Period
to 19 July 2018

The following table provides summary statistics for permanent job vacancies advertised in Southampton 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 19 July 2018 with a comparison to the same period in the previous 2 years.

Big Data
Hampshire > Southampton
6 months to
19 Jul 2018
Same period 2017 Same period 2016
Rank 70 80 74
Rank change year-on-year +10 -6 +49
Permanent jobs citing Big Data 44 22 55
As % of all permanent IT jobs advertised in Southampton 3.10% 1.89% 3.57%
As % of the Database & Business Intelligence category 11.06% 6.43% 9.67%
Number of salaries quoted 22 22 55
Southampton median annual salary £56,750 £55,000 £45,000
Median salary % change year-on-year +3.18% +22.22% +5.88%
10th Percentile £31,550 £37,625 £31,750
90th Percentile £80,000 £83,500 £57,500
Hampshire median annual salary £60,000 £57,500 £45,000
% change year-on-year +4.35% +27.78% -14.29%

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 Southampton with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
Southampton
Permanent vacancies with a requirement for database or business intelligence skills 398 342 569
As % of all permanent IT jobs advertised in Southampton 28.01% 29.31% 36.92%
Number of salaries quoted 350 330 554
Southampton median annual salary £42,500 £40,000 £40,000
Median salary % change year-on-year +6.25% - +2.56%
10th Percentile £29,250 £25,742 £26,250
90th Percentile £65,000 £58,875 £55,000
Hampshire median annual salary £45,000 £42,500 £40,000
% change year-on-year +5.88% +6.25% -

Big Data
Job Vacancy Trend in Southampton

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

Job vacancy trend for Big Data in Southampton

Big Data
Salary Trend in Southampton

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

Salary trend for Big Data in Southampton

Big Data
Salary Histogram in Southampton

The salary distribution of IT jobs citing Big Data in Southampton over the 6 months to 19 July 2018.

Salary histogram for Big Data in Southampton

For the 6 months to 19 July 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 Southampton region with a requirement for Big Data.

1 22 (50.00%) Software Engineering
2 21 (47.73%) Hadoop
3 20 (45.45%) Java
4 16 (36.36%) Agile Software Development
5 15 (34.09%) C++
5 15 (34.09%) Microsoft Azure
6 14 (31.82%) Degree
7 13 (29.55%) J2EE
7 13 (29.55%) Windows
7 13 (29.55%) Python
7 13 (29.55%) Computer Science
8 12 (27.27%) Unix
8 12 (27.27%) Microsoft
8 12 (27.27%) Geospatial Data
9 11 (25.00%) Computer Science Degree
9 11 (25.00%) AngularJS
9 11 (25.00%) XML
9 11 (25.00%) NoSQL
10 10 (22.73%) Machine Learning
10 10 (22.73%) Mathematics
11 9 (20.45%) Subversion
11 9 (20.45%) Mac OS
11 9 (20.45%) SWT
11 9 (20.45%) Eclipse
11 9 (20.45%) JUnit
11 9 (20.45%) Analytics
12 8 (18.18%) Data Analytics
12 8 (18.18%) Algorithms
12 8 (18.18%) JavaScript
13 7 (15.91%) HTML

