Period
to 16 December 2017

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 16 December 2017 with a comparison to the same period in the previous 2 years.

Apache Spark
Oxfordshire > Oxford
6 months to
16 Dec 2017
Same period 2016 Same period 2015
Rank 103 96 130
Rank change year-on-year -7 +34 -
Permanent jobs citing Apache Spark 19 18 2
As % of all permanent IT jobs advertised in Oxford 1.20% 1.28% 0.12%
As % of the Application Platforms category 7.25% 10.29% 0.60%
Number of salaries quoted 14 14 2
Oxford median annual salary £74,500 £42,500 £63,750
Median salary % change year-on-year +75.29% -33.33% -
10th Percentile £56,500 £27,500 £45,375
90th Percentile £87,500 £78,500 £83,125
Oxfordshire median annual salary £65,000 £55,000 £63,750
% change year-on-year +18.18% -13.73% -

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 262 175 334
As % of all permanent IT jobs advertised in Oxford 16.56% 12.49% 19.89%
Number of salaries quoted 218 145 249
Oxford median annual salary £50,000 £47,000 £41,000
Median salary % change year-on-year +6.38% +14.63% +2.50%
10th Percentile £31,250 £27,500 £27,500
90th Percentile £73,100 £60,000 £60,000
Oxfordshire median annual salary £50,000 £45,000 £41,000
% change year-on-year +11.11% +9.76% +7.89%

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 16 December 2017.

Salary histogram for Apache Spark in Oxford

For the 6 months to 16 December 2017, IT jobs citing Apache Spark also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the Oxford region with a requirement for Apache Spark.

1 17 (89.47%) Java
2 13 (68.42%) Agile Software Development
2 13 (68.42%) Big Data
3 12 (63.16%) Machine Learning
4 11 (57.89%) Scala
5 9 (47.37%) Software Engineering
5 9 (47.37%) Python
6 8 (42.11%) TDD
6 8 (42.11%) Continuous Integration
6 8 (42.11%) Hadoop
7 7 (36.84%) Amazon AWS
7 7 (36.84%) Apache
7 7 (36.84%) C++
8 6 (31.58%) .NET
8 6 (31.58%) RESTful
8 6 (31.58%) Apache Solr
8 6 (31.58%) Text Mining
8 6 (31.58%) Lucene
8 6 (31.58%) Natural Language Processing
8 6 (31.58%) Kafka
8 6 (31.58%) Elasticsearch
8 6 (31.58%) Information Retrieval
8 6 (31.58%) Continuous Deployment
9 5 (26.32%) Docker
9 5 (26.32%) Data Mining
10 4 (21.05%) JavaScript
10 4 (21.05%) Web Services
10 4 (21.05%) Linux
10 4 (21.05%) Artificial Intelligence
10 4 (21.05%) Git (software)

