Period
to 17 August 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 17 August 2018 with a comparison to the same period in the previous 2 years.

Big Data
South East > Hampshire
6 months to
17 Aug 2018
Same period 2017 Same period 2016
Rank 135 110 129
Rank change year-on-year -25 +19 +86
Permanent jobs citing Big Data 136 156 161
As % of all permanent IT jobs advertised in Hampshire 2.10% 2.66% 2.34%
As % of the Database & Business Intelligence category 7.46% 8.39% 6.78%
Number of salaries quoted 86 141 141
Hampshire median annual salary £60,000 £57,500 £45,000
Median salary % change year-on-year +4.35% +27.78% -12.62%
10th Percentile £32,500 £33,750 £28,750
90th Percentile £73,750 £77,500 £85,000
South East median annual salary £59,000 £57,500 £53,500
% change year-on-year +2.61% +7.48% +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 1,823 1,860 2,375
As % of all permanent IT jobs advertised in Hampshire 28.10% 31.70% 34.45%
Number of salaries quoted 1,499 1,682 2,163
Hampshire median annual salary £45,000 £42,500 £40,000
Median salary % change year-on-year +5.88% +6.25% -
10th Percentile £29,250 £26,250 £26,250
90th Percentile £67,500 £63,750 £58,600
South East median annual salary £47,500 £45,000 £45,000
% change year-on-year +5.56% - +5.88%

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 17 August 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 17 August 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 +8 40 £65,000 +18.18% 7
Portsmouth +20 20 £50,000 +53.85% 5
Farnborough +4 19 £50,000 +33.33%
Basingstoke -33 16 £67,500 +17.39%
Fareham +3 12 £51,250 +20.59% 3
Aldershot -3 10 £70,000 +1.82%
Romsey -12 6 £27,500 -
Winchester -4 5 £35,000 -36.36% 1
Fleet - 1 - -
Big Data
South East

For the 6 months to 17 August 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 70 (51.47%) Hadoop
2 44 (32.35%) Agile Software Development
3 42 (30.88%) J2EE
4 40 (29.41%) Java
5 37 (27.21%) Oracle
6 32 (23.53%) SQL
6 32 (23.53%) Degree
7 31 (22.79%) Software Engineering
8 30 (22.06%) .NET
9 27 (19.85%) Machine Learning
10 26 (19.12%) Marketing
11 24 (17.65%) Computer Science
12 23 (16.91%) NoSQL
12 23 (16.91%) SaaS
12 23 (16.91%) PaaS
12 23 (16.91%) TOGAF
12 23 (16.91%) Data Modelling
13 22 (16.18%) ETL
13 22 (16.18%) Python
13 22 (16.18%) Data Analysis
13 22 (16.18%) Analytics
13 22 (16.18%) Microservices
13 22 (16.18%) Apache Spark
14 21 (15.44%) SDLC
14 21 (15.44%) Greenfield Project
14 21 (15.44%) Enterprise Architecture
14 21 (15.44%) Microsoft Azure
14 21 (15.44%) CRM
14 21 (15.44%) Migration
15 20 (14.71%) JavaScript

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 22 (16.18%) Apache Spark
2 15 (11.03%) CMS
3 8 (5.88%) Apache
4 5 (3.68%) Apache Pig
5 4 (2.94%) Apache Solr
6 3 (2.21%) Cloud Foundry
7 2 (1.47%) OpenStack
7 2 (1.47%) SAS
8 1 (0.74%) Confluence
8 1 (0.74%) IPython
