Period
to 15 December 2017

The following table provides summary statistics for permanent job vacancies advertised in Oxfordshire 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 15 December 2017 with a comparison to the same period in the previous 2 years.

Apache Spark
South East > Oxfordshire
6 months to
15 Dec 2017
Same period 2016 Same period 2015
Rank 137 128 187
Rank change year-on-year -9 +59 -
Permanent jobs citing Apache Spark 35 41 2
As % of all permanent IT jobs advertised in Oxfordshire 1.12% 1.45% 0.058%
As % of the Application Platforms category 6.81% 10.22% 0.33%
Number of salaries quoted 24 30 2
Oxfordshire median annual salary £69,000 £55,000 £63,750
Median salary % change year-on-year +25.45% -13.73% -
10th Percentile £52,500 £27,500 £45,375
90th Percentile £86,450 £72,500 £83,125
South East median annual salary £57,500 £58,500 £50,000
% change year-on-year -1.71% +17.00% -28.57%

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 Oxfordshire with a requirement for application platform skills.

All Application Platform Skills
Oxfordshire
Permanent vacancies with a requirement for application platform skills 514 401 606
As % of all permanent IT jobs advertised in Oxfordshire 16.48% 14.21% 17.58%
Number of salaries quoted 432 327 465
Oxfordshire median annual salary £50,000 £45,000 £41,000
Median salary % change year-on-year +11.11% +9.76% +7.89%
10th Percentile £30,750 £27,500 £27,500
90th Percentile £76,000 £67,500 £60,000
South East median annual salary £42,500 £45,000 £42,500
% change year-on-year -5.56% +5.88% +6.25%

Apache Spark
Job Vacancy Trend in Oxfordshire

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

Job vacancy trend for Apache Spark in Oxfordshire

Apache Spark
Salary Trend in Oxfordshire

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

Salary trend for Apache Spark in Oxfordshire

Apache Spark
Salary Histogram in Oxfordshire

The salary distribution of IT jobs citing Apache Spark in Oxfordshire over the 6 months to 15 December 2017.

Salary histogram for Apache Spark in Oxfordshire

Apache Spark
Job Locations in Oxfordshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Apache Spark within the Oxfordshire region over the 6 months to 15 December 2017. 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
Oxford -9 19 £74,500 +75.29% 1
Henley-on-Thames - 5 - -
Abingdon - 1 - -
Apache Spark
South East

For the 6 months to 15 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 Oxfordshire region with a requirement for Apache Spark.

1 33 (94.29%) Java
2 29 (82.86%) Big Data
3 23 (65.71%) Hadoop
4 21 (60.00%) Machine Learning
4 21 (60.00%) Agile Software Development
5 16 (45.71%) Python
6 14 (40.00%) Scala
6 14 (40.00%) NoSQL
7 12 (34.29%) Apache Hive
7 12 (34.29%) Amazon AWS
7 12 (34.29%) Data Mining
7 12 (34.29%) Fintech
8 11 (31.43%) TDD
9 10 (28.57%) R
9 10 (28.57%) Software Engineering
9 10 (28.57%) OO
10 9 (25.71%) Apache Cassandra
11 8 (22.86%) Continuous Integration
11 8 (22.86%) Deep Learning
11 8 (22.86%) Docker
12 7 (20.00%) Data Structures
12 7 (20.00%) Data Analytics
12 7 (20.00%) Analytics
12 7 (20.00%) Apache
12 7 (20.00%) C++
12 7 (20.00%) Data Analysis
13 6 (17.14%) Text Mining
13 6 (17.14%) Lucene
13 6 (17.14%) Scrum
13 6 (17.14%) SQL

