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

Apache Spark
South East > Oxfordshire
6 months to
20 Oct 2018
Same period 2017 Same period 2016
Rank 143 115 139
Rank change year-on-year -28 +24 +41
Permanent jobs citing Apache Spark 26 51 39
As % of all permanent IT jobs advertised in Oxfordshire 0.96% 1.85% 1.26%
As % of the Application Platforms category 6.60% 10.04% 9.22%
Number of salaries quoted 25 46 32
Oxfordshire median annual salary £55,000 £75,000 £55,000
Median salary % change year-on-year -26.67% +36.36% +29.41%
10th Percentile £44,550 £42,500 £27,500
90th Percentile £62,500 £87,500 £86,125
South East median annual salary £58,000 £60,000 £57,500
% change year-on-year -3.33% +4.35% +15.00%

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 394 508 423
As % of all permanent IT jobs advertised in Oxfordshire 14.55% 18.38% 13.66%
Number of salaries quoted 337 411 353
Oxfordshire median annual salary £50,000 £49,000 £45,000
Median salary % change year-on-year +2.04% +8.89% +9.76%
10th Percentile £32,500 £31,250 £27,500
90th Percentile £70,000 £77,000 £68,250
South East median annual salary £45,500 £42,500 £44,000
% change year-on-year +7.06% -3.41% +3.53%

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 20 October 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 20 October 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 -23 18 £55,000 -31.68% 4
Abingdon +3 1 - - 1
Apache Spark
South East

For the 6 months to 20 October 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 24 (92.31%) Java
2 22 (84.62%) Python
3 19 (73.08%) Analytics
4 18 (69.23%) Data Science
5 17 (65.38%) Big Data
6 15 (57.69%) Apache Cassandra
7 14 (53.85%) Machine Learning
7 14 (53.85%) SQL
8 13 (50.00%) PhD
9 12 (46.15%) Data Analytics
9 12 (46.15%) NoSQL
9 12 (46.15%) Hadoop
9 12 (46.15%) MongoDB
10 11 (42.31%) Computer Science
10 11 (42.31%) R
11 9 (34.62%) Kafka
11 9 (34.62%) Algorithms
12 8 (30.77%) Big Data Analytics
12 8 (30.77%) SQL Server
12 8 (30.77%) Physics
12 8 (30.77%) Logistics
12 8 (30.77%) Predictive Modelling
13 7 (26.92%) Amazon AWS
13 7 (26.92%) Django
13 7 (26.92%) Time Management
13 7 (26.92%) Android
13 7 (26.92%) RESTful
13 7 (26.92%) Ruby
13 7 (26.92%) Ruby on Rails
13 7 (26.92%) NHS

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 1 (3.85%) Apache
Cloud Services
1 7 (26.92%) Amazon AWS
2 1 (3.85%) Azure Data Factory
2 1 (3.85%) Cloud Computing
2 1 (3.85%) Microsoft Azure
Communications & Networking
1 2 (7.69%) Internet
Database & Business Intelligence
1 17 (65.38%) Big Data
2 15 (57.69%) Apache Cassandra
3 12 (46.15%) Hadoop
3 12 (46.15%) MongoDB
3 12 (46.15%) NoSQL
4 8 (30.77%) SQL Server
5 6 (23.08%) Apache Hive
6 5 (19.23%) RDBMS
6 5 (19.23%) Relational Database
7 1 (3.85%) Data Warehouse
7 1 (3.85%) Power BI
7 1 (3.85%) SQL Server Integration Services
7 1 (3.85%) SQL Server Reporting Services
Development Applications
1 1 (3.85%) Eclipse
1 1 (3.85%) Eclipse RCP
General
1 7 (26.92%) Retail
Job Titles
1 13 (50.00%) Data Scientist
2 10 (38.46%) Developer
3 7 (26.92%) Python Developer
3 7 (26.92%) SQL Developer
4 6 (23.08%) Software Developer
5 4 (15.38%) Java Developer
6 2 (7.69%) Apache Spark Developer
6 2 (7.69%) Machine Learning Scientist
6 2 (7.69%) R Developer
6 2 (7.69%) Research Engineer
7 1 (3.85%) Analyst
7 1 (3.85%) Architect
7 1 (3.85%) AWS Developer
7 1 (3.85%) Big Data Analyst
7 1 (3.85%) Data Analyst
7 1 (3.85%) Data Architect
7 1 (3.85%) Data Engineer
7 1 (3.85%) Graduate
7 1 (3.85%) Senior Data Scientist
7 1 (3.85%) Software Engineer
Libraries, Frameworks & Software Standards
1 9 (34.62%) Kafka
2 7 (26.92%) AngularJS
2 7 (26.92%) Backbone.js
2 7 (26.92%) Django
2 7 (26.92%) RESTful
2 7 (26.92%) Ruby on Rails
3 6 (23.08%) Torch
4 1 (3.85%) Caffe
4 1 (3.85%) Natural Language Processing
4 1 (3.85%) Swing
4 1 (3.85%) SWT
4 1 (3.85%) TensorFlow
Miscellaneous
1 11 (42.31%) Computer Science
2 9 (34.62%) Algorithms
3 7 (26.92%) Mobile App
3 7 (26.92%) NHS
4 5 (19.23%) Data Structures
5 4 (15.38%) Analytical Skills
6 3 (11.54%) Smart City
7 1 (3.85%) Life Science
7 1 (3.85%) Self-Motivation
Operating Systems
1 7 (26.92%) Android
1 7 (26.92%) Apple iOS
Processes & Methodologies
1 19 (73.08%) Analytics
2 18 (69.23%) Data Science
3 14 (53.85%) Machine Learning
4 12 (46.15%) Data Analytics
5 8 (30.77%) Big Data Analytics
5 8 (30.77%) Logistics
5 8 (30.77%) Physics
5 8 (30.77%) Predictive Modelling
6 7 (26.92%) Problem-Solving
6 7 (26.92%) Time Management
7 6 (23.08%) Data Analysis
7 6 (23.08%) Mathematics
8 5 (19.23%) MapReduce
8 5 (19.23%) Open Source
8 5 (19.23%) Statistical Modelling
8 5 (19.23%) Statistics
8 5 (19.23%) Visualisation
9 4 (15.38%) Bioinformatics
10 3 (11.54%) Cybersecurity
10 3 (11.54%) Software Engineering
Programming Languages
1 24 (92.31%) Java
2 22 (84.62%) Python
3 14 (53.85%) SQL
4 11 (42.31%) R
5 7 (26.92%) Ruby
6 5 (19.23%) Julia
6 5 (19.23%) MATLAB
6 5 (19.23%) PL/SQL
7 4 (15.38%) C++
8 1 (3.85%) Scala
Qualifications
1 13 (50.00%) PhD
2 3 (11.54%) Degree
3 2 (7.69%) Computer Science Degree
4 1 (3.85%) ISEB
4 1 (3.85%) Master's Degree
4 1 (3.85%) Numerate Degree
Vendors
1 6 (23.08%) Oracle
2 1 (3.85%) Alteryx
2 1 (3.85%) Hortonworks
2 1 (3.85%) Microsoft
2 1 (3.85%) RapidMiner
2 1 (3.85%) Tableau