Period
to 14 November 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 14 November 2018 with a comparison to the same period in the previous 2 years.

Big Data
South East > Hampshire
6 months to
14 Nov 2018
Same period 2017 Same period 2016
Rank 103 121 137
Rank change year-on-year +18 +16 +20
Permanent jobs citing Big Data 192 165 138
As % of all permanent IT jobs advertised in Hampshire 2.88% 2.62% 2.03%
As % of the Database & Business Intelligence category 9.62% 7.91% 6.15%
Number of salaries quoted 145 143 134
Hampshire median annual salary £55,000 £55,000 £50,000
Median salary % change year-on-year - +10.00% -
10th Percentile £37,500 £34,250 £33,750
90th Percentile £74,500 £77,500 £91,000
South East median annual salary £55,000 £56,000 £53,500
% change year-on-year -1.79% +4.67% +1.90%

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 1,996 2,086 2,244
As % of all permanent IT jobs advertised in Hampshire 29.98% 33.15% 32.94%
Number of salaries quoted 1,687 1,843 2,026
Hampshire median annual salary £45,000 £42,500 £40,000
Median salary % change year-on-year +5.88% +6.25% -3.61%
10th Percentile £29,000 £26,250 £27,500
90th Percentile £70,000 £62,500 £59,375
South East median annual salary £47,500 £45,000 £45,000
% change year-on-year +5.56% - +4.65%

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 14 November 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 14 November 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 +43 75 £53,000 +24.71% 5
Fareham +6 31 £45,000 +5.88%
Farnborough +13 21 £55,000 +37.50% 1
Basingstoke -37 19 £67,500 +17.39%
Portsmouth +15 11 £57,500 +35.29% 8
Aldershot -5 11 £80,000 +16.36%
Winchester -8 6 £35,000 -17.65%
Fleet - 5 £60,000 - 2
Romsey -11 4 £27,500 - 1
Eastleigh -15 1 £34,000 -20.00%
Big Data
South East

For the 6 months to 14 November 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 80 (41.67%) Agile Software Development
2 65 (33.85%) Microsoft Azure
3 60 (31.25%) Hadoop
3 60 (31.25%) Java
4 53 (27.60%) SQL
5 51 (26.56%) JavaScript
6 48 (25.00%) Software Engineering
7 46 (23.96%) C#
7 46 (23.96%) Oracle
8 43 (22.40%) .NET
9 42 (21.88%) Geospatial Data
10 40 (20.83%) Microservices
10 40 (20.83%) J2EE
11 39 (20.31%) TDD
11 39 (20.31%) Degree
12 34 (17.71%) Amazon AWS
12 34 (17.71%) HTML
12 34 (17.71%) NoSQL
13 33 (17.19%) TOGAF
14 32 (16.67%) Management Information System
14 32 (16.67%) Greenfield Project
15 30 (15.63%) CSS
15 30 (15.63%) Python
16 29 (15.10%) Analytics
16 29 (15.10%) SDLC
17 28 (14.58%) Docker
18 27 (14.06%) Information Security
18 27 (14.06%) SaaS
18 27 (14.06%) Machine Learning
19 26 (13.54%) Enterprise Architecture

