Period
to 22 July 2018

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 22 July 2018 with a comparison to the same period in the previous 2 years.

Apache Spark
South East > Oxfordshire
6 months to
22 Jul 2018
Same period 2017 Same period 2016
Rank 154 107 162
Rank change year-on-year -47 +55 -
Permanent jobs citing Apache Spark 31 60 27
As % of all permanent IT jobs advertised in Oxfordshire 1.02% 2.14% 0.85%
As % of the Application Platforms category 6.31% 10.73% 6.29%
Number of salaries quoted 31 65 29
Oxfordshire median annual salary £55,000 £73,000 £47,500
Median salary % change year-on-year -24.66% +53.68% -
10th Percentile £42,500 £60,500 £41,250
90th Percentile £70,250 £84,000 £86,500
South East median annual salary £60,000 £65,000 £55,000
% change year-on-year -7.69% +18.18% +10.00%

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 491 559 429
As % of all permanent IT jobs advertised in Oxfordshire 16.16% 19.91% 13.55%
Number of salaries quoted 453 492 367
Oxfordshire median annual salary £50,000 £45,000 £43,500
Median salary % change year-on-year +11.11% +3.45% +2.35%
10th Percentile £31,250 £30,000 £25,650
90th Percentile £76,000 £72,500 £65,000
South East median annual salary £45,000 £42,500 £42,500
% change year-on-year +5.88% - -

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 22 July 2018.

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 22 July 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
Oxford -18 19 £55,000 -34.52% 1
Kidlington -11 1 £66,000 -21.43%
Abingdon -13 1 - - 1
Apache Spark
South East

For the 6 months to 22 July 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 Oxfordshire region with a requirement for Apache Spark.

1 28 (90.32%) Python
2 24 (77.42%) Java
3 21 (67.74%) SQL
3 21 (67.74%) Apache Cassandra
4 20 (64.52%) Big Data
5 19 (61.29%) Machine Learning
6 16 (51.61%) Analytics
6 16 (51.61%) Hadoop
6 16 (51.61%) Data Science
7 15 (48.39%) NoSQL
7 15 (48.39%) MongoDB
8 13 (41.94%) Algorithms
9 12 (38.71%) Kafka
10 11 (35.48%) Data Analytics
11 10 (32.26%) R
11 10 (32.26%) Predictive Modelling
11 10 (32.26%) Amazon AWS
12 9 (29.03%) RESTful
12 9 (29.03%) Apache Hive
12 9 (29.03%) AngularJS
12 9 (29.03%) SQL Server
12 9 (29.03%) NHS
12 9 (29.03%) Problem-Solving
13 8 (25.81%) Torch
13 8 (25.81%) Oracle
13 8 (25.81%) PhD
13 8 (25.81%) Big Data Analytics
14 7 (22.58%) Statistical Modelling
14 7 (22.58%) Backbone.js
14 7 (22.58%) MapReduce

