Period
to 18 January 2019

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 January 2019 with a comparison to the same period in the previous 2 years.

Big Data
South West > Gloucestershire
6 months to
18 Jan 2019
Same period 2018 Same period 2017
Rank 35 86 39
Rank change year-on-year +51 -47 +33
Permanent jobs citing Big Data 94 54 173
As % of all permanent IT jobs advertised in Gloucestershire 6.50% 3.79% 7.69%
As % of the Database & Business Intelligence category 24.80% 10.98% 25.40%
Number of salaries quoted 70 50 124
Gloucestershire median annual salary £50,000 £45,000 £55,000
Median salary % change year-on-year +11.11% -18.18% -12.00%
10th Percentile £37,500 £20,875 £35,000
90th Percentile £66,250 £70,125 £67,500
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 379 492 681
As % of all permanent IT jobs advertised in Gloucestershire 26.21% 34.53% 30.27%
Number of salaries quoted 287 423 567
Gloucestershire median annual salary £47,500 £45,000 £45,000
Median salary % change year-on-year +5.56% - +12.50%
10th Percentile £29,600 £25,250 £31,250
90th Percentile £65,000 £60,000 £63,000
South West median annual salary £45,000 £41,000 £42,500
% change year-on-year +9.76% -3.53% +8.97%

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 January 2019.

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 January 2019. 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 +34 54 £50,000 +25.00% 12
Gloucester -5 13 £55,000 +7.32% 7
Cirencester +16 1 £60,000 +25.98%
Big Data
South West

For the 6 months to 18 January 2019, 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 65 (69.15%) Java
2 57 (60.64%) Software Engineering
3 52 (55.32%) Python
4 49 (52.13%) Agile Software Development
4 49 (52.13%) Security Cleared
5 42 (44.68%) C++
6 40 (42.55%) DV Cleared
7 38 (40.43%) Cybersecurity
8 35 (37.23%) Hadoop
8 35 (37.23%) C#
9 32 (34.04%) C
10 31 (32.98%) Linux
10 31 (32.98%) Test Automation
10 31 (32.98%) Machine Learning
11 30 (31.91%) Apache Hive
12 26 (27.66%) Windows
12 26 (27.66%) JavaScript
12 26 (27.66%) Degree
12 26 (27.66%) Continuous Integration
13 25 (26.60%) Visualisation
14 24 (25.53%) Microsoft
14 24 (25.53%) Artificial Intelligence
15 21 (22.34%) Spring
15 21 (22.34%) Atlassian Bamboo
15 21 (22.34%) DevOps
16 20 (21.28%) Android
16 20 (21.28%) Reverse Engineering
16 20 (21.28%) Java EE
16 20 (21.28%) Objective-C
16 20 (21.28%) Data Science