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 18 (9.38%) CMS
2 16 (8.33%) Apache Spark
3 10 (5.21%) Apache
4 8 (4.17%) Apache Solr
5 5 (2.60%) ArcGIS
6 4 (2.08%) Elasticsearch
7 3 (1.56%) Apache Pig
8 1 (0.52%) Cloud Foundry
8 1 (0.52%) JBoss
8 1 (0.52%) Oracle SOA Suite
8 1 (0.52%) Oracle Workflow
Applications
1 1 (0.52%) Chatbot
Business Applications
1 1 (0.52%) Payment Gateway
Cloud Services
1 65 (33.85%) Microsoft Azure
2 34 (17.71%) Amazon AWS
3 27 (14.06%) SaaS
4 25 (13.02%) PaaS
5 20 (10.42%) IaaS
6 8 (4.17%) Azure Functions
6 8 (4.17%) Serverless
7 5 (2.60%) Cortana Intelligence Suite
8 4 (2.08%) Azure Machine Learning
9 2 (1.04%) Apigee
9 2 (1.04%) Cloud Computing
9 2 (1.04%) GitHub
9 2 (1.04%) Google Cloud Platform
Communications & Networking
1 18 (9.38%) Software-Defined Networking
2 5 (2.60%) Firewall
2 5 (2.60%) SCCP
3 4 (2.08%) Network Security
4 2 (1.04%) PSTN
4 2 (1.04%) Wi-Fi
5 1 (0.52%) DNS
5 1 (0.52%) Internet
5 1 (0.52%) SAN
Database & Business Intelligence
1 60 (31.25%) Hadoop
2 42 (21.88%) Geospatial Data
3 34 (17.71%) NoSQL
4 18 (9.38%) Oracle Exadata
4 18 (9.38%) SAP HANA
5 17 (8.85%) MongoDB
6 15 (7.81%) Data Lake
7 14 (7.29%) SQL Server
8 11 (5.73%) Data Warehouse
9 10 (5.21%) Neo4j
10 9 (4.69%) Apache Cassandra
10 9 (4.69%) Azure SQL Database
10 9 (4.69%) Cosmos DB
11 8 (4.17%) Relational Database
12 7 (3.65%) GIS
12 7 (3.65%) Spatial Data
13 6 (3.13%) Apache Hive
13 6 (3.13%) Azure SQL Data Warehouse
13 6 (3.13%) RDBMS
14 5 (2.60%) SQL Server Integration Services
Development Applications
1 16 (8.33%) Git (software)
2 9 (4.69%) Jenkins
3 6 (3.13%) JIRA
3 6 (3.13%) NUnit
3 6 (3.13%) SpecFlow
4 5 (2.60%) Selenium
5 4 (2.08%) Cucumber
5 4 (2.08%) Visual Studio
5 4 (2.08%) Visual Studio Team System
6 3 (1.56%) Axure RP
7 2 (1.04%) Rational DOORS
8 1 (0.52%) Capybara
8 1 (0.52%) Eclipse
8 1 (0.52%) Gradle
8 1 (0.52%) JUnit
8 1 (0.52%) RSpec
8 1 (0.52%) Subversion
8 1 (0.52%) WebDriver
General
1 23 (11.98%) Marketing
2 16 (8.33%) Finance
3 10 (5.21%) Electronics
4 3 (1.56%) Local Government
4 3 (1.56%) Retail
5 2 (1.04%) Financial Institution
5 2 (1.04%) Military
6 1 (0.52%) Manufacturing
6 1 (0.52%) Telecoms
Job Titles
1 76 (39.58%) Developer
2 54 (28.13%) Architect
3 28 (14.58%) Java Developer
4 19 (9.90%) Solutions Architect
5 18 (9.38%) Enterprise Architect
6 17 (8.85%) Data Architect
6 17 (8.85%) Software Engineer
7 16 (8.33%) Senior Developer
8 12 (6.25%) Big Data Architect
8 12 (6.25%) C# Developer
8 12 (6.25%) Data Engineer
9 11 (5.73%) Analyst
9 11 (5.73%) Software Developer
10 10 (5.21%) .NET Developer
11 9 (4.69%) C# .NET Developer
11 9 (4.69%) Lead Developer
12 8 (4.17%) Big Data Engineer
12 8 (4.17%) JavaScript Developer
12 8 (4.17%) Senior Architect
12 8 (4.17%) Senior Software Developer
Libraries, Frameworks & Software Standards
1 43 (22.40%) .NET
2 40 (20.83%) J2EE
3 34 (17.71%) HTML
4 30 (15.63%) CSS
5 25 (13.02%) .NET Framework
6 24 (12.50%) Spring
7 23 (11.98%) AngularJS
8 21 (10.94%) Node.js
9 14 (7.29%) jQuery
10 13 (6.77%) Django
11 12 (6.25%) ASP.NET
11 12 (6.25%) HTML5
11 12 (6.25%) Web Services
