Period
to 21 January 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 21 January 2018 with a comparison to the same period in the previous 2 years.

Big Data
South East > Oxfordshire
6 months to
21 Jan 2018
Same period 2017 Same period 2016
Rank 54 71 47
Rank change year-on-year +17 -24 +27
Permanent jobs citing Big Data 151 88 187
As % of all permanent IT jobs advertised in Oxfordshire 4.98% 3.32% 5.53%
As % of the Database & Business Intelligence category 15.66% 10.73% 14.74%
Number of salaries quoted 121 79 102
Oxfordshire median annual salary £63,000 £55,000 £59,500
Median salary % change year-on-year +14.55% -7.56% +8.18%
10th Percentile £47,500 £43,250 £42,500
90th Percentile £73,750 £67,500 £70,000
South East median annual salary £55,000 £53,000 £52,500
% change year-on-year +3.77% +0.95% -

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 964 820 1,269
As % of all permanent IT jobs advertised in Oxfordshire 31.76% 30.93% 37.56%
Number of salaries quoted 769 730 1,023
Oxfordshire median annual salary £43,000 £44,167 £42,500
Median salary % change year-on-year -2.64% +3.92% +6.25%
10th Percentile £29,000 £28,750 £29,800
90th Percentile £67,500 £62,500 £62,200
South East median annual salary £45,000 £45,000 £44,321
% change year-on-year - +1.53% +6.80%

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 21 January 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 21 January 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 +20 69 £70,000 +29.63% 12
Abingdon +17 36 £65,000 +30.00% 2
Henley-on-Thames - 7 - -
Kidlington -6 4 £68,000 +23.64% 1
Banbury +5 1 £45,000 +28.57%
Big Data
South East

For the 6 months to 21 January 2018, 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.

1 106 (70.20%) Python
2 88 (58.28%) Java
3 74 (49.01%) Agile Software Development
4 71 (47.02%) Machine Learning
5 54 (35.76%) R
6 48 (31.79%) SQL
7 47 (31.13%) Amazon AWS
8 46 (30.46%) Analytics
9 44 (29.14%) NoSQL
10 42 (27.81%) Natural Language Processing
11 41 (27.15%) Degree
11 41 (27.15%) PhD
12 40 (26.49%) Computer Science
13 39 (25.83%) JavaScript
14 37 (24.50%) Algorithms
15 35 (23.18%) Deep Learning
16 34 (22.52%) Docker
17 33 (21.85%) Bayesian Methods
17 33 (21.85%) Mathematics
18 31 (20.53%) C++
19 30 (19.87%) HTML
19 30 (19.87%) Amazon DynamoDB
20 29 (19.21%) Statistics
20 29 (19.21%) Hadoop
21 27 (17.88%) Elasticsearch
21 27 (17.88%) AngularJS
21 27 (17.88%) Finance
21 27 (17.88%) Analytical Skills
22 26 (17.22%) Data Modelling
22 26 (17.22%) MATLAB

