Period
to 19 October 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 October 2018 with a comparison to the same period in the previous 2 years.

Big Data
Hampshire > Southampton
6 months to
19 Oct 2018
Same period 2017 Same period 2016
Rank 55 86 84
Rank change year-on-year +31 -2 +17
Permanent jobs citing Big Data 65 17 36
As % of all permanent IT jobs advertised in Southampton 4.73% 1.56% 2.71%
As % of the Database & Business Intelligence category 17.81% 4.74% 7.81%
Number of salaries quoted 43 27 36
Southampton median annual salary £53,000 £42,500 £42,500
Median salary % change year-on-year +24.71% - -
10th Percentile £38,150 £38,750 £31,875
90th Percentile £70,000 £61,250 £61,250
Hampshire median annual salary £55,000 £55,000 £50,000
% change year-on-year - +10.00% -

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 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 365 359 461
As % of all permanent IT jobs advertised in Southampton 26.56% 32.91% 34.66%
Number of salaries quoted 318 341 448
Southampton median annual salary £45,000 £40,000 £40,000
Median salary % change year-on-year +12.50% - -
10th Percentile £30,750 £26,250 £26,250
90th Percentile £65,000 £57,500 £57,500
Hampshire median annual salary £45,000 £42,500 £40,000
% change year-on-year +5.88% +6.25% -3.61%

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 October 2018.

Salary histogram for Big Data in Southampton

For the 6 months to 19 October 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 43 (66.15%) Microsoft Azure
2 37 (56.92%) Geospatial Data
3 36 (55.38%) Software Engineering
4 32 (49.23%) Agile Software Development
5 26 (40.00%) Java
6 22 (33.85%) Degree
6 22 (33.85%) Amazon AWS
7 21 (32.31%) C#
7 21 (32.31%) Public Cloud
8 20 (30.77%) JavaScript
9 18 (27.69%) SQL
9 18 (27.69%) TDD
10 17 (26.15%) Microsoft
11 16 (24.62%) Windows
11 16 (24.62%) NoSQL
12 14 (21.54%) HTML
12 14 (21.54%) Python
12 14 (21.54%) Hadoop
12 14 (21.54%) Cybersecurity
13 13 (20.00%) AngularJS
13 13 (20.00%) Mentoring
13 13 (20.00%) Computer Science
13 13 (20.00%) .NET
14 12 (18.46%) ESRI
14 12 (18.46%) C++
14 12 (18.46%) Oracle
14 12 (18.46%) Node.js
15 11 (16.92%) Coaching
15 11 (16.92%) Docker
15 11 (16.92%) Creative Thinking

