Period
to 20 June 2019

The following table provides summary statistics for permanent job vacancies advertised in Cheltenham 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 20 June 2019 with a comparison to the same period in the previous 2 years.

Big Data
Gloucestershire > Cheltenham
6 months to
20 Jun 2019
Same period 2018 Same period 2017
Rank 14 60 51
Rank change year-on-year +46 -9 -22
Permanent jobs citing Big Data 70 23 28
As % of all permanent IT jobs advertised in Cheltenham 13.26% 3.85% 6.07%
As % of the Database & Business Intelligence category 50.72% 12.57% 13.86%
Number of salaries quoted 57 21 28
Cheltenham median annual salary £50,000 £50,000 £55,000
Median salary % change year-on-year - -9.09% -
10th Percentile £37,500 £40,000 £39,625
90th Percentile £62,750 £66,250 £72,750
Gloucestershire median annual salary £52,500 £52,500 £50,000
% change year-on-year - +5.00% -7.41%

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 Cheltenham with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
Cheltenham
Permanent vacancies with a requirement for database or business intelligence skills 138 183 202
As % of all permanent IT jobs advertised in Cheltenham 26.14% 30.65% 43.82%
Number of salaries quoted 101 167 174
Cheltenham median annual salary £50,000 £50,000 £46,000
Median salary % change year-on-year - +8.70% +2.22%
10th Percentile £32,500 £32,500 £31,250
90th Percentile £65,000 £62,500 £63,750
Gloucestershire median annual salary £50,000 £45,000 £45,000
% change year-on-year +11.11% - +5.88%

Big Data
Job Vacancy Trend in Cheltenham

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

Job vacancy trend for Big Data in Cheltenham

Big Data
Salary Trend in Cheltenham

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

Salary trend for Big Data in Cheltenham

Big Data
Salary Histogram in Cheltenham

The salary distribution of IT jobs citing Big Data in Cheltenham over the 6 months to 20 June 2019.

Salary histogram for Big Data in Cheltenham

For the 6 months to 20 June 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 Cheltenham region with a requirement for Big Data.

1 42 (60.00%) Java
2 40 (57.14%) Security Cleared
3 36 (51.43%) DV Cleared
4 28 (40.00%) Python
4 28 (40.00%) Degree
5 25 (35.71%) Agile Software Development
5 25 (35.71%) Linux
6 24 (34.29%) Artificial Intelligence
6 24 (34.29%) Data Science
7 23 (32.86%) Software Engineering
7 23 (32.86%) Computer Science
8 22 (31.43%) SQL
9 21 (30.00%) Git (software)
10 20 (28.57%) Machine Learning
10 20 (28.57%) Apache Spark
11 17 (24.29%) Analytical Skills
11 17 (24.29%) Kafka
11 17 (24.29%) Red Hat Enterprise Linux
11 17 (24.29%) Problem-Solving
12 16 (22.86%) Docker
12 16 (22.86%) Unix
12 16 (22.86%) Shell Script
13 15 (21.43%) Oracle
13 15 (21.43%) Hadoop
14 14 (20.00%) PowerShell
14 14 (20.00%) High Availability
14 14 (20.00%) MongoDB
14 14 (20.00%) Cybersecurity
14 14 (20.00%) Enterprise Manager Cloud Control
14 14 (20.00%) SQL Server

