Period
to 22 November 2017

The following table provides summary statistics for permanent job vacancies advertised in Gloucestershire 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 22 November 2017 with a comparison to the same period in the previous 2 years.

Big Data
South West > Gloucestershire
6 months to
22 Nov 2017
Same period 2016 Same period 2015
Rank 82 35 84
Rank change year-on-year -47 +49 +46
Permanent jobs citing Big Data 55 178 63
As % of all permanent IT jobs advertised in Gloucestershire 3.70% 7.86% 3.09%
As % of the Database & Business Intelligence category 10.81% 25.80% 9.78%
Number of salaries quoted 53 136 43
Gloucestershire median annual salary £45,000 £55,000 £65,000
Median salary % change year-on-year -18.18% -15.38% +8.33%
10th Percentile £21,250 £35,000 £33,750
90th Percentile £71,250 £71,250 £82,500
South West median annual salary £52,500 £55,000 £50,000
% change year-on-year -4.55% +10.00% +5.26%

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 Gloucestershire with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
Gloucestershire
Permanent vacancies with a requirement for database or business intelligence skills 509 690 644
As % of all permanent IT jobs advertised in Gloucestershire 34.25% 30.46% 31.63%
Number of salaries quoted 432 573 512
Gloucestershire median annual salary £44,500 £45,000 £42,500
Median salary % change year-on-year -1.11% +5.88% +13.33%
10th Percentile £25,250 £30,000 £27,500
90th Percentile £57,500 £64,750 £65,000
South West median annual salary £40,000 £40,500 £38,648
% change year-on-year -1.23% +4.79% +3.06%

Big Data
Job Vacancy Trend in Gloucestershire

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

Job vacancy trend for Big Data in Gloucestershire

Big Data
Salary Trend in Gloucestershire

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

Salary trend for Big Data in Gloucestershire

Big Data
Salary Histogram in Gloucestershire

The salary distribution of IT jobs citing Big Data in Gloucestershire over the 6 months to 22 November 2017.

Salary histogram for Big Data in Gloucestershire

Big Data
Job Locations in Gloucestershire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Big Data within the Gloucestershire region over the 6 months to 22 November 2017. 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
Cheltenham -29 23 £47,500 -13.64% 3
Gloucester +21 13 £52,500 -17.65% 2
Tewkesbury - 2 £39,750 -
Big Data
South West

For the 6 months to 22 November 2017, IT jobs citing Big Data also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the Gloucestershire region with a requirement for Big Data.

1 36 (65.45%) Java
2 33 (60.00%) Security Cleared
3 32 (58.18%) Hadoop
4 31 (56.36%) Software Engineering
5 30 (54.55%) Agile Software Development
6 29 (52.73%) Python
7 26 (47.27%) DV Cleared
8 22 (40.00%) C++
9 19 (34.55%) JavaScript
10 16 (29.09%) HTML
11 15 (27.27%) C
11 15 (27.27%) Oracle
12 14 (25.45%) SQL
12 14 (25.45%) Linux
12 14 (25.45%) Node.js
13 13 (23.64%) MongoDB
13 13 (23.64%) CSS
13 13 (23.64%) Spring
14 12 (21.82%) Java EE
14 12 (21.82%) C#
14 12 (21.82%) Apache Hive
14 12 (21.82%) Cybersecurity
15 11 (20.00%) Hibernate
16 10 (18.18%) Apache Spark
16 10 (18.18%) HTML5
17 9 (16.36%) jQuery
17 9 (16.36%) Elasticsearch
17 9 (16.36%) Scrum
17 9 (16.36%) MySQL
18 8 (14.55%) AngularJS

