Period
to 18 November 2018

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

Big Data
South West > Gloucestershire
6 months to
18 Nov 2018
Same period 2017 Same period 2016
Rank 38 85 35
Rank change year-on-year +47 -50 +53
Permanent jobs citing Big Data 103 54 181
As % of all permanent IT jobs advertised in Gloucestershire 6.62% 3.61% 7.97%
As % of the Database & Business Intelligence category 24.47% 10.53% 26.23%
Number of salaries quoted 87 54 138
Gloucestershire median annual salary £50,000 £45,000 £55,000
Median salary % change year-on-year +11.11% -18.18% -15.38%
10th Percentile £37,500 £21,250 £35,000
90th Percentile £67,750 £71,250 £71,250
South West median annual salary £57,500 £52,500 £55,000
% change year-on-year +9.52% -4.55% +10.00%

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 421 513 690
As % of all permanent IT jobs advertised in Gloucestershire 27.04% 34.27% 30.38%
Number of salaries quoted 347 438 571
Gloucestershire median annual salary £47,500 £44,500 £45,000
Median salary % change year-on-year +6.74% -1.11% +5.88%
10th Percentile £28,550 £25,250 £30,000
90th Percentile £65,000 £57,500 £65,000
South West median annual salary £43,000 £40,000 £40,000
% change year-on-year +7.50% - +3.81%

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 18 November 2018.

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 18 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
Cheltenham +38 54 £51,250 +10.81% 7
Gloucester +7 15 £55,000 +4.76% 5
Cirencester - 1 £60,000 -
Big Data
South West

For the 6 months to 18 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 Gloucestershire region with a requirement for Big Data.

1 72 (69.90%) Java
2 63 (61.17%) Software Engineering
3 60 (58.25%) Agile Software Development
4 59 (57.28%) Python
5 51 (49.51%) C++
6 49 (47.57%) Security Cleared
7 45 (43.69%) DV Cleared
8 43 (41.75%) Continuous Integration
8 43 (41.75%) C#
9 41 (39.81%) Test Automation
9 41 (39.81%) Cybersecurity
10 39 (37.86%) Machine Learning
11 37 (35.92%) C
12 35 (33.98%) Hadoop
13 34 (33.01%) Apache Hive
14 32 (31.07%) Linux
15 31 (30.10%) Windows
15 31 (30.10%) JavaScript
16 30 (29.13%) Artificial Intelligence
17 28 (27.18%) Reverse Engineering
18 27 (26.21%) Amazon AWS
19 26 (25.24%) Android
19 26 (25.24%) Microsoft Azure
19 26 (25.24%) Objective-C
19 26 (25.24%) Systems Engineering
20 25 (24.27%) Selenium
21 24 (23.30%) Atlassian Bamboo
21 24 (23.30%) RESTful
21 24 (23.30%) User Stories
22 23 (22.33%) Microsoft