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 7 (36.84%) Apache
2 6 (31.58%) Apache Solr
2 6 (31.58%) Elasticsearch
3 3 (15.79%) Jetty
3 3 (15.79%) nginx
3 3 (15.79%) Tomcat
4 1 (5.26%) GeoServer
Cloud Services
1 7 (36.84%) Amazon AWS
2 3 (15.79%) Amazon EMR
3 2 (10.53%) Amazon EC2
3 2 (10.53%) Amazon S3
3 2 (10.53%) Cloud Computing
3 2 (10.53%) Microsoft Azure
4 1 (5.26%) Azure Data Factory
4 1 (5.26%) Data Lake Analytics
Database & Business Intelligence
1 13 (68.42%) Big Data
2 8 (42.11%) Hadoop
3 6 (31.58%) Text Mining
4 5 (26.32%) Data Mining
5 4 (21.05%) Apache Cassandra
6 3 (15.79%) Data Lake
7 2 (10.53%) HDInsight
7 2 (10.53%) NoSQL
8 1 (5.26%) HBase
8 1 (5.26%) MongoDB
8 1 (5.26%) MySQL
8 1 (5.26%) PostgreSQL
8 1 (5.26%) SQL Server
Development Applications
1 4 (21.05%) Git (software)
2 3 (15.79%) Gradle
2 3 (15.79%) Selenium
2 3 (15.79%) Subversion
3 1 (5.26%) Eclipse
3 1 (5.26%) Jenkins
General
1 2 (10.53%) Publishing
2 1 (5.26%) Banking
Job Titles
1 6 (31.58%) Development Manager
2 5 (26.32%) Software Engineer
3 4 (21.05%) Big Data Engineer
3 4 (21.05%) Big Data Manager
4 3 (15.79%) Data Engineer
4 3 (15.79%) Developer
4 3 (15.79%) Java Developer
4 3 (15.79%) Lead Software Engineer
4 3 (15.79%) Senior Developer
4 3 (15.79%) Senior Java Developer
4 3 (15.79%) Software Development Manager
4 3 (15.79%) Software Manager
5 2 (10.53%) Senior Software Engineer
6 1 (5.26%) Automation Test Analyst
6 1 (5.26%) Data Analyst
6 1 (5.26%) Java Software Engineer
6 1 (5.26%) Senior Analyst
6 1 (5.26%) Senior Test Analyst
6 1 (5.26%) Senior Test Engineer
6 1 (5.26%) Test Engineer
Libraries, Frameworks & Software Standards
1 6 (31.58%) .NET
1 6 (31.58%) Kafka
1 6 (31.58%) Lucene
1 6 (31.58%) Natural Language Processing
1 6 (31.58%) RESTful
2 4 (21.05%) AngularJS
2 4 (21.05%) Web Services
3 3 (15.79%) Elastic Stack
4 2 (10.53%) Swing
4 2 (10.53%) SWT
5 1 (5.26%) GeoTools
5 1 (5.26%) J2EE
5 1 (5.26%) J2SE
5 1 (5.26%) JSON
5 1 (5.26%) JTS
5 1 (5.26%) RabbitMQ
5 1 (5.26%) SOAP
Miscellaneous
1 3 (15.79%) Linked Data
2 2 (10.53%) Fintech
Operating Systems
1 4 (21.05%) Linux
Processes & Methodologies
1 13 (68.42%) Agile Software Development
2 12 (63.16%) Machine Learning
3 9 (47.37%) Software Engineering
4 8 (42.11%) Continuous Integration
4 8 (42.11%) TDD
5 6 (31.58%) Continuous Deployment
5 6 (31.58%) Information Retrieval
6 4 (21.05%) Analytics
6 4 (21.05%) Artificial Intelligence
6 4 (21.05%) Data Analytics
6 4 (21.05%) Test Automation
6 4 (21.05%) Visualisation
7 3 (15.79%) Big Data Analytics
7 3 (15.79%) Build Automation
7 3 (15.79%) Code Coverage
7 3 (15.79%) Data Visualisation
7 3 (15.79%) Kanban
7 3 (15.79%) Multithreading
7 3 (15.79%) Open Source
7 3 (15.79%) Scrum
Programming Languages
1 17 (89.47%) Java
2 11 (57.89%) Scala
3 9 (47.37%) Python
4 7 (36.84%) C++
5 4 (21.05%) JavaScript
6 3 (15.79%) Bash Shell
6 3 (15.79%) C
6 3 (15.79%) Ruby
7 1 (5.26%) SQL
Qualifications
1 3 (15.79%) PhD
2 2 (10.53%) Degree
Quality Assurance & Compliance
1 1 (5.26%) QA
System Software
1 5 (26.32%) Docker
2 3 (15.79%) Apache ZooKeeper
Systems Management
1 3 (15.79%) Mesos
2 2 (10.53%) Kubernetes
3 1 (5.26%) Terraform
Vendors
1 2 (10.53%) Microsoft
2 1 (5.26%) Oracle