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 27 (17.88%) Elasticsearch
2 18 (11.92%) Apache Spark
3 5 (3.31%) Apache Pig
4 3 (1.99%) Apache
4 3 (1.99%) FileNet
4 3 (1.99%) Tomcat
5 2 (1.32%) Apache Solr
5 2 (1.32%) Jetty
5 2 (1.32%) nginx
5 2 (1.32%) SAS
6 1 (0.66%) GeoServer
6 1 (0.66%) IIS
Applications
1 1 (0.66%) GNU Octave
1 1 (0.66%) Mathematica
Cloud Services
1 47 (31.13%) Amazon AWS
2 17 (11.26%) Microsoft Azure
3 8 (5.30%) GitHub
4 4 (2.65%) Google Cloud Platform
5 3 (1.99%) IBM Blueworks
6 2 (1.32%) Amazon EMR
6 2 (1.32%) Cloud Computing
7 1 (0.66%) Amazon EC2
7 1 (0.66%) AWS CloudFormation
7 1 (0.66%) Azure Data Factory
7 1 (0.66%) Data Lake Analytics
Communications & Networking
1 11 (7.28%) DNS
2 9 (5.96%) Internet
2 9 (5.96%) SMTP
2 9 (5.96%) Wireless
3 2 (1.32%) DHCP
3 2 (1.32%) FTP
3 2 (1.32%) HTTP
4 1 (0.66%) FCoE
4 1 (0.66%) Fibre Channel
4 1 (0.66%) iSCSI
4 1 (0.66%) NAS
Database & Business Intelligence
1 44 (29.14%) NoSQL
2 30 (19.87%) Amazon DynamoDB
3 29 (19.21%) Hadoop
4 16 (10.60%) Data Mining
5 14 (9.27%) MongoDB
5 14 (9.27%) SQL Server
6 12 (7.95%) Apache Hive
6 12 (7.95%) Data Warehouse
7 11 (7.28%) HBase
8 9 (5.96%) SQL Server 2012
8 9 (5.96%) SQL Server Analysis Services
8 9 (5.96%) SQL Server Integration Services
8 9 (5.96%) SQL Server Reporting Services
9 8 (5.30%) Apache Cassandra
10 4 (2.65%) MySQL
11 2 (1.32%) HDInsight
11 2 (1.32%) PostgreSQL
11 2 (1.32%) Power BI
11 2 (1.32%) Text Mining
12 1 (0.66%) Data Lake
Development Applications
1 20 (13.25%) Mocha
2 15 (9.93%) Jenkins
3 10 (6.62%) Git (software)
3 10 (6.62%) Selenium
4 9 (5.96%) IDA Disassembler
4 9 (5.96%) OllyDbg
4 9 (5.96%) WinDbg
5 3 (1.99%) JIRA
5 3 (1.99%) Subversion
6 2 (1.32%) Gradle
6 2 (1.32%) JUnit
6 2 (1.32%) SoapUI
7 1 (0.66%) Atlassian Bamboo
7 1 (0.66%) Maven
7 1 (0.66%) Visual Studio
General
1 27 (17.88%) Finance
2 14 (9.27%) Marketing
3 4 (2.65%) Banking
4 3 (1.99%) Back Office
4 3 (1.99%) Cantonese Language
4 3 (1.99%) Retail
4 3 (1.99%) Retail Banking
Job Titles
1 58 (38.41%) Developer
2 24 (15.89%) Machine Learning Researcher
3 21 (13.91%) Full Stack Developer
4 18 (11.92%) Java Developer
5 16 (10.60%) Angular Developer
5 16 (10.60%) Data Scientist
6 15 (9.93%) JavaScript Developer
6 15 (9.93%) Node.js Developer
6 15 (9.93%) React Developer
7 14 (9.27%) Data Engineer
8 12 (7.95%) Architect
8 12 (7.95%) Software Developer
9 11 (7.28%) Big Data Engineer
9 11 (7.28%) Data Architect
9 11 (7.28%) Senior Developer
10 9 (5.96%) Data Warehouse Architect
10 9 (5.96%) IT Architect
10 9 (5.96%) NoSQL Developer
10 9 (5.96%) Python Developer
10 9 (5.96%) Technical Architect
Libraries, Frameworks & Software Standards
1 42 (27.81%) Natural Language Processing
2 30 (19.87%) HTML
3 27 (17.88%) AngularJS
4 22 (14.57%) Node.js
4 22 (14.57%) TensorFlow