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 3 (9.68%) Apache Solr
2 2 (6.45%) Apache
2 2 (6.45%) Apache Airflow
2 2 (6.45%) Elasticsearch
3 1 (3.23%) Confluence
3 1 (3.23%) Tomcat
Cloud Services
1 10 (32.26%) Amazon AWS
2 1 (3.23%) Amazon EC2
2 1 (3.23%) Cloud Computing
2 1 (3.23%) Microsoft Azure
Communications & Networking
1 2 (6.45%) Internet
Database & Business Intelligence
1 21 (67.74%) Apache Cassandra
2 20 (64.52%) Big Data
3 16 (51.61%) Hadoop
4 15 (48.39%) MongoDB
4 15 (48.39%) NoSQL
5 9 (29.03%) Apache Hive
5 9 (29.03%) SQL Server
6 7 (22.58%) RDBMS
6 7 (22.58%) Relational Database
7 2 (6.45%) BigQuery
7 2 (6.45%) Data Warehouse
7 2 (6.45%) Spark SQL
8 1 (3.23%) PostgreSQL
Development Applications
1 3 (9.68%) Selenium
2 1 (3.23%) Cucumber
2 1 (3.23%) Eclipse
2 1 (3.23%) Eclipse RCP
2 1 (3.23%) IntelliJ
2 1 (3.23%) Jenkins
2 1 (3.23%) JIRA
2 1 (3.23%) SoapUI
General
1 7 (22.58%) Retail
2 2 (6.45%) Pharmaceutical
Job Titles
1 10 (32.26%) Data Scientist
2 8 (25.81%) Developer
3 7 (22.58%) Python Developer
3 7 (22.58%) SQL Developer
4 6 (19.35%) Software Developer
5 3 (9.68%) Data Engineer
6 2 (6.45%) Development Manager
6 2 (6.45%) Head of Data Science
6 2 (6.45%) Java Developer
6 2 (6.45%) Machine Learning Engineer
6 2 (6.45%) Research Engineer
6 2 (6.45%) Software Development Manager
6 2 (6.45%) Software Manager
7 1 (3.23%) Agile Tester
7 1 (3.23%) Automation Tester
7 1 (3.23%) AWS Developer
7 1 (3.23%) QA Automation Engineer
7 1 (3.23%) Selenium Tester
7 1 (3.23%) Senior Agile Tester
7 1 (3.23%) Senior Automation Tester
Libraries, Frameworks & Software Standards
1 12 (38.71%) Kafka
2 9 (29.03%) AngularJS
2 9 (29.03%) RESTful
3 8 (25.81%) Torch
4 7 (22.58%) Backbone.js
4 7 (22.58%) Django
4 7 (22.58%) Ruby on Rails
5 3 (9.68%) Lucene
6 2 (6.45%) Natural Language Processing
6 2 (6.45%) Web Services
7 1 (3.23%) Node.js
7 1 (3.23%) SOAP
7 1 (3.23%) Spring Boot
7 1 (3.23%) Swing
7 1 (3.23%) SWT
7 1 (3.23%) TensorFlow
Miscellaneous
1 13 (41.94%) Algorithms
2 9 (29.03%) NHS
3 7 (22.58%) Data Structures
3 7 (22.58%) Mobile App
4 6 (19.35%) Computer Science
5 4 (12.90%) Robotics
6 3 (9.68%) Smart City
7 2 (6.45%) Analytical Skills
7 2 (6.45%) Semantic Web
8 1 (3.23%) Self-Motivation
Operating Systems
1 7 (22.58%) Android
1 7 (22.58%) Apple iOS
Processes & Methodologies
1 19 (61.29%) Machine Learning
2 16 (51.61%) Analytics
2 16 (51.61%) Data Science
3 11 (35.48%) Data Analytics
4 10 (32.26%) Predictive Modelling
5 9 (29.03%) Problem-Solving
6 8 (25.81%) Big Data Analytics
7 7 (22.58%) Data Analysis
7 7 (22.58%) Logistics
7 7 (22.58%) MapReduce
7 7 (22.58%) Open Source
7 7 (22.58%) Statistical Modelling
7 7 (22.58%) Time Management
8 5 (16.13%) Data Engineering
8 5 (16.13%) Mathematics
8 5 (16.13%) Visualisation
9 4 (12.90%) ETL
10 3 (9.68%) Agile Software Development
10 3 (9.68%) Physics
10 3 (9.68%) Software Engineering
Programming Languages
1 28 (90.32%) Python
2 24 (77.42%) Java
3 21 (67.74%) SQL
4 10 (32.26%) R
5 7 (22.58%) C++
5 7 (22.58%) Julia
5 7 (22.58%) MATLAB
5 7 (22.58%) PL/SQL
5 7 (22.58%) Ruby
6 5 (16.13%) Scala
7 2 (6.45%) C
7 2 (6.45%) Java 8
7 2 (6.45%) JavaScript
Qualifications
1 8 (25.81%) PhD
2 2 (6.45%) Degree
3 1 (3.23%) Computer Science Degree
3 1 (3.23%) Numerate Degree
Quality Assurance & Compliance
1 1 (3.23%) QA
System Software
1 1 (3.23%) Apache ZooKeeper
Systems Management
1 2 (6.45%) Kubernetes
Vendors
1 8 (25.81%) Oracle
2 3 (9.68%) Google