Period
to 12 December 2017

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 12 December 2017 with a comparison to the same period in the previous 2 years.

Big Data
South East > Oxfordshire
6 months to
12 Dec 2017
Same period 2016 Same period 2015
Rank 53 84 41
Rank change year-on-year +31 -43 +30
Permanent jobs citing Big Data 152 87 207
As % of all permanent IT jobs advertised in Oxfordshire 4.92% 3.05% 6.06%
As % of the Database & Business Intelligence category 15.78% 10.01% 17.01%
Number of salaries quoted 126 73 109
Oxfordshire median annual salary £65,000 £54,000 £58,000
Median salary % change year-on-year +20.37% -6.90% +16.00%
10th Percentile £50,000 £44,000 £42,250
90th Percentile £77,500 £68,750 £70,000
South East median annual salary £57,500 £53,000 £52,500
% change year-on-year +8.49% +0.95% +5.00%

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 963 869 1217
As % of all permanent IT jobs advertised in Oxfordshire 31.19% 30.48% 35.61%
Number of salaries quoted 777 767 972
Oxfordshire median annual salary £45,000 £45,000 £42,500
Median salary % change year-on-year - +5.88% +6.25%
10th Percentile £30,000 £28,750 £29,750
90th Percentile £70,500 £60,000 £62,000
South East median annual salary £45,000 £45,000 £43,500
% change year-on-year - +3.45% +4.82%

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 12 December 2017.

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 12 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 +26 77 £70,000 +33.33% 2
Abingdon +24 32 £65,000 +30.00% 2
Henley-on-Thames - 7 - -
Banbury +8 1 £45,000 -59.09%
Kidlington -9 1 £68,000 +27.10% 2
Big Data
South East

For the 6 months to 12 December 2017, IT jobs citing Big Data 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 Big Data.

1 103 (67.76%) Python
2 95 (62.50%) Java
3 77 (50.66%) Agile Software Development
4 67 (44.08%) Machine Learning
5 53 (34.87%) R
6 49 (32.24%) Amazon AWS
7 47 (30.92%) SQL
8 45 (29.61%) Analytics
9 41 (26.97%) Docker
9 41 (26.97%) PhD
9 41 (26.97%) NoSQL
10 40 (26.32%) Natural Language Processing
10 40 (26.32%) JavaScript
11 35 (23.03%) Computer Science
12 34 (22.37%) Algorithms
13 32 (21.05%) Degree
14 30 (19.74%) Hadoop
14 30 (19.74%) Bayesian Methods
14 30 (19.74%) Elasticsearch
14 30 (19.74%) Deep Learning
14 30 (19.74%) Amazon DynamoDB
14 30 (19.74%) AngularJS
15 29 (19.08%) Mathematics
15 29 (19.08%) C++
16 28 (18.42%) HTML
16 28 (18.42%) Continuous Integration
16 28 (18.42%) Apache Spark
17 26 (17.11%) Statistics
18 25 (16.45%) Data Analytics
19 24 (15.79%) Physics

