Period
to 19 February 2018

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

Big Data
South East > Hampshire
6 months to
19 Feb 2018
Same period 2017 Same period 2016
Rank 119 139 131
Rank change year-on-year +20 -8 +77
Permanent jobs citing Big Data 187 114 156
As % of all permanent IT jobs advertised in Hampshire 2.61% 1.86% 2.25%
As % of the Database & Business Intelligence category 7.70% 5.99% 6.34%
Number of salaries quoted 140 113 131
Hampshire median annual salary £45,000 £50,000 £50,000
Median salary % change year-on-year -10.00% - +11.11%
10th Percentile £27,500 £32,500 £36,250
90th Percentile £67,200 £78,750 £68,750
South East median annual salary £55,000 £54,000 £55,000
% change year-on-year +1.85% -1.82% +4.76%

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 Hampshire with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
Hampshire
Permanent vacancies with a requirement for database or business intelligence skills 2,427 1,903 2,460
As % of all permanent IT jobs advertised in Hampshire 33.85% 31.10% 35.42%
Number of salaries quoted 2,137 1,699 2,203
Hampshire median annual salary £40,000 £40,000 £42,000
Median salary % change year-on-year - -4.76% +5.00%
10th Percentile £27,500 £27,500 £26,750
90th Percentile £60,000 £62,500 £61,250
South East median annual salary £45,000 £45,000 £45,000

Big Data
Job Vacancy Trend in Hampshire

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

Job vacancy trend for Big Data in Hampshire

Big Data
Salary Trend in Hampshire

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

Salary trend for Big Data in Hampshire

Big Data
Salary Histogram in Hampshire

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

Salary histogram for Big Data in Hampshire

Big Data
Job Locations in Hampshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Big Data within the Hampshire region over the 6 months to 19 February 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
Southampton -14 55 £42,500 +13.33% 6
Fareham +17 31 £42,500 -8.11%
Basingstoke +5 18 £62,500 -3.85% 1
Aldershot +12 15 £75,000 -3.23% 1
Portsmouth -5 15 £42,500 - 8
Winchester -6 13 £42,500 - 1
Farnborough +7 10 £47,500 -29.63% 1
Romsey - 6 - -
Eastleigh -9 3 £42,500 +13.33%
Havant -12 1 £62,500 -30.56%
Wallington - 1 - -
Big Data
South East

For the 6 months to 19 February 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 Hampshire region with a requirement for Big Data.

1 78 (41.71%) Java
2 70 (37.43%) JavaScript
3 69 (36.90%) Python
4 67 (35.83%) SQL
5 62 (33.16%) Agile Software Development
6 60 (32.09%) Degree
7 56 (29.95%) Analytics
8 55 (29.41%) Data Analysis
9 51 (27.27%) Hadoop
10 50 (26.74%) HTML
10 50 (26.74%) CSS
11 46 (24.60%) Software Engineering
12 45 (24.06%) Windows
12 45 (24.06%) Amazon AWS
13 42 (22.46%) Computer Science
13 42 (22.46%) J2EE
13 42 (22.46%) Apache Spark
14 41 (21.93%) Linux
15 39 (20.86%) Microsoft Azure
15 39 (20.86%) Git (software)
15 39 (20.86%) Continuous Integration
15 39 (20.86%) AngularJS
15 39 (20.86%) Front End Development
16 34 (18.18%) Data Analytics
16 34 (18.18%) C++
17 31 (16.58%) PostgreSQL
17 31 (16.58%) Mathematics
18 30 (16.04%) JIRA
18 30 (16.04%) Django
19 29 (15.51%) Visualisation