8 1 (0.74%) JBoss
8 1 (0.74%) Jupyter
8 1 (0.74%) Oracle SOA Suite
8 1 (0.74%) Oracle Workflow
Applications
1 5 (3.68%) SPSS
2 1 (0.74%) Stata
Business Applications
1 1 (0.74%) Payment Gateway
Cloud Services
1 23 (16.91%) PaaS
1 23 (16.91%) SaaS
2 21 (15.44%) Microsoft Azure
3 17 (12.50%) IaaS
4 15 (11.03%) Amazon AWS
5 4 (2.94%) Cortana Intelligence Suite
5 4 (2.94%) Google Cloud Platform
6 3 (2.21%) Azure Functions
6 3 (2.21%) Azure Machine Learning
6 3 (2.21%) Serverless
7 2 (1.47%) Amazon EMR
7 2 (1.47%) Cloud Computing
7 2 (1.47%) OpenShift
8 1 (0.74%) GitHub
Communications & Networking
1 15 (11.03%) Software-Defined Networking
2 1 (0.74%) DNS
2 1 (0.74%) Internet
2 1 (0.74%) SAN
Database & Business Intelligence
1 70 (51.47%) Hadoop
2 23 (16.91%) NoSQL
3 15 (11.03%) Oracle Exadata
3 15 (11.03%) SAP HANA
4 13 (9.56%) Data Warehouse
5 12 (8.82%) Geospatial Data
5 12 (8.82%) MongoDB
6 10 (7.35%) SQL Server
7 8 (5.88%) Apache Hive
8 7 (5.15%) GIS
8 7 (5.15%) Power BI
8 7 (5.15%) QlikView
8 7 (5.15%) Spatial Data
9 6 (4.41%) Apache Cassandra
10 5 (3.68%) Azure SQL Data Warehouse
10 5 (3.68%) Azure SQL Database
10 5 (3.68%) Cosmos DB
10 5 (3.68%) Data Lake
11 3 (2.21%) HBase
11 3 (2.21%) Sqoop
Development Applications
1 7 (5.15%) Eclipse
1 7 (5.15%) Git (software)
1 7 (5.15%) JUnit
1 7 (5.15%) Subversion
2 5 (3.68%) NUnit
2 5 (3.68%) SpecFlow
3 3 (2.21%) Jenkins
3 3 (2.21%) Visual Studio
3 3 (2.21%) Visual Studio Team System
4 2 (1.47%) Selenium
5 1 (0.74%) Gradle
5 1 (0.74%) WebDriver
General
1 26 (19.12%) Marketing
2 12 (8.82%) Retail
3 10 (7.35%) Finance
4 3 (2.21%) Electronics
5 2 (1.47%) Financial Institution
6 1 (0.74%) Advertising
Job Titles
1 54 (39.71%) Developer
2 39 (28.68%) Architect
3 28 (20.59%) Java Developer
4 17 (12.50%) Senior Developer
5 15 (11.03%) Enterprise Architect
5 15 (11.03%) Solutions Architect
6 12 (8.82%) Data Architect
7 11 (8.09%) Senior Java Developer
8 10 (7.35%) Software Developer
9 9 (6.62%) Analyst
10 8 (5.88%) Big Data Architect
10 8 (5.88%) Senior Architect
10 8 (5.88%) SQL Developer
11 7 (5.15%) 2nd Line Support
11 7 (5.15%) C# Developer
11 7 (5.15%) Data Engineer
11 7 (5.15%) Graduate
12 6 (4.41%) .NET Developer
12 6 (4.41%) Data Analyst
12 6 (4.41%) Senior Solutions Architect
Libraries, Frameworks & Software Standards
1 42 (30.88%) J2EE
2 30 (22.06%) .NET
3 20 (14.71%) .NET Framework
4 18 (13.24%) Spring
5 12 (8.82%) AngularJS
5 12 (8.82%) HTML
6 10 (7.35%) XML
7 9 (6.62%) CSS
8 7 (5.15%) JSON
8 7 (5.15%) Kafka
8 7 (5.15%) SWT
9 6 (4.41%) Web Services
10 4 (2.94%) HTML5
10 4 (2.94%) REST
11 3 (2.21%) ASP.NET
11 3 (2.21%) D3.js
11 3 (2.21%) jQuery
11 3 (2.21%) NumPy
11 3 (2.21%) SAML
11 3 (2.21%) WPF
Miscellaneous
1 24 (17.65%) Computer Science
2 21 (15.44%) Greenfield Project
3 18 (13.24%) Enterprise Software
4 16 (11.76%) Data Centre
5 15 (11.03%) Management Information System