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 19 (18.45%) Apache Pig
2 15 (14.56%) Elasticsearch
3 11 (10.68%) Apache
3 11 (10.68%) WebLogic
4 9 (8.74%) Apache Spark
5 2 (1.94%) Confluence
5 2 (1.94%) MS Exchange
6 1 (0.97%) SAS
Applications
1 1 (0.97%) Chatbot
Cloud Services
1 27 (26.21%) Amazon AWS
2 26 (25.24%) Microsoft Azure
3 1 (0.97%) Amazon EC2
3 1 (0.97%) Amazon EMR
3 1 (0.97%) Amazon SageMaker
3 1 (0.97%) SaaS
Communications & Networking
1 22 (21.36%) HTTP
1 22 (21.36%) SSL
2 16 (15.53%) TCP/IP
3 13 (12.62%) Firewall
4 9 (8.74%) HTTPS
5 2 (1.94%) AMQP
6 1 (0.97%) Internet
Database & Business Intelligence
1 35 (33.98%) Hadoop
2 34 (33.01%) Apache Hive
3 18 (17.48%) MongoDB
4 15 (14.56%) Amazon DynamoDB
4 15 (14.56%) MySQL
4 15 (14.56%) NoSQL
4 15 (14.56%) SQL Server
5 14 (13.59%) Apache Cassandra
6 5 (4.85%) Data Warehouse
7 3 (2.91%) Amazon Redshift
7 3 (2.91%) Data Mining
7 3 (2.91%) Presto
7 3 (2.91%) Text Mining
8 1 (0.97%) Blockchain
8 1 (0.97%) BusinessObjects Business Intelligence
8 1 (0.97%) Data Lake
8 1 (0.97%) SAS EBI
Development Applications
1 25 (24.27%) Selenium
2 24 (23.30%) Atlassian Bamboo
3 19 (18.45%) Git (software)
4 17 (16.50%) Bitbucket
4 17 (16.50%) JIRA
5 15 (14.56%) CodeSonar
5 15 (14.56%) git-flow
5 15 (14.56%) Robot Framework
6 10 (9.71%) EasyMock
6 10 (9.71%) Maven
7 9 (8.74%) Jenkins
8 7 (6.80%) SoapUI
9 3 (2.91%) Cucumber
9 3 (2.91%) Subversion
10 2 (1.94%) JUnit
General
1 23 (22.33%) Retail
2 9 (8.74%) Electronics
2 9 (8.74%) Games
2 9 (8.74%) Military
3 2 (1.94%) Finance
4 1 (0.97%) Legal
4 1 (0.97%) Manufacturing
4 1 (0.97%) Marketing
4 1 (0.97%) Telecoms
Job Titles
1 50 (48.54%) Software Engineer
2 26 (25.24%) Developer
3 22 (21.36%) Java Engineer
3 22 (21.36%) Java Software Engineer
4 16 (15.53%) Software Developer
5 14 (13.59%) Developer/Software Engineer
5 14 (13.59%) Java Developer
6 13 (12.62%) Data Scientist
7 11 (10.68%) C# Software Engineer
7 11 (10.68%) C++ Software Engineer
8 10 (9.71%) Systems Engineer
9 9 (8.74%) Lead Developer
9 9 (8.74%) Lead Java Developer
9 9 (8.74%) Requirements Engineer
9 9 (8.74%) Senior Developer
10 8 (7.77%) Graduate
10 8 (7.77%) Graduate Software Engineer
11 7 (6.80%) QA Automation Engineer
11 7 (6.80%) QA Engineer
11 7 (6.80%) QA Leader
Libraries, Frameworks & Software Standards
1 24 (23.30%) RESTful
2 23 (22.33%) Spring
3 22 (21.36%) Java EE
3 22 (21.36%) SOAP
4 21 (20.39%) Hibernate
5 18 (17.48%) Node.js
6 15 (14.56%) .NET
6 15 (14.56%) .NET Framework
6 15 (14.56%) ASP.NET
6 15 (14.56%) Django
6 15 (14.56%) LAMP
6 15 (14.56%) RabbitMQ
6 15 (14.56%) REST
6 15 (14.56%) Spring MVC
6 15 (14.56%) STL
7 14 (13.59%) XML
8 13 (12.62%) EJB
9 12 (11.65%) Kafka
10 11 (10.68%) HTML
10 11 (10.68%) J2EE
Miscellaneous