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 30 (19.74%) Elasticsearch
2 28 (18.42%) Apache Spark
3 7 (4.61%) Apache
4 6 (3.95%) Apache Solr
4 6 (3.95%) Tomcat
5 5 (3.29%) Apache Pig
6 4 (2.63%) FileNet
7 3 (1.97%) Jetty
7 3 (1.97%) nginx
8 2 (1.32%) SAS
9 1 (0.66%) GeoServer
9 1 (0.66%) IIS
Applications
1 1 (0.66%) GNU Octave
1 1 (0.66%) Mathematica
Cloud Services
1 49 (32.24%) Amazon AWS
2 17 (11.18%) Microsoft Azure
3 8 (5.26%) Cloud Computing
4 7 (4.61%) Amazon EC2
5 5 (3.29%) Amazon S3
5 5 (3.29%) GitHub
6 4 (2.63%) Google Cloud Platform
6 4 (2.63%) IBM Blueworks
7 3 (1.97%) Amazon EMR
8 1 (0.66%) AWS CloudFormation
8 1 (0.66%) Azure Data Factory
8 1 (0.66%) Data Lake Analytics
Communications & Networking
1 9 (5.92%) Wireless
2 8 (5.26%) DNS
3 6 (3.95%) Internet
3 6 (3.95%) SMTP
4 2 (1.32%) DHCP
4 2 (1.32%) FTP
4 2 (1.32%) HTTP
5 1 (0.66%) FCoE
5 1 (0.66%) Fibre Channel
5 1 (0.66%) iSCSI
5 1 (0.66%) NAS
Database & Business Intelligence
1 41 (26.97%) NoSQL
2 30 (19.74%) Amazon DynamoDB
2 30 (19.74%) Hadoop
3 20 (13.16%) Data Mining
4 16 (10.53%) MongoDB
5 12 (7.89%) SQL Server
6 11 (7.24%) Apache Hive
7 10 (6.58%) Data Warehouse
8 9 (5.92%) HBase
9 8 (5.26%) Apache Cassandra
10 6 (3.95%) Data Lake
10 6 (3.95%) SQL Server 2012
10 6 (3.95%) SQL Server Analysis Services
10 6 (3.95%) SQL Server Integration Services
10 6 (3.95%) SQL Server Reporting Services
10 6 (3.95%) Text Mining
11 5 (3.29%) MySQL
12 2 (1.32%) HDInsight
12 2 (1.32%) PostgreSQL
12 2 (1.32%) Power BI
Development Applications
1 20 (13.16%) Mocha
2 11 (7.24%) Jenkins
3 9 (5.92%) Selenium
4 8 (5.26%) Git (software)
5 7 (4.61%) Subversion
6 6 (3.95%) IDA Disassembler
6 6 (3.95%) OllyDbg
6 6 (3.95%) WinDbg
7 4 (2.63%) JIRA
8 3 (1.97%) Gradle
8 3 (1.97%) JUnit
8 3 (1.97%) Maven
9 2 (1.32%) Atlassian Bamboo
9 2 (1.32%) SoapUI
10 1 (0.66%) Cucumber
10 1 (0.66%) Eclipse
10 1 (0.66%) Eclipse RCP
10 1 (0.66%) Visual Studio
General
1 24 (15.79%) Finance
2 12 (7.89%) Marketing
3 5 (3.29%) Banking
3 5 (3.29%) Publishing
4 4 (2.63%) Back Office
4 4 (2.63%) Cantonese Language
4 4 (2.63%) Retail
4 4 (2.63%) Retail Banking
Job Titles
1 55 (36.18%) Developer
2 21 (13.82%) Full Stack Developer
2 21 (13.82%) Machine Learning Researcher
3 18 (11.84%) Angular Developer
3 18 (11.84%) Big Data Engineer
3 18 (11.84%) Data Engineer
4 17 (11.18%) Java Developer
5 16 (10.53%) Data Scientist
6 15 (9.87%) JavaScript Developer
6 15 (9.87%) Node.js Developer
7 10 (6.58%) Senior Developer
7 10 (6.58%) Software Developer
8 9 (5.92%) Architect
8 9 (5.92%) NoSQL Developer
8 9 (5.92%) Python Developer
9 8 (5.26%) Data Architect
9 8 (5.26%) Development Manager
9 8 (5.26%) Java Engineer
10 7 (4.61%) Senior Java Developer
10 7 (4.61%) Software Engineer
Libraries, Frameworks & Software Standards
1 40 (26.32%) Natural Language Processing
2 30 (19.74%) AngularJS
3 28 (18.42%) HTML