Big Data
Co-occurring IT Skills in Gloucestershire 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 10 (18.18%) Apache Spark
2 9 (16.36%) Elasticsearch
3 7 (12.73%) Apache
4 5 (9.09%) Apache Pig
5 2 (3.64%) Confluence
6 1 (1.82%) JBoss
6 1 (1.82%) Tomcat
6 1 (1.82%) WebLogic
6 1 (1.82%) WebSphere
Applications
1 1 (1.82%) GNU Octave
Business Applications
1 1 (1.82%) Oracle BPM
Cloud Services
1 6 (10.91%) Amazon AWS
2 1 (1.82%) Cloud Computing
2 1 (1.82%) SaaS
2 1 (1.82%) Serverless
Communications & Networking
1 6 (10.91%) Firewall
1 6 (10.91%) TCP/IP
2 5 (9.09%) SSL
3 4 (7.27%) HTTP
4 2 (3.64%) Ethernet
4 2 (3.64%) LAN
4 2 (3.64%) WAN
4 2 (3.64%) Wireless
4 2 (3.64%) ZigBee
5 1 (1.82%) Internet
5 1 (1.82%) VPN
Database & Business Intelligence
1 32 (58.18%) Hadoop
2 13 (23.64%) MongoDB
3 12 (21.82%) Apache Hive
4 9 (16.36%) MySQL
5 5 (9.09%) NoSQL
5 5 (9.09%) SQL Server
6 4 (7.27%) Apache Cassandra
7 3 (5.45%) Data Mining
8 2 (3.64%) EDRMS
9 1 (1.82%) Data Warehouse
9 1 (1.82%) IBM InfoSphere
9 1 (1.82%) Oracle Database
9 1 (1.82%) SQL Server 2014
Development Applications
1 7 (12.73%) JIRA
2 6 (10.91%) Selenium
3 5 (9.09%) Git (software)
4 4 (7.27%) Atlassian Bamboo
4 4 (7.27%) Bitbucket
4 4 (7.27%) CodeSonar
4 4 (7.27%) git-flow
4 4 (7.27%) Robot Framework
5 3 (5.45%) EasyMock
6 2 (3.64%) Jenkins
6 2 (3.64%) Mercurial
6 2 (3.64%) Subversion
7 1 (1.82%) Hudson
7 1 (1.82%) JMeter
7 1 (1.82%) JUnit
7 1 (1.82%) LoadRunner
7 1 (1.82%) SoapUI
7 1 (1.82%) Team Foundation Server
General
1 6 (10.91%) Local Government
2 3 (5.45%) Games
3 2 (3.64%) Electronics
3 2 (3.64%) Finance
3 2 (3.64%) Telecoms
4 1 (1.82%) Aerospace
4 1 (1.82%) Law
4 1 (1.82%) Military
Job Titles
1 28 (50.91%) Software Engineer
2 23 (41.82%) Developer
3 16 (29.09%) Java Developer
4 12 (21.82%) Software Developer
5 11 (20.00%) Developer/Software Engineer
6 8 (14.55%) Java Software Developer
7 7 (12.73%) Architect
7 7 (12.73%) Java Engineer
7 7 (12.73%) Java Software Engineer
8 6 (10.91%) Enterprise Architect
8 6 (10.91%) Graduate
8 6 (10.91%) Principal Architect
8 6 (10.91%) Principal Enterprise Architect
8 6 (10.91%) Senior Architect
8 6 (10.91%) Senior Enterprise Architect
9 5 (9.09%) DV Cleared Software Engineer
10 4 (7.27%) Graduate Developer
10 4 (7.27%) Graduate Java Developer
11 3 (5.45%) C++ Software Engineer
11 3 (5.45%) Junior Developer
Libraries, Frameworks & Software Standards
1 16 (29.09%) HTML
2 14 (25.45%) Node.js
3 13 (23.64%) CSS
3 13 (23.64%) Spring
4 12 (21.82%) Java EE