Big Data
Co-occurring IT Skills in Hampshire 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 42 (22.46%) Apache Spark
2 28 (14.97%) Elasticsearch
3 9 (4.81%) SAS
4 6 (3.21%) Apache Pig
5 5 (2.67%) Apache
6 4 (2.14%) Cloud Foundry
6 4 (2.14%) Confluence
7 3 (1.60%) IPython
7 3 (1.60%) Jupyter
8 2 (1.07%) GemFire
8 2 (1.07%) OpenStack
9 1 (0.53%) SharePoint
Applications
1 7 (3.74%) SPSS
2 1 (0.53%) Microsoft Excel
2 1 (0.53%) Spreadsheet
Business Applications
1 5 (2.67%) Cognos Business Intelligence
1 5 (2.67%) SAP CO
1 5 (2.67%) SAP FI
1 5 (2.67%) SAP FI/CO
Cloud Services
1 45 (24.06%) Amazon AWS
2 39 (20.86%) Microsoft Azure
3 17 (9.09%) SaaS
4 5 (2.67%) Cloud Computing
4 5 (2.67%) GitHub
5 3 (1.60%) PaaS
6 2 (1.07%) OpenShift
Communications & Networking
1 3 (1.60%) PSTN
1 3 (1.60%) Wi-Fi
Database & Business Intelligence
1 51 (27.27%) Hadoop
2 31 (16.58%) PostgreSQL
3 25 (13.37%) NoSQL
4 18 (9.63%) SQL Server
5 8 (4.28%) Apache Hive
5 8 (4.28%) Relational Database
6 6 (3.21%) Data Warehouse
6 6 (3.21%) MongoDB
7 5 (2.67%) HBase
7 5 (2.67%) SAP BW
8 4 (2.14%) Redis
8 4 (2.14%) SQL Server Reporting Services
9 3 (1.60%) Amazon Redshift
9 3 (1.60%) Apache Cassandra
9 3 (1.60%) Looker
9 3 (1.60%) MySQL
9 3 (1.60%) SQL Server Analysis Services
9 3 (1.60%) SQL Server Integration Services
10 2 (1.07%) Flink
11 1 (0.53%) SQL Server 2016
Development Applications
1 39 (20.86%) Git (software)
2 30 (16.04%) JIRA
3 23 (12.30%) JUnit
4 21 (11.23%) Eclipse
5 18 (9.63%) Subversion
6 13 (6.95%) NUnit
6 13 (6.95%) SpecFlow
7 10 (5.35%) Grunt
7 10 (5.35%) gulp
7 10 (5.35%) webpack
8 8 (4.28%) Jenkins
9 5 (2.67%) Gradle
10 3 (1.60%) Atlassian Bamboo
10 3 (1.60%) IntelliJ
10 3 (1.60%) Travis CI
11 2 (1.07%) SonarQube
12 1 (0.53%) Mocha
12 1 (0.53%) Rational DOORS
General
1 13 (6.95%) Finance
2 9 (4.81%) Retail
3 8 (4.28%) Marketing
3 8 (4.28%) Military
4 5 (2.67%) Telecoms
5 4 (2.14%) Banking
Job Titles
1 114 (60.96%) Developer
2 40 (21.39%) Java Developer
3 30 (16.04%) Python Developer
4 21 (11.23%) Senior Developer
5 18 (9.63%) Graduate
5 18 (9.63%) Senior Java Developer
6 17 (9.09%) Software Developer
7 16 (8.56%) SQL Developer
8 15 (8.02%) Graduate Developer
9 14 (7.49%) Front End Developer (Client-Side Developer)
9 14 (7.49%) JavaScript Developer
10 13 (6.95%) .NET Developer
10 13 (6.95%) .NET Software Developer
10 13 (6.95%) Architect
10 13 (6.95%) ASP.NET Developer
10 13 (6.95%) C# ASP.NET Developer
10 13 (6.95%) C# Developer
10 13 (6.95%) C# Software Developer
10 13 (6.95%) Data Scientist
10 13 (6.95%) Junior Developer
Libraries, Frameworks & Software Standards
1 50 (26.74%) CSS
1 50 (26.74%) HTML
2 42 (22.46%) J2EE
3 39 (20.86%) AngularJS
