Period
to 15 November 2018

The following table provides summary statistics for permanent job vacancies advertised in Oxfordshire with a requirement for Big Data skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Big Data over the 6 months to 15 November 2018 with a comparison to the same period in the previous 2 years.

Big Data
South East > Oxfordshire
6 months to
15 Nov 2018
Same period 2017 Same period 2016
Rank 58 51 89
Rank change year-on-year -7 +38 -44
Permanent jobs citing Big Data 121 148 91
As % of all permanent IT jobs advertised in Oxfordshire 4.66% 4.96% 3.04%
As % of the Database & Business Intelligence category 14.12% 16.41% 9.99%
Number of salaries quoted 108 132 79
Oxfordshire median annual salary £50,000 £67,500 £53,500
Median salary % change year-on-year -25.93% +26.17% -6.96%
10th Percentile £40,875 £42,500 £41,000
90th Percentile £74,125 £83,975 £72,750
South East median annual salary £55,000 £56,000 £54,000
% change year-on-year -1.79% +3.70% +2.86%

Big Data is in the Databases and Business Intelligence 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 database or business intelligence skills.

All Database and Business Intelligence Skills
Oxfordshire
Permanent vacancies with a requirement for database or business intelligence skills 857 902 911
As % of all permanent IT jobs advertised in Oxfordshire 32.97% 30.24% 30.41%
Number of salaries quoted 723 743 812
Oxfordshire median annual salary £47,500 £45,000 £45,000
Median salary % change year-on-year +5.56% - +5.88%
10th Percentile £32,500 £30,000 £28,750
90th Percentile £70,000 £72,500 £61,175
South East median annual salary £47,500 £45,000 £45,000
% change year-on-year +5.56% - +4.65%

Big Data
Job Vacancy Trend in Oxfordshire

Job postings citing Big Data as a percentage of all IT jobs advertised in Oxfordshire.

Job vacancy trend for Big Data in Oxfordshire

Big Data
Salary Trend in Oxfordshire

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

Salary trend for Big Data in Oxfordshire

Big Data
Salary Histogram in Oxfordshire

The salary distribution of IT jobs citing Big Data in Oxfordshire over the 6 months to 15 November 2018.

Salary histogram for Big Data in Oxfordshire

Big Data
Job Locations in Oxfordshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Big Data within the Oxfordshire region over the 6 months to 15 November 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 +4 92 £50,000 -28.57% 4
Banbury +10 10 £60,000 +33.33%
Abingdon -9 4 £26,000 -60.00% 2
Big Data
South East

For the 6 months to 15 November 2018, IT jobs citing Big Data 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 Big Data.

1 62 (51.24%) Machine Learning
2 56 (46.28%) Data Science
3 51 (42.15%) R
3 51 (42.15%) Artificial Intelligence
4 46 (38.02%) C++
4 46 (38.02%) Java
5 45 (37.19%) Data Analysis
5 45 (37.19%) Algorithms
6 44 (36.36%) PhD
7 42 (34.71%) MATLAB
7 42 (34.71%) C#
7 42 (34.71%) Subversion
7 42 (34.71%) Git (software)
8 40 (33.06%) Computer Vision
9 39 (32.23%) Deep Learning
10 38 (31.40%) Image Processing
10 38 (31.40%) Neural Network
10 38 (31.40%) Mathematics
11 35 (28.93%) Physics
12 33 (27.27%) SQL
12 33 (27.27%) NoSQL
13 32 (26.45%) GNU Octave
14 31 (25.62%) Python
14 31 (25.62%) Mathematical Modelling
15 30 (24.79%) Analytics
16 28 (23.14%) Agile Software Development
17 27 (22.31%) Degree
17 27 (22.31%) Amazon AWS
18 26 (21.49%) Computer Science
18 26 (21.49%) Software Engineering

