The table below looks at the statistics for Big Data skills in IT jobs advertised for the Yorkshire region. Included is a guide to the salaries offered in IT jobs that have cited Big Data over the 3 months to 1 July 2016 with a comparison to the same period over the previous 2 years.

3 months to
1 Jul 2016
Same period 2015 Same period 2014
Big Data
Rank 157 220 228
Rank change year-on-year
+63 +8
Permanent jobs citing Big Data 92 38 42
As % of all permanent IT jobs located in Yorkshire 1.64% 0.56% 0.59%
As % of the Database & Business Intelligence category 5.40% 1.61% 1.80%
Number of salaries quoted 63 32 40
Median salary £55,000 £45,000 £50,000
Median salary % change year-on-year
+22.22% -10.00%
90% offered a salary of more than £45,500 £36,550 £32,500
10% offered a salary of more than £72,500 £67,500 £65,000
UK excluding London median salary £55,000 £50,000 £50,000
% change year-on-year
+10.00% -
Big Data
England

The following table is for comparison with the above and provides statistics for the entire Database & Business Intelligence category in permanent jobs advertised in the Yorkshire region.

Database & Business Intelligence Category
Yorkshire
Permanent IT job ads with a match in the
Database & Business Intelligence category
1703 2361 2329
As % of all permanent IT jobs located in Yorkshire 30.42% 34.69% 32.51%
Number of salaries quoted 1402 2039 1943
Median salary £40,000 £40,000 £38,000
Median salary % change year-on-year
- +5.26%
90% offered a salary of more than £30,000 £30,000 £27,500
10% offered a salary of more than £55,000 £50,000 £57,500
UK excluding London median salary £42,500 £41,500 £40,000
% change year-on-year
+2.40% +3.75%

Big Data
Jobs Demand Trend in Yorkshire

The demand trend of job ads across the Yorkshire region citing Big Data as a proportion of all IT jobs with a match in the Database & Business Intelligence category.

Big Data Jobs Demand Trend in Yorkshire

Big Data
Salary Trend in Yorkshire

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

Big Data Salary Trend in Yorkshire

Big Data
Salary Histogram in Yorkshire

This chart provides a salary histogram for IT jobs citing Big Data across the Yorkshire region over the 3 months to 1 July 2016.

Big Data Salary Histogram in Yorkshire

Big Data
Job Locations in Yorkshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Big Data within the Yorkshire region over the 3 months to 1 July 2016. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 3 month period last year.

Location
(Click see detailed
statistics and trends)
Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Last 3 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
West Yorkshire +68 79 £55,000 +22.22% 4
North Yorkshire - 5 £62,500 - 2
South Yorkshire +18 1 - -
Big Data
England

Big Data
Top 30 Related IT Skills in Yorkshire

For the 6 months to 1 July 2016, 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 Yorkshire region with a requirement for Big Data.

1 89 (38.36%) Agile Software Development
2 88 (37.93%) Java
3 83 (35.78%) Hadoop
4 69 (29.74%) SQL
5 62 (26.72%) Data Warehouse
6 60 (25.86%) SQL Server
7 59 (25.43%) .NET
7 59 (25.43%) ETL
8 57 (24.57%) Business Intelligence
9 47 (20.26%) Analytics
10 46 (19.83%) NoSQL
11 45 (19.40%) MS Excel
12 44 (18.97%) Web Services
13 43 (18.53%) XML
14 42 (18.10%) Oracle
15 40 (17.24%) High Availability
16 39 (16.81%) SQL Server 2012
16 39 (16.81%) Microsoft
17 38 (16.38%) Linux
17 38 (16.38%) Python
18 35 (15.09%) SQL Server Integration Services
19 31 (13.36%) C#
20 30 (12.93%) SOA
20 30 (12.93%) Finance
20 30 (12.93%) Hortonworks
20 30 (12.93%) Apache Spark
21 28 (12.07%) Cybersecurity
21 28 (12.07%) SQL Server 2014
21 28 (12.07%) Data Analytics
21 28 (12.07%) Scala