1 18 (17.48%) Analytical Skills
2 11 (10.68%) iPhone
3 10 (9.71%) Computer Science
4 9 (8.74%) Algorithms
5 7 (6.80%) Cybercrime
6 4 (3.88%) Cyber Defence
6 4 (3.88%) Data Protection Act
7 3 (2.91%) Data Structures
7 3 (2.91%) Management Information System
7 3 (2.91%) Social Media
8 2 (1.94%) Enterprise Storage
8 2 (1.94%) Wiki
9 1 (0.97%) Greenfield Project
Operating Systems
1 32 (31.07%) Linux
2 31 (30.10%) Windows
3 26 (25.24%) Android
4 15 (14.56%) Apple iOS
4 15 (14.56%) Mac OS X
5 11 (10.68%) Windows Phone
6 7 (6.80%) CentOS
6 7 (6.80%) Red Hat Enterprise Linux
7 5 (4.85%) Fedora
7 5 (4.85%) Ubuntu
Processes & Methodologies
1 63 (61.17%) Software Engineering
2 60 (58.25%) Agile Software Development
3 43 (41.75%) Continuous Integration
4 41 (39.81%) Cybersecurity
4 41 (39.81%) Test Automation
5 39 (37.86%) Machine Learning
6 30 (29.13%) Artificial Intelligence
7 28 (27.18%) Reverse Engineering
8 26 (25.24%) Systems Engineering
9 24 (23.30%) User Stories
10 22 (21.36%) DevOps
10 22 (21.36%) E-Commerce
10 22 (21.36%) Microservices
11 21 (20.39%) Data Science
12 20 (19.42%) Mentoring
13 19 (18.45%) Visualisation
14 17 (16.50%) Scrum
15 16 (15.53%) Analytics
16 15 (14.56%) Kanban
16 15 (14.56%) Multithreading
Programming Languages
1 72 (69.90%) Java
2 59 (57.28%) Python
3 51 (49.51%) C++
4 43 (41.75%) C#
5 37 (35.92%) C
6 31 (30.10%) JavaScript
7 26 (25.24%) Objective-C
8 22 (21.36%) PowerShell
9 18 (17.48%) Bash Shell
10 14 (13.59%) SQL
11 13 (12.62%) PHP
12 3 (2.91%) R
13 1 (0.97%) Scala
Qualifications
1 49 (47.57%) Security Cleared
2 45 (43.69%) DV Cleared
3 22 (21.36%) Degree
4 15 (14.56%) CCNA
4 15 (14.56%) Cisco Certification
4 15 (14.56%) CISSP
4 15 (14.56%) CompTIA Security+
4 15 (14.56%) GIAC
4 15 (14.56%) Linux+ Certification
4 15 (14.56%) MCSE
4 15 (14.56%) Microsoft Certification
4 15 (14.56%) Network+ Certification
4 15 (14.56%) SANS
4 15 (14.56%) SSCP
5 13 (12.62%) SC Cleared
6 8 (7.77%) Numerate Degree
7 1 (0.97%) PhD
Quality Assurance & Compliance
1 7 (6.80%) QA
2 4 (3.88%) GDPR
System Software
1 20 (19.42%) Docker
2 15 (14.56%) vSphere
3 5 (4.85%) VirtualBox
3 5 (4.85%) VMware ESXi
3 5 (4.85%) VMware Infrastructure
3 5 (4.85%) Xen
4 2 (1.94%) NFS
4 2 (1.94%) Samba
Systems Management
1 20 (19.42%) Puppet
2 15 (14.56%) Salt
3 5 (4.85%) Ansible
3 5 (4.85%) Docker Swarm
3 5 (4.85%) Kubernetes
3 5 (4.85%) Nagios
3 5 (4.85%) OpenNMS
3 5 (4.85%) vCenter Server
3 5 (4.85%) ZABBIX
Vendors
1 23 (22.33%) Microsoft
2 10 (9.71%) Atlassian
3 9 (8.74%) Cisco
4 7 (6.80%) Red Hat
5 5 (4.85%) Cloudera
5 5 (4.85%) Hortonworks
5 5 (4.85%) SolarWinds
5 5 (4.85%) VMware
6 2 (1.94%) Dell
6 2 (1.94%) EMC
6 2 (1.94%) NetApp
6 2 (1.94%) SAP
7 1 (0.97%) Alteryx
7 1 (0.97%) IBM
7 1 (0.97%) Tableau