Big Data
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 16 (13.22%) Apache Spark
2 11 (9.09%) Apache
3 8 (6.61%) Elasticsearch
4 2 (1.65%) Apache Solr
4 2 (1.65%) JBoss
5 1 (0.83%) Confluence
5 1 (0.83%) IIS
5 1 (0.83%) NetWeaver
5 1 (0.83%) SAP Portal
Applications
1 32 (26.45%) GNU Octave
2 2 (1.65%) Microsoft Excel
3 1 (0.83%) Microsoft Office
Business Applications
1 5 (4.13%) Changepoint
Cloud Services
1 27 (22.31%) Amazon AWS
2 10 (8.26%) IaaS
2 10 (8.26%) PaaS
2 10 (8.26%) SaaS
3 7 (5.79%) Microsoft Azure
4 2 (1.65%) Cloud Computing
5 1 (0.83%) Azure Data Factory
5 1 (0.83%) Google Cloud Platform
Communications & Networking
1 2 (1.65%) Internet
Database & Business Intelligence
1 33 (27.27%) NoSQL
2 19 (15.70%) SQL Server
3 13 (10.74%) RDBMS
3 13 (10.74%) Relational Database
4 12 (9.92%) Apache Cassandra
5 11 (9.09%) Hadoop
5 11 (9.09%) MongoDB
5 11 (9.09%) MySQL
6 3 (2.48%) Apache Hive
6 3 (2.48%) Data Warehouse
7 2 (1.65%) GIS
7 2 (1.65%) Oracle Database
8 1 (0.83%) Amazon Redshift
8 1 (0.83%) PostgreSQL
8 1 (0.83%) Power BI
8 1 (0.83%) SAP HANA
8 1 (0.83%) SQL Server Integration Services
8 1 (0.83%) SQL Server Reporting Services
Development Applications
1 42 (34.71%) Git (software)
1 42 (34.71%) Subversion
2 11 (9.09%) Visual Studio
3 9 (7.44%) Ant
4 5 (4.13%) Hudson
4 5 (4.13%) Jenkins
5 4 (3.31%) JUnit
5 4 (3.31%) Maven
5 4 (3.31%) Mockito
6 3 (2.48%) Eclipse
7 2 (1.65%) Eclipse RCP
8 1 (0.83%) JIRA
General
1 8 (6.61%) Retail
2 7 (5.79%) Publishing
3 5 (4.13%) Finance
4 2 (1.65%) Banking
4 2 (1.65%) Games
5 1 (0.83%) Marketing
5 1 (0.83%) Spanish Language
5 1 (0.83%) Telecoms
Job Titles
1 41 (33.88%) Developer
2 25 (20.66%) Data Scientist
3 20 (16.53%) Computer Engineer
3 20 (16.53%) Computer Vision Engineer
4 17 (14.05%) Java Developer
5 15 (12.40%) Architect
6 12 (9.92%) Python Developer
7 10 (8.26%) Data Architect
7 10 (8.26%) Software Developer
8 9 (7.44%) SQL Developer
9 8 (6.61%) DevOps Engineer
10 7 (5.79%) Lead Developer
11 6 (4.96%) Senior DevOps
11 6 (4.96%) Senior DevOps Engineer
12 5 (4.13%) Integration Developer
12 5 (4.13%) Lead Java Developer
12 5 (4.13%) Machine Learning Engineer
12 5 (4.13%) Technologist
13 4 (3.31%) Analyst
13 4 (3.31%) Software Architect
Libraries, Frameworks & Software Standards
1 21 (17.36%) Web Services
2 13 (10.74%) Django
2 13 (10.74%) Spring
3 10 (8.26%) MDX
3 10 (8.26%) RESTful
4 7 (5.79%) AngularJS
4 7 (5.79%) Backbone.js
4 7 (5.79%) Kafka
4 7 (5.79%) Natural Language Processing