5 11 (20.00%) Hibernate
6 10 (18.18%) HTML5
7 9 (16.36%) jQuery
8 8 (14.55%) AngularJS
9 7 (12.73%) CSS3
9 7 (12.73%) React
9 7 (12.73%) REST
10 6 (10.91%) Kafka
10 6 (10.91%) LAMP
10 6 (10.91%) STL
11 5 (9.09%) .NET
11 5 (9.09%) ASP.NET
11 5 (9.09%) JSON
11 5 (9.09%) SOAP
11 5 (9.09%) Twitter Bootstrap
Miscellaneous
1 5 (9.09%) Computer Science
2 4 (7.27%) Cybercrime
3 2 (3.64%) PKI
3 2 (3.64%) Virtual Team
4 1 (1.82%) Analytical Skills
4 1 (1.82%) Cyberthreat
4 1 (1.82%) Internet of Things
4 1 (1.82%) Mobile App
4 1 (1.82%) User Experience
Operating Systems
1 14 (25.45%) Linux
2 6 (10.91%) Android
2 6 (10.91%) Windows
3 5 (9.09%) Apple iOS
4 4 (7.27%) Mac OS X
5 2 (3.64%) Unix
6 1 (1.82%) AIX
Processes & Methodologies
1 31 (56.36%) Software Engineering
2 30 (54.55%) Agile Software Development
3 12 (21.82%) Cybersecurity
4 9 (16.36%) Scrum
5 7 (12.73%) Analytics
5 7 (12.73%) DevOps
5 7 (12.73%) Stakeholder Engagement
6 6 (10.91%) ArchiMate
6 6 (10.91%) BPMN
6 6 (10.91%) Disruptive Innovation
6 6 (10.91%) IT Strategy
6 6 (10.91%) ITIL
6 6 (10.91%) MODAF
6 6 (10.91%) SFIA
6 6 (10.91%) Target Operating Model
6 6 (10.91%) TOGAF
6 6 (10.91%) Zachman Framework
7 5 (9.09%) Ethical Hacking
7 5 (9.09%) OO
7 5 (9.09%) Reverse Engineering
Programming Languages
1 36 (65.45%) Java
2 29 (52.73%) Python
3 22 (40.00%) C++
4 19 (34.55%) JavaScript
5 15 (27.27%) C
6 14 (25.45%) SQL
7 12 (21.82%) C#
8 7 (12.73%) Bash Shell
9 5 (9.09%) Objective-C
9 5 (9.09%) PHP
10 4 (7.27%) Perl
11 3 (5.45%) PowerShell
12 2 (3.64%) Korn
12 2 (3.64%) Ruby
13 1 (1.82%) Fortran
13 1 (1.82%) MATLAB
13 1 (1.82%) PL/SQL
13 1 (1.82%) Shell Script
Qualifications
1 33 (60.00%) Security Cleared
2 26 (47.27%) DV Cleared
3 6 (10.91%) Degree
4 5 (9.09%) CISSP
5 4 (7.27%) CCNA
5 4 (7.27%) Cisco Certification
5 4 (7.27%) GIAC
5 4 (7.27%) Linux+ Certification
5 4 (7.27%) MCSE
5 4 (7.27%) Microsoft Certification
5 4 (7.27%) Network+ Certification
5 4 (7.27%) SANS
5 4 (7.27%) SSCP
6 3 (5.45%) CompTIA Security+
6 3 (5.45%) Security+ Certification
7 2 (3.64%) SC Cleared
8 1 (1.82%) CEH
8 1 (1.82%) Computer Science Degree
8 1 (1.82%) Master's Degree
8 1 (1.82%) PhD
Quality Assurance & Compliance
1 6 (10.91%) COBIT
System Software
1 6 (10.91%) Docker
2 4 (7.27%) vSphere
Systems Management
1 5 (9.09%) Puppet
2 4 (7.27%) Salt
3 1 (1.82%) Opscode Chef
Vendors
1 15 (27.27%) Oracle
2 5 (9.09%) Microsoft
3 4 (7.27%) Google
4 2 (3.64%) Twitter
4 2 (3.64%) Zend
5 1 (1.82%) Atlassian
5 1 (1.82%) IBM
5 1 (1.82%) Red Hat