Big Data
Top Related IT Skills in Yorkshire 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 30 (12.93%) Apache Spark
2 18 (7.76%) Apache Pig
3 9 (3.88%) Apache
3 9 (3.88%) SAS
4 8 (3.45%) CloudStack
4 8 (3.45%) Elasticsearch
5 7 (3.02%) IIS
5 7 (3.02%) JBoss
5 7 (3.02%) WebSphere
6 5 (2.16%) SharePoint
7 4 (1.72%) Tomcat
8 2 (0.86%) Liferay
9 1 (0.43%) CMS
9 1 (0.43%) Jetty
Applications
1 45 (19.40%) MS Excel
2 6 (2.59%) SPSS
3 2 (0.86%) MS Visio
4 1 (0.43%) Mingle
Business Applications
1 3 (1.29%) Dynamics CRM
Cloud Services
1 26 (11.21%) Amazon AWS
1 26 (11.21%) Microsoft Azure
2 6 (2.59%) AWS CloudFormation
3 5 (2.16%) Google Cloud Platform
4 4 (1.72%) PaaS
5 3 (1.29%) Cloud Computing
5 3 (1.29%) GitHub
6 1 (0.43%) Google Analytics
6 1 (0.43%) Office 365
6 1 (0.43%) SaaS
6 1 (0.43%) Trello
Communications & Networking
1 12 (5.17%) SAN
2 10 (4.31%) Firewall
3 9 (3.88%) Internet
4 6 (2.59%) DNS
4 6 (2.59%) NAS
4 6 (2.59%) Reverse Proxy
5 5 (2.16%) BGP
5 5 (2.16%) HTTP
5 5 (2.16%) Network Security
6 3 (1.29%) VoIP
6 3 (1.29%) VPN
7 2 (0.86%) MVNO
8 1 (0.43%) AMQP
8 1 (0.43%) Kerberos
8 1 (0.43%) MQTT
8 1 (0.43%) Skype
Database & Business Intelligence
1 83 (35.78%) Hadoop
2 62 (26.72%) Data Warehouse
3 60 (25.86%) SQL Server
4 46 (19.83%) NoSQL
5 39 (16.81%) SQL Server 2012
6 35 (15.09%) SQL Server Integration Services
7 28 (12.07%) SQL Server 2014
8 24 (10.34%) Apache Hive
8 24 (10.34%) SQL Server Reporting Services
9 23 (9.91%) MongoDB
10 21 (9.05%) SQL Server 2016
11 20 (8.62%) SQL Server Analysis Services
12 19 (8.19%) MySQL
13 13 (5.60%) OLAP
13 13 (5.60%) Power BI
13 13 (5.60%) PowerPivot
14 12 (5.17%) Impala
15 11 (4.74%) Informix
15 11 (4.74%) Relational Database
15 11 (4.74%) SQL Server 2005
Development Applications
1 21 (9.05%) Jenkins
2 15 (6.47%) Git (software)
3 11 (4.74%) Subversion
4 10 (4.31%) JIRA
4 10 (4.31%) Talend Open Studio
5 9 (3.88%) JUnit
6 7 (3.02%) Introscope
6 7 (3.02%) LoadRunner
7 4 (1.72%) Maven
8 3 (1.29%) Cucumber
8 3 (1.29%) IntelliJ
9 2 (0.86%) NUnit
9 2 (0.86%) Selenium
9 2 (0.86%) WebDriver
10 1 (0.43%) Ant
10 1 (0.43%) Eclipse
10 1 (0.43%) ERwin
10 1 (0.43%) Mockito
10 1 (0.43%) PowerDesigner
10 1 (0.43%) TeamCity
General
1 30 (12.93%) Finance
2 16 (6.90%) Retail
3 15 (6.47%) Banking
4 13 (5.60%) Marketing
5 7 (3.02%) Telecoms
6 3 (1.29%) Advertising
7 1 (0.43%) Billing
7 1 (0.43%) Games
7 1 (0.43%) Manufacturing
7 1 (0.43%) Retail Banking
Job Titles
1 73 (31.47%) Architect
2 50 (21.55%) Developer
3 32 (13.79%) Java Architect
4 30 (12.93%) Java Software Architect
5 24 (10.34%) Big Data Architect
6 22 (9.48%) .NET Architect
6 22 (9.48%) Data Architect
7 21 (9.05%) Software Architect
8 20 (8.62%) SQL Developer
9 17 (7.33%) Data Warehouse Architect
10 16 (6.90%) SSIS Developer
11 14 (6.03%) C# Architect
11 14 (6.03%) Java Developer
11 14 (6.03%) SQL Server Developer
11 14 (6.03%) Technical Architect
12 13 (5.60%) Java Technical Architect
12 13 (5.60%) Lead Developer
12 13 (5.60%) Solutions Architect
13 12 (5.17%) Big Data Manager
13 12 (5.17%) ETL Architect
Libraries, Frameworks & Software Standards
1 59 (25.43%) .NET
2 44 (18.97%) Web Services
3 43 (18.53%) XML
4 27 (11.64%) J2EE
5 24 (10.34%) RESTful
6 23 (9.91%) Java EE
7 20 (8.62%) WSDL
8 18 (7.76%) Node.js
9 16 (6.90%) Kafka
9 16 (6.90%) RabbitMQ
10 14 (6.03%) Spring
11 12 (5.17%) Velocity
12 11 (4.74%) ActiveMQ
13 9 (3.88%) Hibernate
13 9 (3.88%) JSON