5 15 (11.03%) Mobile App
6 12 (8.82%) Analytical Skills
7 10 (7.35%) Algorithms
8 9 (6.62%) Public Cloud
9 8 (5.88%) Cloud Native
10 6 (4.41%) Self-Motivation
11 4 (2.94%) User Experience
12 1 (0.74%) Digital Media
12 1 (0.74%) e-Learning
12 1 (0.74%) Internet of Things
12 1 (0.74%) Linux Command Line
12 1 (0.74%) Robotics
12 1 (0.74%) Virtual Team
Operating Systems
1 12 (8.82%) Linux
2 11 (8.09%) Windows
3 9 (6.62%) Unix
4 7 (5.15%) Mac OS
5 2 (1.47%) CentOS
6 1 (0.74%) Android
6 1 (0.74%) Apple iOS
6 1 (0.74%) Windows Server
6 1 (0.74%) Windows Server 2008
Processes & Methodologies
1 44 (32.35%) Agile Software Development
2 31 (22.79%) Software Engineering
3 27 (19.85%) Machine Learning
4 23 (16.91%) Data Modelling
4 23 (16.91%) TOGAF
5 22 (16.18%) Analytics
5 22 (16.18%) Data Analysis
5 22 (16.18%) ETL
5 22 (16.18%) Microservices
6 21 (15.44%) CRM
6 21 (15.44%) Enterprise Architecture
6 21 (15.44%) Migration
6 21 (15.44%) SDLC
7 20 (14.71%) Mathematics
7 20 (14.71%) Project Management
8 18 (13.24%) DevOps
8 18 (13.24%) SOA
9 17 (12.50%) Master Data Management
10 15 (11.03%) Business Process Modelling
10 15 (11.03%) Data Analytics
Programming Languages
1 40 (29.41%) Java
2 32 (23.53%) SQL
3 22 (16.18%) Python
4 20 (14.71%) C++
4 20 (14.71%) JavaScript
5 17 (12.50%) C#
6 9 (6.62%) R
7 5 (3.68%) PHP
7 5 (3.68%) PL/SQL
8 4 (2.94%) C
8 4 (2.94%) Ruby
9 3 (2.21%) Go
9 3 (2.21%) Scala
10 2 (1.47%) Clojure
10 2 (1.47%) PowerShell
10 2 (1.47%) Shell Script
10 2 (1.47%) T-SQL
11 1 (0.74%) Embedded C
11 1 (0.74%) Embedded C++
11 1 (0.74%) F#
Qualifications
1 32 (23.53%) Degree
2 19 (13.97%) Computer Science Degree
3 9 (6.62%) Security Cleared
4 6 (4.41%) Numerate Degree
5 5 (3.68%) PhD
6 4 (2.94%) SC Cleared
7 2 (1.47%) Master's Degree
8 1 (0.74%) ISTQB
8 1 (0.74%) MBA
8 1 (0.74%) Postgraduate
8 1 (0.74%) TOGAF Certification
Quality Assurance & Compliance
1 3 (2.21%) PCI DSS
2 2 (1.47%) Data Quality
2 2 (1.47%) GCP
2 2 (1.47%) PA-DSS
2 2 (1.47%) QA
3 1 (0.74%) GDPR
System Software
1 15 (11.03%) Virtual Desktop
2 10 (7.35%) Docker
3 2 (1.47%) HDFS
4 1 (0.74%) Active Directory
4 1 (0.74%) Apache Flume
4 1 (0.74%) Apache ZooKeeper
4 1 (0.74%) VMware ESXi
4 1 (0.74%) VMware Infrastructure
Systems Management
1 7 (5.15%) Opscode Chef
1 7 (5.15%) Puppet
2 4 (2.94%) Terraform
3 2 (1.47%) Ansible
3 2 (1.47%) Oozie
4 1 (0.74%) Hadoop YARN
4 1 (0.74%) HP SIM
4 1 (0.74%) Kubernetes
4 1 (0.74%) Oracle Enterprise Manager
4 1 (0.74%) SCOM
Vendors
1 37 (27.21%) Oracle
2 19 (13.97%) Microsoft
3 16 (11.76%) SAP
4 7 (5.15%) ESRI
5 5 (3.68%) Databricks
6 3 (2.21%) MuleSoft
7 2 (1.47%) Apigee
7 2 (1.47%) Cloudera
7 2 (1.47%) Google
7 2 (1.47%) Hortonworks
7 2 (1.47%) Red Hat
7 2 (1.47%) SaltStack
8 1 (0.74%) Brocade
8 1 (0.74%) IBM
8 1 (0.74%) PayPal
8 1 (0.74%) Salesforce.com
8 1 (0.74%) Tableau
8 1 (0.74%) VMware
8 1 (0.74%) WorldPay