Period
to 21 May 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 21 May 2018 with a comparison to the same period in the previous 2 years.

Big Data
South East > Hampshire
6 months to
21 May 2018
Same period 2017 Same period 2016
Rank 131 129 128
Rank change year-on-year -2 -1 +124
Permanent jobs citing Big Data 154 126 158
As % of all permanent IT jobs advertised in Hampshire 2.28% 2.14% 2.36%
As % of the Database & Business Intelligence category 7.36% 6.87% 6.89%
Number of salaries quoted 98 120 119
Hampshire median annual salary £50,000 £55,000 £45,000
Median salary % change year-on-year -9.09% +22.22% -18.18%
10th Percentile £27,500 £31,475 £27,500
90th Percentile £72,500 £78,750 £65,250
South East median annual salary £60,000 £55,000 £54,000
% change year-on-year +9.09% +1.85% -1.82%

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 2,093 1,833 2,292
As % of all permanent IT jobs advertised in Hampshire 30.99% 31.09% 34.22%
Number of salaries quoted 1,800 1,648 2,100
Hampshire median annual salary £42,500 £40,000 £40,000
Median salary % change year-on-year +6.25% - -
10th Percentile £27,500 £26,250 £26,250
90th Percentile £65,000 £62,500 £60,000
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 21 May 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 21 May 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 +2 49 £45,000 -10.00% 10
Portsmouth +12 23 £54,000 +96.36% 4
Aldershot +2 15 £70,000 -9.68%
Fareham +17 14 £42,500 +3.03%
Basingstoke -18 14 £62,500 +25.00%
Farnborough -7 10 £70,000 +3.70% 1
Romsey -5 8 - -
Winchester -16 7 £40,000 -27.27%
Havant - 1 £62,500 -
Big Data
South East

For the 6 months to 21 May 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 69 (44.81%) Java
2 63 (40.91%) Hadoop
3 56 (36.36%) Degree
4 55 (35.71%) SQL
5 53 (34.42%) Python
6 46 (29.87%) JavaScript
6 46 (29.87%) Data Analysis
7 43 (27.92%) Software Engineering
8 41 (26.62%) J2EE
8 41 (26.62%) Analytics
9 38 (24.68%) Agile Software Development
9 38 (24.68%) Mathematics
10 36 (23.38%) Computer Science
11 35 (22.73%) Apache Spark
12 33 (21.43%) AngularJS
12 33 (21.43%) Machine Learning
12 33 (21.43%) CSS
12 33 (21.43%) HTML
13 30 (19.48%) C++
13 30 (19.48%) Windows
14 28 (18.18%) ETL
14 28 (18.18%) Microsoft Azure
15 27 (17.53%) Visualisation
16 24 (15.58%) Data Visualisation
16 24 (15.58%) Analytical Skills
17 23 (14.94%) Data Analytics
18 22 (14.29%) SQL Server
18 22 (14.29%) Algorithms
18 22 (14.29%) Data Science
19 21 (13.64%) Front End Development

