) C++
3 3 (33.33%) Java 8
3 3 (33.33%) JavaScript
4 2 (22.22%) C
4 2 (22.22%) Scala
4 2 (22.22%) SQL
5 1 (11.11%) Bash Shell
5 1 (11.11%) Ruby
Quality Assurance & Compliance
1 1 (11.11%) QA
System Software
1 3 (33.33%) Docker
2 2 (22.22%) Apache ZooKeeper
Systems Management
1 5 (55.56%) Kubernetes
Vendors
1 1 (11.11%) Google