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 17 (18.09%) Apache Pig
2 16 (17.02%) Elasticsearch
3 12 (12.77%) Apache Spark
4 11 (11.70%) Apache
5 8 (8.51%) WebLogic
6 5 (5.32%) MS Exchange
7 4 (4.26%) Confluence
8 1 (1.06%) JBoss
8 1 (1.06%) WebSphere
Cloud Services
1 15 (15.96%) Amazon AWS
2 11 (11.70%) Microsoft Azure
3 1 (1.06%) Amazon EC2
3 1 (1.06%) Amazon EMR
Communications & Networking
1 16 (17.02%) TCP/IP
2 15 (15.96%) HTTP
2 15 (15.96%) SSL
3 10 (10.64%) Firewall
4 5 (5.32%) AMQP
4 5 (5.32%) HTTPS
5 1 (1.06%) Internet
Database & Business Intelligence
1 35 (37.23%) Hadoop
2 30 (31.91%) Apache Hive
3 15 (15.96%) MySQL
4 14 (14.89%) SQL Server
5 12 (12.77%) MongoDB
6 11 (11.70%) Apache Cassandra
7 7 (7.45%) Amazon DynamoDB
7 7 (7.45%) Data Mining
7 7 (7.45%) NoSQL
7 7 (7.45%) Text Mining
8 3 (3.19%) Data Lake
8 3 (3.19%) Neo4j
9 2 (2.13%) Data Warehouse
10 1 (1.06%) OrientDB
Development Applications
1 21 (22.34%) Atlassian Bamboo
2 18 (19.15%) Git (software)
2 18 (19.15%) Selenium
3 17 (18.09%) Bitbucket
3 17 (18.09%) JIRA
4 13 (13.83%) CodeSonar
4 13 (13.83%) git-flow
4 13 (13.83%) Robot Framework
5 8 (8.51%) Jenkins
6 7 (7.45%) EasyMock
6 7 (7.45%) JUnit
7 4 (4.26%) Maven
7 4 (4.26%) SoapUI
8 3 (3.19%) Mercurial
9 1 (1.06%) Cucumber
General
1 15 (15.96%) Retail
2 7 (7.45%) Electronics
3 6 (6.38%) Military
4 5 (5.32%) Games
5 2 (2.13%) Finance
5 2 (2.13%) Marketing
6 1 (1.06%) Legal
6 1 (1.06%) Manufacturing
6 1 (1.06%) Telecoms
Job Titles
1 47 (50.00%) Software Engineer
2 28 (29.79%) Developer
3 20 (21.28%) Developer/Software Engineer
3 20 (21.28%) Software Developer
4 19 (20.21%) Java Engineer
4 19 (20.21%) Java Software Engineer
5 12 (12.77%) Data Scientist
5 12 (12.77%) Java Developer
6 9 (9.57%) Data Engineer
7 8 (8.51%) C# Software Engineer
7 8 (8.51%) C++ Software Engineer
8 7 (7.45%) Java Software Developer
8 7 (7.45%) Senior Developer
9 6 (6.38%) Graduate
9 6 (6.38%) Graduate Software Engineer
9 6 (6.38%) Systems Engineer
10 5 (5.32%) Consultant
10 5 (5.32%) Lead Developer
10 5 (5.32%) Requirements Engineer
10 5 (5.32%) Technical Consultant
Libraries, Frameworks & Software Standards
1 21 (22.34%) Spring
2 20 (21.28%) Java EE
3 19 (20.21%) RESTful
4 17 (18.09%) SOAP
5 16 (17.02%) Node.js
6 14 (14.89%) Hibernate
6 14 (14.89%) Kafka
7 13 (13.83%) .NET
7 13 (13.83%) .NET Framework
7 13 (13.83%) ASP.NET
7 13 (13.83%) Django
7 13 (13.83%) LAMP
7 13 (13.83%) RabbitMQ
7 13 (13.83%) REST
7 13 (13.83%) Spring MVC
7 13 (13.83%) STL
8 11 (11.70%) EJB
8 11 (11.70%) HTML
9 7 (7.45%) J2EE
9 7 (7.45%) XML
Miscellaneous
1 16 (17.02%) Analytical Skills
2 11 (11.70%) Algorithms
2 11 (11.70%) Cybercrime
3 7 (7.45%) Cyber Defence
3 7 (7.45%) Data Structures
3 7 (7.45%) iPhone
3 7 (7.45%) Management Information System
3 7 (7.45%) Social Media
4 4 (4.26%) Wiki
5 2 (2.13%) Data Protection Act
5 2 (2.13%) Enterprise Storage
6 1 (1.06%) Greenfield Project
Operating Systems
1 31 (32.98%) Linux
2 26 (27.66%) Windows
3 20 (21.28%) Android
4 13 (13.83%) Apple iOS
4 13 (13.83%) Mac OS X
5 10 (10.64%) CentOS
5 10 (10.64%) Red Hat Enterprise Linux
6 7 (7.45%) Windows Phone
7 6 (6.38%) Fedora
7 6 (6.38%) Ubuntu
8 4 (4.26%) Unix
Processes & Methodologies
1 57 (60.64%) Software Engineering
2 49 (52.13%) Agile Software Development
3 38 (40.43%) Cybersecurity
4 31 (32.98%) Machine Learning
4 31 (32.98%) Test Automation
5 26 (27.66%) Continuous Integration
6 25 (26.60%) Visualisation
7 24 (25.53%) Artificial Intelligence
8 21 (22.34%) DevOps
9 20 (21.28%) Data Science
9 20 (21.28%) Reverse Engineering
10 19 (20.21%) Analytics
11 17 (18.09%) Mentoring
11 17 (18.09%) Scrum
11 17 (18.09%) SDLC
11 17 (18.09%) Systems Engineering
11 17 (18.09%) User Stories
12 14 (14.89%) Data Analytics
12 14 (14.89%) Mathematics
13 13 (13.83%) Computer Science
Programming Languages
1 65 (69.15%) Java
2 52 (55.32%) Python
3 42 (44.68%) C++
4 35 (37.23%) C#
5 32 (34.04%) C
6 26 (27.66%) JavaScript
7 20 (21.28%) Objective-C
8 18 (19.15%) PowerShell
9 16 (17.02%) Bash Shell
10 12 (12.77%) SQL
11 10 (10.64%) PHP
12 5 (5.32%) Scala
13 3 (3.19%) Clojure
13 3 (3.19%) Cypher
13 3 (3.19%) Shell Script
14 2 (2.13%) R
15 1 (1.06%) MATLAB
Qualifications
1 49 (52.13%) Security Cleared
2 40 (42.55%) DV Cleared
3 26 (27.66%) Degree
4 17 (18.09%) SC Cleared
5 12 (12.77%) CCNA
5 12 (12.77%) Cisco Certification
5 12 (12.77%) CISSP
5 12 (12.77%) CompTIA Security+
5 12 (12.77%) GIAC
5 12 (12.77%) Linux+ Certification
5 12 (12.77%) MCSE
5 12 (12.77%) Microsoft Certification
5 12 (12.77%) Network+ Certification
5 12 (12.77%) SANS
5 12 (12.77%) SSCP
6 6 (6.38%) Numerate Degree
7 1 (1.06%) PhD
Quality Assurance & Compliance
1 4 (4.26%) QA
2 3 (3.19%) Data Quality
3 2 (2.13%) GDPR
System Software
1 19 (20.21%) Docker
2 13 (13.83%) vSphere
3 6 (6.38%) VirtualBox
3 6 (6.38%) VMware ESXi
3 6 (6.38%) VMware Infrastructure
3 6 (6.38%) Xen
4 2 (2.13%) NFS
4 2 (2.13%) Samba
Systems Management
1 19 (20.21%) Puppet
2 13 (13.83%) Salt
3 6 (6.38%) Ansible
3 6 (6.38%) Docker Swarm
3 6 (6.38%) Kubernetes
3 6 (6.38%) Nagios
3 6 (6.38%) OpenNMS
3 6 (6.38%) vCenter Server
3 6 (6.38%) ZABBIX
Vendors
1 24 (25.53%) Microsoft
2 10 (10.64%) Red Hat
3 6 (6.38%) Atlassian
3 6 (6.38%) Cloudera
3 6 (6.38%) Hortonworks
3 6 (6.38%) SolarWinds
3 6 (6.38%) VMware
4 5 (5.32%) Cisco
5 3 (3.19%) Oracle
6 2 (2.13%) Dell
6 2 (2.13%) EMC
6 2 (2.13%) NetApp
7 1 (1.06%) BT
7 1 (1.06%) SAP
7 1 (1.06%) Tableau