5 21 (13.91%) React
6 20 (13.25%) Web Services
7 18 (11.92%) CSS
8 9 (5.96%) MDX
8 9 (5.96%) Regular Expression
9 8 (5.30%) Pandas
9 8 (5.30%) scikit-learn
9 8 (5.30%) Seaborn
10 7 (4.64%) Django
10 7 (4.64%) RESTful
11 6 (3.97%) J2EE
12 5 (3.31%) .NET
12 5 (3.31%) MEAN Stack
12 5 (3.31%) Spring
13 4 (2.65%) Flask
Miscellaneous
1 40 (26.49%) Computer Science
2 37 (24.50%) Algorithms
3 27 (17.88%) Analytical Skills
4 11 (7.28%) Fintech
5 9 (5.96%) Blog
6 7 (4.64%) Data Structures
7 6 (3.97%) Mobile App
8 3 (1.99%) AS400
9 2 (1.32%) Linked Data
10 1 (0.66%) Biotechnology
10 1 (0.66%) Celerra
10 1 (0.66%) CLARiiON
10 1 (0.66%) CMDB
10 1 (0.66%) EMC VNX
10 1 (0.66%) Greenfield Project
10 1 (0.66%) IBM XIV
10 1 (0.66%) Life Science
10 1 (0.66%) NHS
10 1 (0.66%) Replication
Operating Systems
1 12 (7.95%) Linux
2 5 (3.31%) CentOS
2 5 (3.31%) Unix
3 2 (1.32%) Red Hat Enterprise Linux
3 2 (1.32%) Ubuntu
Processes & Methodologies
1 74 (49.01%) Agile Software Development
2 71 (47.02%) Machine Learning
3 46 (30.46%) Analytics
4 35 (23.18%) Deep Learning
5 33 (21.85%) Bayesian Methods
5 33 (21.85%) Mathematics
6 29 (19.21%) Statistics
7 26 (17.22%) Data Modelling
7 26 (17.22%) Physics
8 24 (15.89%) Continuous Integration
8 24 (15.89%) Data Analytics
8 24 (15.89%) Economics
8 24 (15.89%) Neural Network
9 23 (15.23%) Probabilistic Modelling
10 19 (12.58%) Integration Testing
11 18 (11.92%) Big Data Analytics
11 18 (11.92%) Mentoring
11 18 (11.92%) Software Engineering
12 15 (9.93%) Artificial Intelligence
12 15 (9.93%) Visualisation
Programming Languages
1 106 (70.20%) Python
2 88 (58.28%) Java
3 54 (35.76%) R
4 48 (31.79%) SQL
5 39 (25.83%) JavaScript
6 31 (20.53%) C++
7 26 (17.22%) MATLAB
8 23 (15.23%) C
8 23 (15.23%) Julia
9 21 (13.91%) C#
10 19 (12.58%) Go
11 10 (6.62%) Perl
12 7 (4.64%) Bash Shell
12 7 (4.64%) Scala
13 2 (1.32%) Fortran
13 2 (1.32%) Ruby
Qualifications
1 41 (27.15%) Degree
1 41 (27.15%) PhD
2 9 (5.96%) MBA
3 3 (1.99%) AWS Certification
4 2 (1.32%) Computer Science Degree
4 2 (1.32%) Numerate Degree
5 1 (0.66%) Master's Degree
Quality Assurance & Compliance
1 10 (6.62%) Data Quality
2 3 (1.99%) QA
System Software
1 34 (22.52%) Docker
2 2 (1.32%) Apache ZooKeeper
3 1 (0.66%) NFS
Systems Management
1 4 (2.65%) Kubernetes
1 4 (2.65%) Opscode Chef
2 3 (1.99%) Kibana
3 2 (1.32%) Ansible
3 2 (1.32%) Rancher
3 2 (1.32%) Salt
3 2 (1.32%) Terraform
4 1 (0.66%) HAProxy
4 1 (0.66%) Mesos
4 1 (0.66%) Packer
4 1 (0.66%) Puppet
Vendors
1 14 (9.27%) Tableau
2 11 (7.28%) Microsoft
3 9 (5.96%) Cognos
3 9 (5.96%) Sophos
4 4 (2.65%) Google
4 4 (2.65%) IBM
4 4 (2.65%) Oracle
5 3 (1.99%) Atlassian
5 3 (1.99%) Splunk
6 2 (1.32%) SAP
7 1 (0.66%) 3PAR
7 1 (0.66%) Brocade
7 1 (0.66%) Capita
7 1 (0.66%) Cisco
7 1 (0.66%) EMC
7 1 (0.66%) HP
7 1 (0.66%) Isilon
7 1 (0.66%) Remedy