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 6 (9.23%) Apache
1 6 (9.23%) Apache Spark
2 5 (7.69%) Apache Solr
2 5 (7.69%) ArcGIS
3 1 (1.54%) SAS
Applications
1 1 (1.54%) Stata
Cloud Services
1 43 (66.15%) Microsoft Azure
2 22 (33.85%) Amazon AWS
3 7 (10.77%) Azure Functions
3 7 (10.77%) Serverless
4 5 (7.69%) Cortana Intelligence Suite
4 5 (7.69%) PaaS
5 4 (6.15%) Azure Machine Learning
5 4 (6.15%) SaaS
6 1 (1.54%) Cloud Computing
Communications & Networking
1 5 (7.69%) Firewall
1 5 (7.69%) SCCP
2 4 (6.15%) Network Security
3 1 (1.54%) DNS
3 1 (1.54%) SAN
Database & Business Intelligence
1 37 (56.92%) Geospatial Data
2 16 (24.62%) NoSQL
3 14 (21.54%) Hadoop
4 8 (12.31%) Cosmos DB
4 8 (12.31%) MongoDB
5 7 (10.77%) GIS
5 7 (10.77%) Spatial Data
6 6 (9.23%) Azure SQL Data Warehouse
6 6 (9.23%) Azure SQL Database
6 6 (9.23%) Data Lake
6 6 (9.23%) Data Warehouse
7 5 (7.69%) Neo4j
8 4 (6.15%) RDBMS
8 4 (6.15%) Relational Database
8 4 (6.15%) SQL Server
9 3 (4.62%) Apache Cassandra
Development Applications
1 4 (6.15%) Visual Studio
1 4 (6.15%) Visual Studio Team System
2 3 (4.62%) Eclipse
2 3 (4.62%) JUnit
2 3 (4.62%) Subversion
3 1 (1.54%) Jenkins
General
1 5 (7.69%) Electronics
2 4 (6.15%) Finance
3 1 (1.54%) Manufacturing
3 1 (1.54%) Marketing
3 1 (1.54%) Telecoms
Job Titles
1 19 (29.23%) Developer
2 15 (23.08%) Architect
3 13 (20.00%) Senior Developer
4 11 (16.92%) Software Engineer
5 9 (13.85%) Solutions Architect
6 7 (10.77%) Azure Developer
6 7 (10.77%) Java Developer
6 7 (10.77%) Senior Java Developer
7 6 (9.23%) Senior Architect
7 6 (9.23%) Senior Software Developer
7 6 (9.23%) Senior Solutions Architect
8 5 (7.69%) Principal Engineer
8 5 (7.69%) Security Architect
8 5 (7.69%) Software Developer
9 4 (6.15%) Analyst
9 4 (6.15%) Security Analyst
9 4 (6.15%) Senior Software Engineer
10 3 (4.62%) Data Architect
10 3 (4.62%) Microsoft Developer
10 3 (4.62%) Senior Microsoft Developer
Libraries, Frameworks & Software Standards
1 14 (21.54%) HTML
2 13 (20.00%) .NET
2 13 (20.00%) AngularJS
3 12 (18.46%) Node.js
4 10 (15.38%) CSS
5 8 (12.31%) JSON
6 7 (10.77%) J2EE
6 7 (10.77%) XML
7 6 (9.23%) Kafka
8 5 (7.69%) ASP.NET
8 5 (7.69%) ASP.NET MVC
8 5 (7.69%) Django
8 5 (7.69%) Hibernate
8 5 (7.69%) PostGIS
8 5 (7.69%) Spring Boot
9 4 (6.15%) CSS3
9 4 (6.15%) HTML5
9 4 (6.15%) REST
9 4 (6.15%) RESTful
9 4 (6.15%) SAML
Miscellaneous
1 21 (32.31%) Public Cloud
2 13 (20.00%) Computer Science
3 9 (13.85%) Management Information System
4 6 (9.23%) Cloud Native
5 5 (7.69%) Robotics
6 4 (6.15%) Data Protection Act
6 4 (6.15%) Security Operations Centre
6 4 (6.15%) User Experience
7 3 (4.62%) Enterprise Software
8 2 (3.08%) Algorithms
9 1 (1.54%) Analytical Skills
9 1 (1.54%) Data Centre
Operating Systems
1 16 (24.62%) Windows
2 9 (13.85%) Linux
3 3 (4.62%) Mac OS
3 3 (4.62%) Unix
4 1 (1.54%) Android
4 1 (1.54%) Apple iOS
4 1 (1.54%) Windows Server
4 1 (1.54%) Windows Server 2008
Processes & Methodologies
1 36 (55.38%) Software Engineering
2 32 (49.23%) Agile Software Development
3 18 (27.69%) TDD
4 14 (21.54%) Cybersecurity
5 13 (20.00%) Mentoring
6 11 (16.92%) Coaching
6 11 (16.92%) Creative Thinking
7 9 (13.85%) Information Security
7 9 (13.85%) Mathematics
7 9 (13.85%) Microservices
7 9 (13.85%) Risk Assessment
7 9 (13.85%) Vulnerability Management
8 8 (12.31%) DevOps
8 8 (12.31%) Line Management
8 8 (12.31%) MVC
9 7 (10.77%) Analytics
9 7 (10.77%) BDD
9 7 (10.77%) Domain-Driven Design
10 6 (9.23%) Continuous Improvement
10 6 (9.23%) Machine Learning
Programming Languages
1 26 (40.00%) Java
2 21 (32.31%) C#
3 20 (30.77%) JavaScript
4 18 (27.69%) SQL
5 14 (21.54%) Python
6 12 (18.46%) C++
7 7 (10.77%) C
8 5 (7.69%) Embedded C
8 5 (7.69%) Embedded C++
8 5 (7.69%) Java 8
8 5 (7.69%) Rust
9 4 (6.15%) F#
9 4 (6.15%) Go
9 4 (6.15%) Ruby
10 2 (3.08%) PowerShell
11 1 (1.54%) R
Qualifications
1 22 (33.85%) Degree
2 9 (13.85%) CISM
2 9 (13.85%) CISSP
2 9 (13.85%) SSCP
3 7 (10.77%) Computer Science Degree
4 3 (4.62%) Security Cleared
5 2 (3.08%) DV Cleared
5 2 (3.08%) SC Cleared
6 1 (1.54%) Postgraduate
Quality Assurance & Compliance
1 9 (13.85%) Cyber Essentials
1 9 (13.85%) ISO/IEC 27001
2 4 (6.15%) GDPR
3 2 (3.08%) Data Quality
System Software
1 11 (16.92%) Docker
2 1 (1.54%) Active Directory
2 1 (1.54%) VMware ESXi
2 1 (1.54%) VMware Infrastructure
Systems Management
1 4 (6.15%) Opscode Chef
1 4 (6.15%) Puppet
1 4 (6.15%) Terraform
2 1 (1.54%) HP SIM
2 1 (1.54%) Kubernetes
2 1 (1.54%) SCOM
Vendors
1 17 (26.15%) Microsoft
2 12 (18.46%) ESRI
2 12 (18.46%) Oracle
3 6 (9.23%) Databricks
4 1 (1.54%) Brocade
4 1 (1.54%) IBM
4 1 (1.54%) SAP
4 1 (1.54%) VMware