12 10 (5.21%) ASP.NET MVC
13 9 (4.69%) CSS3
13 9 (4.69%) JSON
13 9 (4.69%) Kafka
14 8 (4.17%) ASP.NET Web API
14 8 (4.17%) RESTful
15 7 (3.65%) React
Miscellaneous
1 32 (16.67%) Greenfield Project
1 32 (16.67%) Management Information System
2 21 (10.94%) Computer Science
2 21 (10.94%) Enterprise Software
2 21 (10.94%) Public Cloud
3 19 (9.90%) Data Centre
4 18 (9.38%) Mobile App
5 12 (6.25%) User Experience
6 7 (3.65%) Analytical Skills
6 7 (3.65%) Robotics
7 6 (3.13%) Cloud Native
7 6 (3.13%) Self-Motivation
8 4 (2.08%) Data Protection Act
8 4 (2.08%) Security Operations Centre
9 2 (1.04%) Algorithms
9 2 (1.04%) Data Structures
9 2 (1.04%) Linux Command Line
10 1 (0.52%) Digital Media
10 1 (0.52%) Internet of Things
10 1 (0.52%) Virtual Team
Operating Systems
1 25 (13.02%) Linux
2 19 (9.90%) Windows
3 2 (1.04%) Unix
4 1 (0.52%) Android
4 1 (0.52%) Apple iOS
4 1 (0.52%) Mac OS
4 1 (0.52%) Windows Server
4 1 (0.52%) Windows Server 2008
Processes & Methodologies
1 80 (41.67%) Agile Software Development
2 48 (25.00%) Software Engineering
3 40 (20.83%) Microservices
4 39 (20.31%) TDD
5 33 (17.19%) TOGAF
6 29 (15.10%) Analytics
6 29 (15.10%) SDLC
7 27 (14.06%) Information Security
7 27 (14.06%) Machine Learning
8 26 (13.54%) Enterprise Architecture
8 26 (13.54%) Project Management
9 25 (13.02%) BDD
10 24 (12.50%) Continuous Improvement
10 24 (12.50%) DevOps
11 22 (11.46%) Migration
12 21 (10.94%) SOA
13 20 (10.42%) Data Science
13 20 (10.42%) Master Data Management
14 19 (9.90%) Data Analytics
14 19 (9.90%) Mentoring
Programming Languages
1 60 (31.25%) Java
2 53 (27.60%) SQL
3 51 (26.56%) JavaScript
4 46 (23.96%) C#
5 30 (15.63%) Python
6 22 (11.46%) C++
7 11 (5.73%) C
8 10 (5.21%) Java 8
9 7 (3.65%) Embedded C
9 7 (3.65%) Embedded C++
9 7 (3.65%) F#
9 7 (3.65%) Rust
10 6 (3.13%) Ruby
11 5 (2.60%) PHP
12 4 (2.08%) Go
13 3 (1.56%) PowerShell
13 3 (1.56%) R
13 3 (1.56%) Shell Script
14 2 (1.04%) PL/SQL
14 2 (1.04%) T-SQL
Qualifications
1 39 (20.31%) Degree
2 13 (6.77%) Computer Science Degree
3 9 (4.69%) CISM
3 9 (4.69%) CISSP
3 9 (4.69%) SSCP
4 7 (3.65%) Security Cleared
5 6 (3.13%) SC Cleared
6 4 (2.08%) ISTQB
7 2 (1.04%) DV Cleared
7 2 (1.04%) Master's Degree
8 1 (0.52%) MBA
8 1 (0.52%) PhD
Quality Assurance & Compliance
1 9 (4.69%) Cyber Essentials
1 9 (4.69%) ISO/IEC 27001
2 4 (2.08%) Data Quality
2 4 (2.08%) GDPR
3 3 (1.56%) PCI DSS
4 2 (1.04%) PA-DSS
4 2 (1.04%) QA
System Software
1 28 (14.58%) Docker
2 18 (9.38%) Virtual Desktop
3 1 (0.52%) Active Directory
3 1 (0.52%) Apache ZooKeeper
3 1 (0.52%) HDFS
3 1 (0.52%) VMware ESXi
3 1 (0.52%) VMware Infrastructure
Systems Management
1 10 (5.21%) Kubernetes
2 5 (2.60%) Opscode Chef
2 5 (2.60%) Puppet
3 4 (2.08%) Terraform
4 3 (1.56%) Kibana
5 1 (0.52%) Hadoop YARN
5 1 (0.52%) HP SIM
5 1 (0.52%) SCOM
Vendors
1 46 (23.96%) Oracle
2 25 (13.02%) Microsoft
3 19 (9.90%) SAP
4 12 (6.25%) ESRI
5 6 (3.13%) Databricks
6 4 (2.08%) Cloudera
6 4 (2.08%) Hortonworks
7 3 (1.56%) MuleSoft
8 1 (0.52%) Brocade
8 1 (0.52%) IBM
8 1 (0.52%) PayPal
8 1 (0.52%) Telerik
8 1 (0.52%) VMware
8 1 (0.52%) WorldPay