Apache Spark
Co-occurring IT Skills in Oxfordshire 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 (20.00%) Apache
2 6 (17.14%) Apache Solr
2 6 (17.14%) Elasticsearch
3 5 (14.29%) Apache Pig
4 3 (8.57%) Jetty
4 3 (8.57%) nginx
4 3 (8.57%) Tomcat
5 1 (2.86%) GeoServer
Cloud Services
1 12 (34.29%) Amazon AWS
2 5 (14.29%) Amazon EC2
2 5 (14.29%) Amazon S3
3 4 (11.43%) Microsoft Azure
4 3 (8.57%) Amazon EMR
4 3 (8.57%) Cloud Computing
5 2 (5.71%) Google Cloud Platform
6 1 (2.86%) Azure Data Factory
6 1 (2.86%) Data Lake Analytics
Database & Business Intelligence
1 29 (82.86%) Big Data
2 23 (65.71%) Hadoop
3 14 (40.00%) NoSQL
4 12 (34.29%) Apache Hive
4 12 (34.29%) Data Mining
5 9 (25.71%) Apache Cassandra
6 6 (17.14%) Data Lake
6 6 (17.14%) HBase
6 6 (17.14%) MongoDB
6 6 (17.14%) Text Mining
7 5 (14.29%) Amazon DynamoDB
8 2 (5.71%) HDInsight
9 1 (2.86%) MySQL
9 1 (2.86%) PostgreSQL
9 1 (2.86%) SQL Server
Development Applications
1 4 (11.43%) Git (software)
2 3 (8.57%) Gradle
2 3 (8.57%) Selenium
2 3 (8.57%) Subversion
3 2 (5.71%) Eclipse
4 1 (2.86%) Eclipse RCP
4 1 (2.86%) Jenkins
General
1 5 (14.29%) Finance
2 2 (5.71%) Publishing
3 1 (2.86%) Banking
Job Titles
1 18 (51.43%) Data Engineer
2 11 (31.43%) Big Data Engineer
3 6 (17.14%) Development Manager
3 6 (17.14%) Java Engineer
3 6 (17.14%) Software Engineer
4 4 (11.43%) Big Data Manager
4 4 (11.43%) Hadoop Engineer
5 3 (8.57%) Developer
5 3 (8.57%) Java Developer
5 3 (8.57%) Lead Software Engineer
5 3 (8.57%) Machine Learning Engineer
5 3 (8.57%) Senior Developer
5 3 (8.57%) Senior Java Developer
5 3 (8.57%) Software Development Manager
5 3 (8.57%) Software Manager
6 2 (5.71%) Data Scientist
6 2 (5.71%) Java Software Engineer
6 2 (5.71%) Machine Learning Scientist
6 2 (5.71%) Senior Data Engineer
6 2 (5.71%) Senior Software Engineer
Libraries, Frameworks & Software Standards
1 6 (17.14%) .NET
1 6 (17.14%) Kafka
1 6 (17.14%) Lucene
1 6 (17.14%) Natural Language Processing
1 6 (17.14%) RESTful
1 6 (17.14%) Web Services
2 4 (11.43%) AngularJS
3 3 (8.57%) Elastic Stack
3 3 (8.57%) Swing
3 3 (8.57%) SWT
4 1 (2.86%) GeoTools
4 1 (2.86%) J2EE
4 1 (2.86%) J2SE
4 1 (2.86%) JSON
4 1 (2.86%) JTS
4 1 (2.86%) RabbitMQ
4 1 (2.86%) SOAP
Miscellaneous
1 12 (34.29%) Fintech
2 7 (20.00%) Data Structures
3 3 (8.57%) Linked Data
4 1 (2.86%) Analytical Skills
4 1 (2.86%) Computer Science
Operating Systems
1 4 (11.43%) Linux
Processes & Methodologies
1 21 (60.00%) Agile Software Development
1 21 (60.00%) Machine Learning
2 11 (31.43%) TDD
3 10 (28.57%) OO
3 10 (28.57%) Software Engineering
4 8 (22.86%) Continuous Integration
4 8 (22.86%) Deep Learning
5 7 (20.00%) Analytics
5 7 (20.00%) Data Analysis
5 7 (20.00%) Data Analytics
6 6 (17.14%) Continuous Deployment
6 6 (17.14%) Information Retrieval
6 6 (17.14%) Kanban
6 6 (17.14%) Scrum
6 6 (17.14%) Visualisation
7 5 (14.29%) Continuous Delivery
7 5 (14.29%) Data Visualisation
7 5 (14.29%) Disruptive Innovation
7 5 (14.29%) MapReduce
7 5 (14.29%) Pair Programming
Programming Languages
1 33 (94.29%) Java
2 16 (45.71%) Python
3 14 (40.00%) Scala
4 10 (28.57%) R
5 7 (20.00%) C++
6 6 (17.14%) SQL
7 4 (11.43%) JavaScript
8 3 (8.57%) Bash Shell
8 3 (8.57%) C
8 3 (8.57%) Ruby
Qualifications
1 3 (8.57%) Degree
1 3 (8.57%) PhD
2 1 (2.86%) Computer Science Degree
Quality Assurance & Compliance
1 1 (2.86%) QA
System Software
1 8 (22.86%) Docker
2 3 (8.57%) Apache ZooKeeper
Systems Management
1 6 (17.14%) Mesos
2 2 (5.71%) Kubernetes
3 1 (2.86%) Terraform
Vendors
1 2 (5.71%) Google
1 2 (5.71%) Microsoft
1 2 (5.71%) Oracle