Period
to 20 August 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 20 August 2018 with a comparison to the same period in the previous 2 years.

Apache Spark
Oxfordshire > Oxford
6 months to
20 Aug 2018
Same period 2017 Same period 2016
Rank 119 88 96
Rank change year-on-year -31 +8 -
Permanent jobs citing Apache Spark 21 33 24
As % of all permanent IT jobs advertised in Oxford 1.26% 2.23% 1.67%
As % of the Application Platforms category 8.75% 10.03% 10.62%
Number of salaries quoted 22 41 30
Oxford median annual salary £55,000 £82,500 £42,500
Median salary % change year-on-year -33.33% +94.12% -
10th Percentile £42,500 £42,500 £27,500
90th Percentile £66,000 £87,500 £85,125
Oxfordshire median annual salary £55,000 £73,000 £42,500
% change year-on-year -24.66% +71.76% -

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 240 329 226
As % of all permanent IT jobs advertised in Oxford 14.41% 22.26% 15.73%
Number of salaries quoted 220 270 203
Oxford median annual salary £50,000 £45,000 £45,000
Median salary % change year-on-year +11.11% - -
10th Percentile £32,950 £31,250 £30,000
90th Percentile £70,000 £77,000 £72,500
Oxfordshire median annual salary £50,000 £45,000 £45,000
% change year-on-year +11.11% - +5.88%

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 20 August 2018.

Salary histogram for Apache Spark in Oxford

For the 6 months to 20 August 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 19 (90.48%) Python
2 18 (85.71%) Java
3 17 (80.95%) Analytics
4 12 (57.14%) Big Data
4 12 (57.14%) Apache Cassandra
5 10 (47.62%) Amazon AWS
5 10 (47.62%) Data Analytics
5 10 (47.62%) Machine Learning
5 10 (47.62%) SQL
5 10 (47.62%) PhD
6 9 (42.86%) RESTful
6 9 (42.86%) Data Science
6 9 (42.86%) AngularJS
7 8 (38.10%) MongoDB
7 8 (38.10%) NoSQL
8 7 (33.33%) Apple iOS
8 7 (33.33%) Mobile App
8 7 (33.33%) Big Data Analytics
8 7 (33.33%) Backbone.js
8 7 (33.33%) Hadoop
8 7 (33.33%) Django
8 7 (33.33%) Time Management
8 7 (33.33%) Android
8 7 (33.33%) Ruby
8 7 (33.33%) Ruby on Rails
8 7 (33.33%) Retail
8 7 (33.33%) Computer Science
8 7 (33.33%) NHS
8 7 (33.33%) SQL Server
8 7 (33.33%) Logistics

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 3 (14.29%) Apache Solr
2 2 (9.52%) Apache
2 2 (9.52%) Apache Airflow
2 2 (9.52%) Elasticsearch
3 1 (4.76%) Confluence
3 1 (4.76%) Tomcat
Cloud Services
1 10 (47.62%) Amazon AWS
2 1 (4.76%) Amazon EC2
2 1 (4.76%) Microsoft Azure
Communications & Networking
1 2 (9.52%) Internet
Database & Business Intelligence
1 12 (57.14%) Apache Cassandra
1 12 (57.14%) Big Data
2 8 (38.10%) MongoDB
2 8 (38.10%) NoSQL
3 7 (33.33%) Hadoop
3 7 (33.33%) SQL Server
4 2 (9.52%) Apache Hive
4 2 (9.52%) BigQuery
4 2 (9.52%) Data Warehouse
4 2 (9.52%) Spark SQL
5 1 (4.76%) PostgreSQL
Development Applications
1 3 (14.29%) Selenium
2 1 (4.76%) Cucumber
2 1 (4.76%) IntelliJ
2 1 (4.76%) Jenkins
2 1 (4.76%) JIRA
2 1 (4.76%) SoapUI
General
1 7 (33.33%) Retail
Job Titles
1 7 (33.33%) Developer
1 7 (33.33%) Python Developer
1 7 (33.33%) SQL Developer
2 6 (28.57%) Software Developer
3 5 (23.81%) Data Scientist
4 2 (9.52%) Development Manager
4 2 (9.52%) Machine Learning Engineer
4 2 (9.52%) Machine Learning Scientist
4 2 (9.52%) Research Engineer
4 2 (9.52%) Software Development Manager
4 2 (9.52%) Software Manager
5 1 (4.76%) Data Analyst
5 1 (4.76%) Graduate
5 1 (4.76%) Java Developer
5 1 (4.76%) Manual Tester
5 1 (4.76%) QA Manual Tester
5 1 (4.76%) Senior Manual Tester
5 1 (4.76%) Senior Tester
5 1 (4.76%) Software Engineer
5 1 (4.76%) Tester
Libraries, Frameworks & Software Standards
1 9 (42.86%) AngularJS
1 9 (42.86%) RESTful
2 7 (33.33%) Backbone.js
2 7 (33.33%) Django
2 7 (33.33%) Ruby on Rails
3 3 (14.29%) Kafka
3 3 (14.29%) Lucene
4 2 (9.52%) Natural Language Processing
4 2 (9.52%) Web Services
5 1 (4.76%) Node.js
5 1 (4.76%) SOAP
5 1 (4.76%) Spring Boot
5 1 (4.76%) TensorFlow
5 1 (4.76%) Torch
Miscellaneous
1 7 (33.33%) Computer Science
1 7 (33.33%) Mobile App
1 7 (33.33%) NHS
2 6 (28.57%) Algorithms
3 3 (14.29%) Smart City
4 2 (9.52%) Robotics
4 2 (9.52%) Semantic Web
5 1 (4.76%) Analytical Skills
5 1 (4.76%) Self-Motivation
Operating Systems
1 7 (33.33%) Android
1 7 (33.33%) Apple iOS
Processes & Methodologies
1 17 (80.95%) Analytics
2 10 (47.62%) Data Analytics
2 10 (47.62%) Machine Learning
3 9 (42.86%) Data Science
4 7 (33.33%) Big Data Analytics
4 7 (33.33%) Logistics
4 7 (33.33%) Time Management
5 5 (23.81%) Visualisation
6 4 (19.05%) Mathematics
6 4 (19.05%) Physics
7 3 (14.29%) Agile Software Development
7 3 (14.29%) Continuous Integration
7 3 (14.29%) Cybersecurity
7 3 (14.29%) Data Engineering
7 3 (14.29%) Data Ingestion
7 3 (14.29%) Predictive Modelling
7 3 (14.29%) Software Engineering
7 3 (14.29%) TDD
7 3 (14.29%) Test Automation
8 2 (9.52%) Continuous Deployment
Programming Languages
1 19 (90.48%) Python
2 18 (85.71%) Java
3 10 (47.62%) SQL
4 7 (33.33%) Ruby
5 5 (23.81%) C++
6 3 (14.29%) R
7 2 (9.52%) C
7 2 (9.52%) Java 8
7 2 (9.52%) JavaScript
8 1 (4.76%) Scala
Qualifications
1 10 (47.62%) PhD
2 1 (4.76%) Degree
2 1 (4.76%) Numerate Degree
Quality Assurance & Compliance
1 1 (4.76%) QA
System Software
1 1 (4.76%) Apache ZooKeeper
Systems Management
1 2 (9.52%) Kubernetes
Vendors
1 1 (4.76%) Google