4 7 (5.79%) Ruby on Rails
5 6 (4.96%) JSON
5 6 (4.96%) REST
5 6 (4.96%) XML
6 5 (4.13%) Flask
6 5 (4.13%) UIMA
6 5 (4.13%) XSLT
7 4 (3.31%) Torch
8 2 (1.65%) .NET
8 2 (1.65%) Apache Camel
8 2 (1.65%) Swing
Miscellaneous
1 45 (37.19%) Algorithms
2 26 (21.49%) Computer Science
3 11 (9.09%) Greenfield Project
4 8 (6.61%) Mobile App
4 8 (6.61%) Semantic Web
5 7 (5.79%) NHS
6 5 (4.13%) Analytical Skills
7 3 (2.48%) Data Structures
8 1 (0.83%) Enterprise Cloud
8 1 (0.83%) Foreign Exchange (FX)
8 1 (0.83%) Robotics
8 1 (0.83%) Self-Motivation
8 1 (0.83%) User Experience
Operating Systems
1 7 (5.79%) Android
1 7 (5.79%) Apple iOS
1 7 (5.79%) Linux
2 2 (1.65%) Unix
3 1 (0.83%) Robot Operating System
Processes & Methodologies
1 62 (51.24%) Machine Learning
2 56 (46.28%) Data Science
3 51 (42.15%) Artificial Intelligence
4 45 (37.19%) Data Analysis
5 40 (33.06%) Computer Vision
6 39 (32.23%) Deep Learning
7 38 (31.40%) Image Processing
7 38 (31.40%) Mathematics
7 38 (31.40%) Neural Network
8 35 (28.93%) Physics
9 31 (25.62%) Mathematical Modelling
10 30 (24.79%) Analytics
11 28 (23.14%) Agile Software Development
12 26 (21.49%) Software Engineering
13 15 (12.40%) DevOps
13 15 (12.40%) Predictive Modelling
13 15 (12.40%) Problem-Solving
14 13 (10.74%) Data Analytics
15 12 (9.92%) Data Governance
15 12 (9.92%) Data Integration
Programming Languages
1 51 (42.15%) R
2 46 (38.02%) C++
2 46 (38.02%) Java
3 42 (34.71%) C#
3 42 (34.71%) MATLAB
4 33 (27.27%) SQL
5 31 (25.62%) Python
6 11 (9.09%) Java 8
7 10 (8.26%) Data Analysis Expressions (DAX)
7 10 (8.26%) T-SQL
8 7 (5.79%) Ruby
9 5 (4.13%) PL/SQL
10 4 (3.31%) Julia
11 3 (2.48%) JavaScript
12 1 (0.83%) ABAP
12 1 (0.83%) Bash Shell
12 1 (0.83%) C
12 1 (0.83%) PHP
12 1 (0.83%) PowerShell
Qualifications
1 44 (36.36%) PhD
2 27 (22.31%) Degree
3 17 (14.05%) Computer Science Degree
4 3 (2.48%) TOGAF Certification
5 2 (1.65%) Master's Degree
5 2 (1.65%) Microsoft Certification
6 1 (0.83%) ISEB
6 1 (0.83%) OCA
6 1 (0.83%) Oracle Certification
6 1 (0.83%) SAP Certification
Quality Assurance & Compliance
1 10 (8.26%) Data Quality
2 1 (0.83%) QA
System Software
1 7 (5.79%) Docker
Systems Management
1 9 (7.44%) Ansible
2 8 (6.61%) Terraform
3 6 (4.96%) Kubernetes
4 4 (3.31%) Opscode Chef
4 4 (3.31%) Puppet
Vendors
1 17 (14.05%) Oracle
2 14 (11.57%) Microsoft
3 3 (2.48%) Google
4 2 (1.65%) Facebook
4 2 (1.65%) SAP
4 2 (1.65%) Talend
5 1 (0.83%) Alteryx
5 1 (0.83%) Cisco
5 1 (0.83%) Hortonworks
5 1 (0.83%) Tableau