Big Data
Co-occurring IT Skills in Cheltenham 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 20 (28.57%) Apache Spark
2 12 (17.14%) Apache
2 12 (17.14%) Elasticsearch
3 6 (8.57%) OpenStack
4 4 (5.71%) WebLogic
5 3 (4.29%) Confluence
5 3 (4.29%) JBoss
5 3 (4.29%) Oracle HTTP Server
5 3 (4.29%) Oracle SOA Suite
6 1 (1.43%) MS Exchange
Applications
1 2 (2.86%) Gephi
Business Applications
1 3 (4.29%) Oracle BPM
Cloud Services
1 13 (18.57%) Amazon AWS
2 9 (12.86%) Microsoft Azure
2 9 (12.86%) OpenShift
3 6 (8.57%) Google Cloud Platform
Communications & Networking
1 9 (12.86%) TCP/IP
2 5 (7.14%) Firewall
2 5 (7.14%) HTTP
2 5 (7.14%) HTTPS
3 2 (2.86%) DNS
3 2 (2.86%) Ethernet
3 2 (2.86%) MPLS
3 2 (2.86%) SSL
3 2 (2.86%) VPN
4 1 (1.43%) AMQP
Database & Business Intelligence
1 15 (21.43%) Hadoop
2 14 (20.00%) MongoDB
2 14 (20.00%) SQL Server
3 13 (18.57%) MySQL
4 11 (15.71%) Oracle Database
5 10 (14.29%) PostgreSQL
6 5 (7.14%) Apache Hive
6 5 (7.14%) Data Lake
6 5 (7.14%) Neo4j
7 4 (5.71%) Data Warehouse
8 3 (4.29%) Apache Cassandra
8 3 (4.29%) Azure SQL Database
9 2 (2.86%) Impala
Development Applications
1 21 (30.00%) Git (software)
2 12 (17.14%) Bitbucket
2 12 (17.14%) JIRA
3 9 (12.86%) git-flow
4 7 (10.00%) Jenkins
5 6 (8.57%) Atlassian Bamboo
5 6 (8.57%) Bitbucket Server
5 6 (8.57%) JUnit
6 5 (7.14%) Mercurial
7 3 (4.29%) CodeSonar
7 3 (4.29%) Robot Framework
7 3 (4.29%) Selenium
8 1 (1.43%) Subversion
General
1 5 (7.14%) Retail
2 2 (2.86%) Legal
3 1 (1.43%) Electronics
3 1 (1.43%) Finance
3 1 (1.43%) Manufacturing
3 1 (1.43%) Marketing
3 1 (1.43%) Telecoms
Job Titles
1 30 (42.86%) Developer
2 21 (30.00%) Java Developer
3 16 (22.86%) Software Engineer
4 14 (20.00%) Administrator
5 13 (18.57%) Data Engineer
6 12 (17.14%) Software Developer
7 11 (15.71%) DBA
7 11 (15.71%) Developer/Software Engineer
8 8 (11.43%) DV Cleared DBA
9 6 (8.57%) Consultant
9 6 (8.57%) Senior Developer
10 5 (7.14%) Java Engineer
10 5 (7.14%) Java Software Engineer
10 5 (7.14%) Senior Data Engineer
10 5 (7.14%) Senior Java Developer
11 4 (5.71%) Java Software Developer
11 4 (5.71%) Software Consultant
12 3 (4.29%) C# Software Developer
12 3 (4.29%) C++ Software Developer
12 3 (4.29%) C++ Software Engineer
Libraries, Frameworks & Software Standards
1 17 (24.29%) Kafka
2 11 (15.71%) .NET
2 11 (15.71%) JSON
2 11 (15.71%) Node.js
2 11 (15.71%) Spring
3 10 (14.29%) Java EE
4 8 (11.43%) ASP.NET
4 8 (11.43%) REST
4 8 (11.43%) Spring MVC
5 6 (8.57%) Natural Language Processing
5 6 (8.57%) RESTful
6 5 (7.14%) AngularJS
6 5 (7.14%) Apache Avro
6 5 (7.14%) GraphQL
6 5 (7.14%) HTML
6 5 (7.14%) Pandas
6 5 (7.14%) React
6 5 (7.14%) scikit-learn
6 5 (7.14%) SciPy
6 5 (7.14%) Vue.js
Miscellaneous
1 17 (24.29%) Analytical Skills
2 13 (18.57%) Cybercrime
3 11 (15.71%) Clustering
3 11 (15.71%) Replication
4 5 (7.14%) Algorithms
5 3 (4.29%) Cloud Native
5 3 (4.29%) PKI
5 3 (4.29%) Wiki
6 1 (1.43%) Cyber Defence
6 1 (1.43%) iPhone
6 1 (1.43%) User Experience
Operating Systems
1 25 (35.71%) Linux
2 17 (24.29%) Red Hat Enterprise Linux
3 16 (22.86%) Unix
4 9 (12.86%) Android
5 8 (11.43%) Apple iOS
5 8 (11.43%) Windows
6 4 (5.71%) CentOS
7 3 (4.29%) Mac OS X
8 1 (1.43%) Oracle Linux
8 1 (1.43%) Windows Phone
Processes & Methodologies
1 25 (35.71%) Agile Software Development
2 24 (34.29%) Artificial Intelligence
2 24 (34.29%) Data Science
3 23 (32.86%) Computer Science
3 23 (32.86%) Software Engineering
4 20 (28.57%) Machine Learning
5 17 (24.29%) Problem-Solving
6 14 (20.00%) Cybersecurity
6 14 (20.00%) Disaster Recovery
6 14 (20.00%) High Availability
7 12 (17.14%) Analytics
7 12 (17.14%) Scrum
8 11 (15.71%) Data Security
8 11 (15.71%) Reverse Engineering
8 11 (15.71%) Task Automation
9 10 (14.29%) Penetration Testing
10 9 (12.86%) Kanban
10 9 (12.86%) Open Source
11 8 (11.43%) DevOps
11 8 (11.43%) Visualisation
Programming Languages
1 42 (60.00%) Java
2 28 (40.00%) Python
3 22 (31.43%) SQL
4 16 (22.86%) Shell Script
5 14 (20.00%) PowerShell
6 12 (17.14%) C#
6 12 (17.14%) C++
7 10 (14.29%) JavaScript
8 8 (11.43%) C
8 8 (11.43%) R
9 5 (7.14%) Bash Shell
9 5 (7.14%) Clojure
9 5 (7.14%) Cypher
9 5 (7.14%) Objective-C
9 5 (7.14%) Scala
10 1 (1.43%) Apple Swift
10 1 (1.43%) Go
10 1 (1.43%) PHP
Qualifications
1 40 (57.14%) Security Cleared
2 36 (51.43%) DV Cleared
3 28 (40.00%) Degree
4 5 (7.14%) CCNA
4 5 (7.14%) Cisco Certification
4 5 (7.14%) CISSP
4 5 (7.14%) CompTIA Security+
4 5 (7.14%) GIAC
4 5 (7.14%) Linux+ Certification
4 5 (7.14%) MCSE
4 5 (7.14%) Microsoft Certification
4 5 (7.14%) Network+ Certification
4 5 (7.14%) SANS
4 5 (7.14%) SSCP
5 1 (1.43%) SC Cleared
Quality Assurance & Compliance
1 5 (7.14%) Data Quality
System Software
1 16 (22.86%) Docker
2 11 (15.71%) Oracle RAC
3 3 (4.29%) vSphere
4 2 (2.86%) Apache Flume
Systems Management
1 14 (20.00%) Enterprise Manager Cloud Control
2 6 (8.57%) Kubernetes
3 3 (4.29%) Ansible
3 3 (4.29%) Puppet
3 3 (4.29%) Salt
4 2 (2.86%) Kibana
4 2 (2.86%) Oozie
Vendors
1 15 (21.43%) Oracle
2 11 (15.71%) HP
3 10 (14.29%) Sybase
4 8 (11.43%) Red Hat
5 6 (8.57%) Google
6 4 (5.71%) Microsoft
7 2 (2.86%) Atlassian
7 2 (2.86%) BT
7 2 (2.86%) Splunk
8 1 (1.43%) SAP