4 22 (14.47%) Node.js
5 21 (13.82%) React
6 19 (12.50%) TensorFlow
7 18 (11.84%) CSS
8 15 (9.87%) Web Services
9 10 (6.58%) Spring
10 9 (5.92%) .NET
11 8 (5.26%) Django
11 8 (5.26%) Pandas
11 8 (5.26%) scikit-learn
11 8 (5.26%) Seaborn
12 7 (4.61%) J2EE
12 7 (4.61%) RESTful
13 6 (3.95%) Kafka
13 6 (3.95%) Lucene
13 6 (3.95%) MDX
13 6 (3.95%) Regular Expression
Miscellaneous
1 35 (23.03%) Computer Science
2 34 (22.37%) Algorithms
3 23 (15.13%) Analytical Skills
4 10 (6.58%) Fintech
5 6 (3.95%) Blog
5 6 (3.95%) Data Structures
5 6 (3.95%) Mobile App
6 4 (2.63%) AS400
6 4 (2.63%) Greenfield Project
7 3 (1.97%) Linked Data
8 1 (0.66%) Biotechnology
8 1 (0.66%) Celerra
8 1 (0.66%) CLARiiON
8 1 (0.66%) CMDB
8 1 (0.66%) EMC VNX
8 1 (0.66%) IBM XIV
8 1 (0.66%) Life Science
8 1 (0.66%) Management Information System
8 1 (0.66%) NHS
8 1 (0.66%) Replication
Operating Systems
1 9 (5.92%) Linux
2 5 (3.29%) Unix
3 4 (2.63%) CentOS
4 2 (1.32%) Red Hat Enterprise Linux
4 2 (1.32%) Ubuntu
Processes & Methodologies
1 77 (50.66%) Agile Software Development
2 67 (44.08%) Machine Learning
3 45 (29.61%) Analytics
4 30 (19.74%) Bayesian Methods
4 30 (19.74%) Deep Learning
5 29 (19.08%) Mathematics
6 28 (18.42%) Continuous Integration
7 26 (17.11%) Statistics
8 25 (16.45%) Data Analytics
9 24 (15.79%) Physics
10 22 (14.47%) TDD
11 21 (13.82%) Economics
11 21 (13.82%) Neural Network
12 20 (13.16%) Data Modelling
12 20 (13.16%) Probabilistic Modelling
12 20 (13.16%) Scrum
13 19 (12.50%) Artificial Intelligence
13 19 (12.50%) Big Data Analytics
13 19 (12.50%) Integration Testing
13 19 (12.50%) Software Engineering
Programming Languages
1 103 (67.76%) Python
2 95 (62.50%) Java
3 53 (34.87%) R
4 47 (30.92%) SQL
5 40 (26.32%) JavaScript
6 29 (19.08%) C++
7 23 (15.13%) MATLAB
8 21 (13.82%) C
8 21 (13.82%) C#
9 20 (13.16%) Julia
10 19 (12.50%) Go
10 19 (12.50%) Scala
11 7 (4.61%) Perl
12 6 (3.95%) Bash Shell
13 3 (1.97%) Ruby
Qualifications
1 41 (26.97%) PhD
2 32 (21.05%) Degree
3 6 (3.95%) MBA
4 3 (1.97%) AWS Certification
4 3 (1.97%) Computer Science Degree
5 2 (1.32%) Numerate Degree
6 1 (0.66%) Master's Degree
Quality Assurance & Compliance
1 7 (4.61%) Data Quality
2 4 (2.63%) QA
System Software
1 41 (26.97%) Docker
2 3 (1.97%) Apache ZooKeeper
3 1 (0.66%) NFS
Systems Management
1 6 (3.95%) Mesos
2 4 (2.63%) Kibana
2 4 (2.63%) Kubernetes
2 4 (2.63%) Terraform
3 3 (1.97%) Opscode Chef
3 3 (1.97%) Packer
4 2 (1.32%) Ansible
4 2 (1.32%) Rancher
4 2 (1.32%) Salt
5 1 (0.66%) HAProxy
5 1 (0.66%) Puppet
Vendors
1 12 (7.89%) Tableau
2 8 (5.26%) Microsoft
3 6 (3.95%) Cognos
3 6 (3.95%) Oracle
3 6 (3.95%) Sophos
4 5 (3.29%) IBM
5 4 (2.63%) Google
5 4 (2.63%) Splunk
6 3 (1.97%) SAP
7 2 (1.32%) Atlassian
7 2 (1.32%) Sun
8 1 (0.66%) 3PAR
8 1 (0.66%) Brocade
8 1 (0.66%) Capita
8 1 (0.66%) Cisco
8 1 (0.66%) EMC
8 1 (0.66%) HP
8 1 (0.66%) Isilon
8 1 (0.66%) Remedy