Big Data
Co-occurring IT Skills in Southampton 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 7 (15.91%) Apache Spark
2 5 (11.36%) Apache
3 4 (9.09%) Apache Solr
4 3 (6.82%) IPython
4 3 (6.82%) Jupyter
5 1 (2.27%) SAS
Applications
1 1 (2.27%) Stata
Cloud Services
1 15 (34.09%) Microsoft Azure
2 6 (13.64%) Amazon AWS
3 4 (9.09%) Cortana Intelligence Suite
3 4 (9.09%) PaaS
4 3 (6.82%) Azure Machine Learning
4 3 (6.82%) SaaS
4 3 (6.82%) Serverless
5 2 (4.55%) Amazon EMR
5 2 (4.55%) Google Cloud Platform
6 1 (2.27%) Cloud Computing
Communications & Networking
1 1 (2.27%) DNS
1 1 (2.27%) SAN
Database & Business Intelligence
1 21 (47.73%) Hadoop
2 12 (27.27%) Geospatial Data
3 11 (25.00%) NoSQL
4 7 (15.91%) Data Warehouse
4 7 (15.91%) GIS
4 7 (15.91%) MongoDB
4 7 (15.91%) Spatial Data
5 5 (11.36%) Azure SQL Data Warehouse
5 5 (11.36%) Azure SQL Database
5 5 (11.36%) Cosmos DB
5 5 (11.36%) Data Lake
6 3 (6.82%) Apache Cassandra
7 1 (2.27%) Electronic Patient Records
7 1 (2.27%) HBase
7 1 (2.27%) HDInsight
Development Applications
1 9 (20.45%) Eclipse
1 9 (20.45%) JUnit
1 9 (20.45%) Subversion
2 3 (6.82%) Git (software)
2 3 (6.82%) Visual Studio
2 3 (6.82%) Visual Studio Team System
3 1 (2.27%) Jenkins
General
1 3 (6.82%) Finance
2 1 (2.27%) Retail
Job Titles
1 19 (43.18%) Developer
2 14 (31.82%) Senior Developer
3 13 (29.55%) Java Developer
4 12 (27.27%) Architect
5 11 (25.00%) Senior Java Developer
6 9 (20.45%) Solutions Architect
7 6 (13.64%) Azure Developer
7 6 (13.64%) Senior Architect
7 6 (13.64%) Senior Solutions Architect
8 5 (11.36%) Data Architect
9 4 (9.09%) Big Data Architect
9 4 (9.09%) Data Scientist
10 3 (6.82%) Analyst
10 3 (6.82%) Azure Architect
10 3 (6.82%) Data Analyst
10 3 (6.82%) Microsoft Developer
10 3 (6.82%) Research Analyst
10 3 (6.82%) Senior Microsoft Developer
10 3 (6.82%) Software Developer
10 3 (6.82%) Software Engineer
Libraries, Frameworks & Software Standards
1 13 (29.55%) J2EE
2 11 (25.00%) AngularJS
2 11 (25.00%) XML
3 9 (20.45%) SWT
4 7 (15.91%) .NET
4 7 (15.91%) HTML
5 5 (11.36%) CSS
5 5 (11.36%) JSON
5 5 (11.36%) Kafka
6 3 (6.82%) Bokeh
6 3 (6.82%) D3.js
6 3 (6.82%) Matplotlib
6 3 (6.82%) NumPy
6 3 (6.82%) Pandas
6 3 (6.82%) REST
6 3 (6.82%) SAML
6 3 (6.82%) WPF
7 2 (4.55%) GeoJSON
7 2 (4.55%) RESTful
7 2 (4.55%) Web Services
Miscellaneous
1 13 (29.55%) Computer Science
2 8 (18.18%) Algorithms
3 7 (15.91%) Public Cloud
4 6 (13.64%) Analytical Skills
4 6 (13.64%) Cloud Native
5 3 (6.82%) Enterprise Software
6 1 (2.27%) Data Centre
6 1 (2.27%) User Experience
Operating Systems
1 13 (29.55%) Windows
2 12 (27.27%) Unix
3 9 (20.45%) Mac OS
4 1 (2.27%) Android
4 1 (2.27%) Apple iOS
4 1 (2.27%) Windows Server
4 1 (2.27%) Windows Server 2008
Processes & Methodologies
1 22 (50.00%) Software Engineering
2 16 (36.36%) Agile Software Development
3 10 (22.73%) Machine Learning
3 10 (22.73%) Mathematics
4 9 (20.45%) Analytics
5 8 (18.18%) Data Analytics
6 7 (15.91%) Data Analysis
6 7 (15.91%) Data Modelling
6 7 (15.91%) DevOps
7 5 (11.36%) Data Architecture
7 5 (11.36%) Data Science
7 5 (11.36%) Project Management
7 5 (11.36%) Requirements Analysis
7 5 (11.36%) SDLC
8 4 (9.09%) ETL
8 4 (9.09%) Mathematical Modelling
8 4 (9.09%) Migration
8 4 (9.09%) Physics
8 4 (9.09%) Statistics
8 4 (9.09%) TDD
Programming Languages
1 20 (45.45%) Java
2 15 (34.09%) C++
3 13 (29.55%) Python
4 8 (18.18%) JavaScript
5 6 (13.64%) SQL
6 5 (11.36%) C#
7 3 (6.82%) Ruby
8 2 (4.55%) Go
8 2 (4.55%) PowerShell
9 1 (2.27%) C
9 1 (2.27%) Perl
9 1 (2.27%) PHP
9 1 (2.27%) R
Qualifications
1 14 (31.82%) Degree
2 11 (25.00%) Computer Science Degree
3 4 (9.09%) PhD
4 1 (2.27%) Postgraduate
4 1 (2.27%) Security Cleared
4 1 (2.27%) TOGAF Certification
Quality Assurance & Compliance
1 2 (4.55%) Data Quality
System Software
1 1 (2.27%) Active Directory
1 1 (2.27%) Docker
1 1 (2.27%) VMware ESXi
1 1 (2.27%) VMware Infrastructure
Systems Management
1 4 (9.09%) Opscode Chef
1 4 (9.09%) Puppet
1 4 (9.09%) Terraform
2 1 (2.27%) HP SIM
2 1 (2.27%) Kubernetes
2 1 (2.27%) Oozie
2 1 (2.27%) SCOM
Vendors
1 12 (27.27%) Microsoft
2 7 (15.91%) ESRI
3 5 (11.36%) Databricks
4 3 (6.82%) Oracle
5 2 (4.55%) Google
6 1 (2.27%) Brocade
6 1 (2.27%) IBM
6 1 (2.27%) VMware