14 7 (3.02%) Ajax
15 6 (2.59%) Apache Camel
16 5 (2.16%) D3.js
16 5 (2.16%) LAMP
16 5 (2.16%) NumPy
Miscellaneous
1 19 (8.19%) Visualisation
2 18 (7.76%) Cyberthreat
3 14 (6.03%) Enterprise Software
4 13 (5.60%) Cybercrime
5 12 (5.17%) Management Information System
5 12 (5.17%) Security Operations Centre
6 9 (3.88%) Analytical Skills
6 9 (3.88%) Data Integration
7 8 (3.45%) Data Centre
7 8 (3.45%) Enterprise Storage
7 8 (3.45%) Mathematics
7 8 (3.45%) Public Cloud
8 7 (3.02%) Client/Server
8 7 (3.02%) Clustering
8 7 (3.02%) iPad
8 7 (3.02%) User Experience
9 6 (2.59%) Computer Science
9 6 (2.59%) Credit Risk
9 6 (2.59%) Cyber Attack
10 5 (2.16%) Data Structures
Operating Systems
1 38 (16.38%) Linux
2 14 (6.03%) Windows
3 13 (5.60%) Red Hat Enterprise Linux
4 7 (3.02%) Unix
5 6 (2.59%) Android
6 4 (1.72%) Windows Server
7 3 (1.29%) Debian
8 1 (0.43%) CentOS
8 1 (0.43%) Windows Server 2008
8 1 (0.43%) Windows Server 2012
Processes & Methodologies
1 89 (38.36%) Agile Software Development
2 59 (25.43%) ETL
3 57 (24.57%) Business Intelligence
4 47 (20.26%) Analytics
5 40 (17.24%) High Availability
6 30 (12.93%) SOA
7 28 (12.07%) Cybersecurity
7 28 (12.07%) Data Analytics
7 28 (12.07%) E-Commerce
8 27 (11.64%) Software Delivery
9 22 (9.48%) Continuous Integration
9 22 (9.48%) CRM
9 22 (9.48%) Kimball Methodology
10 21 (9.05%) Data Modelling
11 19 (8.19%) DevOps
11 19 (8.19%) Software Engineering
12 17 (7.33%) SDLC
13 16 (6.90%) Data Visualisation
14 15 (6.47%) Inmon Methodology
14 15 (6.47%) Open Source
Programming Languages
1 88 (37.93%) Java
2 69 (29.74%) SQL
3 38 (16.38%) Python
4 31 (13.36%) C#
5 28 (12.07%) JavaScript
5 28 (12.07%) Scala
6 12 (5.17%) Ruby
7 11 (4.74%) PHP
8 8 (3.45%) T-SQL
9 7 (3.02%) R
10 6 (2.59%) C
10 6 (2.59%) C++
10 6 (2.59%) Groovy
10 6 (2.59%) Objective-C
10 6 (2.59%) PowerShell
11 5 (2.16%) Bash Shell
11 5 (2.16%) MATLAB
12 4 (1.72%) Shell Script
13 2 (0.86%) Perl
14 1 (0.43%) XQuery
Qualifications
1 11 (4.74%) CCDE
1 11 (4.74%) CCIE
1 11 (4.74%) CCNP
1 11 (4.74%) CCSP
1 11 (4.74%) Cisco Certification
1 11 (4.74%) VMware Certified Professional (VCP)
2 8 (3.45%) PhD
3 6 (2.59%) Degree
4 3 (1.29%) Microsoft Certification
5 2 (0.86%) Postgraduate
6 1 (0.43%) PRINCE2 Certification
6 1 (0.43%) RHCE
Quality Assurance & Compliance
1 23 (9.91%) Data Quality
2 3 (1.29%) QA
2 3 (1.29%) SLA
System Software
1 27 (11.64%) VMware Infrastructure
2 20 (8.62%) Apache Flume
3 15 (6.47%) HDFS
4 9 (3.88%) vSphere
5 5 (2.16%) Docker
5 5 (2.16%) KVM
6 4 (1.72%) Hyper-V
7 3 (1.29%) Xen
8 2 (0.86%) Apache ZooKeeper
9 1 (0.43%) Active Directory
Systems Management
1 21 (9.05%) Puppet
2 13 (5.60%) Opscode Chef
3 12 (5.17%) Ansible
3 12 (5.17%) Salt
4 8 (3.45%) CA Single Sign-On
5 7 (3.02%) CA Wily
5 7 (3.02%) HP SiteScope
6 5 (2.16%) Nagios
7 3 (1.29%) Munin
7 3 (1.29%) OpenNMS
7 3 (1.29%) Zenoss
8 2 (0.86%) Ambari
8 2 (0.86%) Cacti
8 2 (0.86%) Graphite
8 2 (0.86%) Oozie
8 2 (0.86%) Opsview
Vendors
1 42 (18.10%) Oracle
2 39 (16.81%) Microsoft
3 30 (12.93%) Hortonworks
4 27 (11.64%) HP
4 27 (11.64%) VMware
5 24 (10.34%) Cloudera
6 17 (7.33%) Cisco
7 16 (6.90%) F5
8 15 (6.47%) CA
9 14 (6.03%) ArcSight
9 14 (6.03%) Red Hat
10 12 (5.17%) MapR
11 11 (4.74%) Symantec
12 10 (4.31%) Talend
13 9 (3.88%) Juniper
13 9 (3.88%) Tableau
14 8 (3.45%) SAP
14 8 (3.45%) SolarWinds
15 7 (3.02%) Citrix
15 7 (3.02%) Dynatrace
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