4 30 (16.04%) Django
5 27 (14.44%) jQuery
5 27 (14.44%) Web Services
6 22 (11.76%) Spring
7 20 (10.70%) .NET
8 18 (9.63%) Node.js
8 18 (9.63%) SWT
8 18 (9.63%) XML
9 14 (7.49%) ASP.NET
10 13 (6.95%) .NET Framework
10 13 (6.95%) ASP.NET MVC
10 13 (6.95%) React
11 9 (4.81%) Express
11 9 (4.81%) Middleware
11 9 (4.81%) RESTful
12 7 (3.74%) NumPy
Miscellaneous
1 42 (22.46%) Computer Science
2 20 (10.70%) Algorithms
2 20 (10.70%) Analytical Skills
3 16 (8.56%) Greenfield Project
4 10 (5.35%) User Experience
5 7 (3.74%) Management Information System
6 5 (2.67%) Fintech
6 5 (2.67%) Mobile App
7 4 (2.14%) Linux Command Line
8 3 (1.60%) Virtual Team
9 2 (1.07%) CESG
9 2 (1.07%) Cloud Native
Operating Systems
1 45 (24.06%) Windows
2 41 (21.93%) Linux
3 26 (13.90%) Unix
4 18 (9.63%) Mac OS
5 2 (1.07%) CentOS
Processes & Methodologies
1 62 (33.16%) Agile Software Development
2 56 (29.95%) Analytics
3 55 (29.41%) Data Analysis
4 46 (24.60%) Software Engineering
5 39 (20.86%) Continuous Integration
5 39 (20.86%) Front End Development
6 34 (18.18%) Data Analytics
7 31 (16.58%) Mathematics
8 29 (15.51%) TDD
8 29 (15.51%) Visualisation
9 28 (14.97%) Machine Learning
10 27 (14.44%) Big Data Analytics
11 26 (13.90%) Data Visualisation
12 25 (13.37%) Responsive Web Design
12 25 (13.37%) Web Design
12 25 (13.37%) Workload Management
13 22 (11.76%) Microservices
14 19 (10.16%) BDD
14 19 (10.16%) Data Science
15 16 (8.56%) Test Automation
Programming Languages
1 78 (41.71%) Java
2 70 (37.43%) JavaScript
3 69 (36.90%) Python
4 67 (35.83%) SQL
5 34 (18.18%) C++
6 20 (10.70%) C#
7 10 (5.35%) C
7 10 (5.35%) ES6
7 10 (5.35%) ES7
8 9 (4.81%) R
9 5 (2.67%) Shell Script
10 4 (2.14%) Go
10 4 (2.14%) Ruby
11 3 (1.60%) Scala
12 2 (1.07%) Clojure
12 2 (1.07%) PowerShell
13 1 (0.53%) Bash Shell
13 1 (0.53%) MATLAB
13 1 (0.53%) Perl
13 1 (0.53%) PHP
Qualifications
1 60 (32.09%) Degree
2 26 (13.90%) Computer Science Degree
3 23 (12.30%) Security Cleared
4 17 (9.09%) SC Cleared
5 12 (6.42%) PhD
6 9 (4.81%) Numerate Degree
7 6 (3.21%) Master's Degree
8 2 (1.07%) CESG Certified Professional
9 1 (0.53%) MCSA
9 1 (0.53%) MCSE
9 1 (0.53%) Microsoft Certification
Quality Assurance & Compliance
1 3 (1.60%) QA
System Software
1 23 (12.30%) Docker
2 9 (4.81%) HDFS
3 6 (3.21%) Apache Flume
4 1 (0.53%) Apache ZooKeeper
Systems Management
1 6 (3.21%) Oozie
2 5 (2.67%) Opscode Chef
3 2 (1.07%) Ansible
3 2 (1.07%) Puppet
4 1 (0.53%) Hadoop YARN
4 1 (0.53%) Oracle Enterprise Manager
Vendors
1 12 (6.42%) Oracle
2 11 (5.88%) SAP
3 5 (2.67%) Cognos
4 4 (2.14%) Teradata
5 3 (1.60%) Microsoft
6 2 (1.07%) Red Hat
6 2 (1.07%) SaltStack
6 2 (1.07%) Tableau
7 1 (0.53%) Splunk