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 35 (22.73%) Apache Spark
2 16 (10.39%) Elasticsearch
3 11 (7.14%) SAS
4 8 (5.19%) Apache Pig
5 5 (3.25%) Confluence
6 4 (2.60%) Apache
7 3 (1.95%) IPython
7 3 (1.95%) Jupyter
8 2 (1.30%) Cloud Foundry
8 2 (1.30%) CMS
8 2 (1.30%) OpenStack
9 1 (0.65%) SharePoint
Applications
1 11 (7.14%) SPSS
2 1 (0.65%) Spreadsheet
2 1 (0.65%) Stata
Cloud Services
1 28 (18.18%) Microsoft Azure
2 21 (13.64%) Amazon AWS
3 9 (5.84%) SaaS
4 4 (2.60%) PaaS
5 2 (1.30%) Amazon EMR
5 2 (1.30%) Google Cloud Platform
5 2 (1.30%) IaaS
5 2 (1.30%) OpenShift
6 1 (0.65%) Cloud Computing
Communications & Networking
1 2 (1.30%) Software-Defined Networking
2 1 (0.65%) PSTN
2 1 (0.65%) Wi-Fi
Database & Business Intelligence
1 63 (40.91%) Hadoop
2 22 (14.29%) SQL Server
3 20 (12.99%) PostgreSQL
4 18 (11.69%) NoSQL
5 10 (6.49%) Apache Hive
6 8 (5.19%) Data Warehouse
6 8 (5.19%) Relational Database
7 7 (4.55%) MongoDB
8 4 (2.60%) Flink
8 4 (2.60%) Power BI
8 4 (2.60%) QlikView
9 3 (1.95%) Amazon Redshift
9 3 (1.95%) HBase
9 3 (1.95%) Looker
10 2 (1.30%) Oracle Database 12c
10 2 (1.30%) Oracle Exadata
10 2 (1.30%) SAP HANA
10 2 (1.30%) SQL Server Analysis Services
10 2 (1.30%) SQL Server Integration Services
10 2 (1.30%) Sqoop
Development Applications
1 17 (11.04%) Git (software)
2 16 (10.39%) JIRA
3 15 (9.74%) Eclipse
3 15 (9.74%) JUnit
3 15 (9.74%) Subversion
4 8 (5.19%) Grunt
4 8 (5.19%) gulp
4 8 (5.19%) webpack
5 7 (4.55%) NUnit
5 7 (4.55%) SpecFlow
6 1 (0.65%) Mocha
General
1 17 (11.04%) Retail
2 16 (10.39%) Marketing
3 9 (5.84%) Finance
4 6 (3.90%) Military
5 1 (0.65%) Advertising
5 1 (0.65%) Telecoms
Job Titles
1 85 (55.19%) Developer
2 39 (25.32%) Java Developer
3 19 (12.34%) Senior Developer
4 18 (11.69%) Graduate
5 17 (11.04%) Analyst
6 16 (10.39%) Senior Java Developer
7 14 (9.09%) Data Analyst
8 13 (8.44%) Architect
8 13 (8.44%) Graduate Developer
8 13 (8.44%) Junior
8 13 (8.44%) Junior Developer
8 13 (8.44%) Python Developer
8 13 (8.44%) SQL Developer
9 12 (7.79%) Data Scientist
10 11 (7.14%) SPSS Analyst
10 11 (7.14%) SPSS Data Analyst
10 11 (7.14%) SQL Analyst
10 11 (7.14%) SQL Data Analyst
11 10 (6.49%) Software Developer
12 8 (5.19%) Front End Developer (Client-Side Developer)
Libraries, Frameworks & Software Standards
1 41 (26.62%) J2EE
2 33 (21.43%) AngularJS
2 33 (21.43%) CSS
2 33 (21.43%) HTML
3 18 (11.69%) .NET
3 18 (11.69%) Spring
3 18 (11.69%) Web Services
4 15 (9.74%) SWT
4 15 (9.74%) XML
5 13 (8.44%) Django
5 13 (8.44%) jQuery
6 9 (5.84%) .NET Framework
7 8 (5.19%) ASP.NET
7 8 (5.19%) D3.js
7 8 (5.19%) Node.js
8 7 (4.55%) ASP.NET MVC
8 7 (4.55%) Express
8 7 (4.55%) NumPy
8 7 (4.55%) React
8 7 (4.55%) RESTful
Miscellaneous
1 36 (23.38%) Computer Science
2 24 (15.58%) Analytical Skills
3 22 (14.29%) Algorithms
4 18 (11.69%) Greenfield Project
5 9 (5.84%) Self-Motivation
6 8 (5.19%) User Experience
7 7 (4.55%) Management Information System
8 4 (2.60%) Enterprise Software
9 2 (1.30%) Cloud Native
9 2 (1.30%) Data Centre
9 2 (1.30%) Mobile App
9 2 (1.30%) Public Cloud
10 1 (0.65%) CESG
Operating Systems
1 30 (19.48%) Windows
2 21 (13.64%) Linux
3 18 (11.69%) Unix
4 15 (9.74%) Mac OS
5 2 (1.30%) CentOS
Processes & Methodologies
1 46 (29.87%) Data Analysis
2 43 (27.92%) Software Engineering
3 41 (26.62%) Analytics
4 38 (24.68%) Agile Software Development
4 38 (24.68%) Mathematics
5 33 (21.43%) Machine Learning
6 28 (18.18%) ETL
7 27 (17.53%) Visualisation
8 24 (15.58%) Data Visualisation
9 23 (14.94%) Data Analytics
10 22 (14.29%) Data Science
11 21 (13.64%) Front End Development
12 16 (10.39%) Continuous Integration
13 15 (9.74%) Business Intelligence
13 15 (9.74%) CRM
13 15 (9.74%) Physics
13 15 (9.74%) Statistics
14 14 (9.09%) TDD
15 13 (8.44%) Customer Segmentation
15 13 (8.44%) Web Design
Programming Languages
1 69 (44.81%) Java
2 55 (35.71%) SQL
3 53 (34.42%) Python
4 46 (29.87%) JavaScript
5 30 (19.48%) C++
6 15 (9.74%) R
7 13 (8.44%) C#
8 8 (5.19%) ES6
8 8 (5.19%) ES7
9 6 (3.90%) C
9 6 (3.90%) Scala
10 4 (2.60%) Clojure
10 4 (2.60%) PL/SQL
11 1 (0.65%) MATLAB
11 1 (0.65%) Perl
11 1 (0.65%) PHP
11 1 (0.65%) Ruby
11 1 (0.65%) T-SQL
11 1 (0.65%) TypeScript
11 1 (0.65%) VB
Qualifications
1 56 (36.36%) Degree
2 18 (11.69%) Security Cleared
3 17 (11.04%) Computer Science Degree
4 14 (9.09%) Numerate Degree
5 11 (7.14%) PhD
6 8 (5.19%) SC Cleared
7 1 (0.65%) CESG Certified Professional
7 1 (0.65%) Master's Degree
7 1 (0.65%) Postgraduate
7 1 (0.65%) TOGAF Certification
Quality Assurance & Compliance
1 1 (0.65%) GDPR
System Software
1 13 (8.44%) Docker
2 7 (4.55%) Apache Flume
2 7 (4.55%) HDFS
3 2 (1.30%) Virtual Desktop
Systems Management
1 8 (5.19%) Oozie
2 2 (1.30%) Ansible
2 2 (1.30%) Opscode Chef
2 2 (1.30%) Oracle Enterprise Manager
2 2 (1.30%) Puppet
Vendors
1 20 (12.99%) Oracle
2 9 (5.84%) SAP
3 8 (5.19%) Microsoft
4 4 (2.60%) Teradata
5 2 (1.30%) Google
5 2 (1.30%) Red Hat
5 2 (1.30%) SaltStack
5 2 (1.30%) Tableau
6 1 (0.65%) Salesforce.com