The table below looks at the statistics for Big Data skills in IT jobs advertised for the Leeds region. Included is a guide to the salaries offered in IT jobs that have cited Big Data over the 3 months to 25 September 2016 with a comparison to the same period over the previous 2 years.

3 months to
25 Sep 2016
Same period 2015 Same period 2014
Big Data
Rank 117 158 161
Rank change year-on-year
+41 +3
Permanent jobs citing Big Data 48 30 38
As % of all permanent IT jobs located in Leeds 1.86% 0.83% 0.99%
As % of the Database & Business Intelligence category 5.91% 2.65% 3.38%
Number of salaries quoted 43 19 38
Median salary £50,000 £47,500 £42,500
Median salary % change year-on-year
+5.26% +11.76%
90% offered a salary of more than £45,000 £40,000 £31,600
10% offered a salary of more than £70,000 £58,250 £50,500
UK excluding London median salary £55,000 £50,000 £50,000
% change year-on-year
+10.00% -
Big Data
West Yorkshire

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 Leeds region.

Database & Business Intelligence Category
Leeds
Permanent IT job ads with a match in the
Database & Business Intelligence category
812 1130 1123
As % of all permanent IT jobs located in Leeds 31.45% 31.16% 29.28%
Number of salaries quoted 720 910 868
Median salary £42,500 £45,000 £40,000
Median salary % change year-on-year
-5.55% +12.50%
90% offered a salary of more than £32,500 £32,500 £27,500
10% offered a salary of more than £55,000 £55,000 £62,500
UK excluding London median salary £42,500 £42,500 £40,000
% change year-on-year
- +6.25%

Big Data
Jobs Demand Trend in Leeds

The demand trend of job ads across the Leeds 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 Leeds

Big Data
Salary Trend in Leeds

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

Big Data Salary Trend in Leeds

Big Data
Salary Histogram in Leeds

This chart provides a salary histogram for IT jobs citing Big Data across the Leeds region over the 3 months to 25 September 2016.

Big Data Salary Histogram in Leeds

Big Data
Top 30 Related IT Skills in Leeds

For the 6 months to 25 September 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 Leeds region with a requirement for Big Data.

1 63 (53.85%) Hadoop
2 54 (46.15%) Business Intelligence
3 42 (35.90%) SQL Server
4 41 (35.04%) Java
5 36 (30.77%) Agile Software Development
6 35 (29.91%) Analytics
7 33 (28.21%) SQL
7 33 (28.21%) Python
7 33 (28.21%) Data Modelling
8 31 (26.50%) ETL
9 29 (24.79%) Microsoft
10 26 (22.22%) NoSQL
11 25 (21.37%) Apache Spark
12 24 (20.51%) Visualisation
13 23 (19.66%) Oracle
14 21 (17.95%) Scala
14 21 (17.95%) Retail
14 21 (17.95%) Data Management
14 21 (17.95%) Data Analytics
15 20 (17.09%) SQL Server Analysis Services
15 20 (17.09%) Data Integration
16 19 (16.24%) Data Visualisation
16 19 (16.24%) Cloudera
17 18 (15.38%) Microsoft Azure
18 17 (14.53%) Banking
18 17 (14.53%) MySQL
18 17 (14.53%) OLAP
18 17 (14.53%) .NET
18 17 (14.53%) C#
18 17 (14.53%) Data Warehouse

Big Data
Top Related IT Skills in Leeds 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 25 (21.37%) Apache Spark
2 15 (12.82%) SAS
3 8 (6.84%) Apache Pig
4 5 (4.27%) Elasticsearch
5 3 (2.56%) Apache
6 2 (1.71%) JBoss
6 2 (1.71%) Jetty
6 2 (1.71%) Liferay
6 2 (1.71%) OpenStack
6 2 (1.71%) Tomcat
6 2 (1.71%) WebLogic
6 2 (1.71%) WebSphere
7 1 (0.85%) Apache Solr
7 1 (0.85%) SharePoint
Applications
1 14 (11.97%) MS Excel
1 14 (11.97%) SPSS
2 1 (0.85%) MS Visio
Cloud Services
1 18 (15.38%) Microsoft Azure
2 7 (5.98%) Amazon AWS
3 3 (2.56%) AWS CloudFormation
4 2 (1.71%) Cloud Computing
Communications & Networking
1 4 (3.42%) DNS
1 4 (3.42%) Firewall
2 3 (2.56%) BGP
2 3 (2.56%) HTTP
2 3 (2.56%) Internet
2 3 (2.56%) NAS
2 3 (2.56%) Network Security
2 3 (2.56%) Reverse Proxy
2 3 (2.56%) SAN
3 1 (0.85%) Kerberos
3 1 (0.85%) MVNO
3 1 (0.85%) VoIP
3 1 (0.85%) VPN
Database & Business Intelligence
1 63 (53.85%) Hadoop
2 42 (35.90%) SQL Server
3 26 (22.22%) NoSQL
4 20 (17.09%) SQL Server Analysis Services
5 17 (14.53%) Data Warehouse
5 17 (14.53%) MySQL
5 17 (14.53%) OLAP
5 17 (14.53%) SQL Server 2012
5 17 (14.53%) SQL Server 2014
5 17 (14.53%) SQL Server 2016
6 15 (12.82%) SQL Server Integration Services
7 11 (9.40%) SQL Server Reporting Services
8 10 (8.55%) Apache Hive
8 10 (8.55%) OLAP Cube
9 9 (7.69%) Relational Database
10 7 (5.98%) Power BI
10 7 (5.98%) PowerPivot
10 7 (5.98%) SQL Server 2005
11 6 (5.13%) Oracle Database
11 6 (5.13%) RDBMS
Development Applications
1 1 (0.85%) Git (software)
1 1 (0.85%) Subversion
General
1 21 (17.95%) Retail
2 17 (14.53%) Banking
3 11 (9.40%) Finance
4 2 (1.71%) Telecoms
5 1 (0.85%) Games
5 1 (0.85%) Marketing
5 1 (0.85%) Retail Banking
Job Titles
1 38 (32.48%) Developer
2 24 (20.51%) Architect
3 14 (11.97%) Business Intelligence Developer
3 14 (11.97%) ETL Developer
4 13 (11.11%) Java Architect
5 12 (10.26%) Java Developer
6 11 (9.40%) Business Intelligence Consultant
6 11 (9.40%) Consultant
6 11 (9.40%) Java Software Architect
6 11 (9.40%) Software Developer
6 11 (9.40%) SSIS Developer
7 10 (8.55%) .NET Architect
7 10 (8.55%) Business Consultant
7 10 (8.55%) Lead Developer
7 10 (8.55%) Lead Software Developer
8 9 (7.69%) Analytics Consultant
8 9 (7.69%) Java Software Developer
8 9 (7.69%) Lead Java Developer
8 9 (7.69%) SQL Developer
9 8 (6.84%) Big Data Architect
Libraries, Frameworks & Software Standards
1 17 (14.53%) .NET
2 16 (13.68%) Node.js
3 14 (11.97%) Web Services
4 11 (9.40%) XML
5 9 (7.69%) RESTful
6 8 (6.84%) WSDL
7 7 (5.98%) J2EE
8 5 (4.27%) Apache Camel
8 5 (4.27%) D3.js
8 5 (4.27%) Java EE
8 5 (4.27%) Kafka
8 5 (4.27%) NumPy
8 5 (4.27%) Velocity
9 4 (3.42%) RabbitMQ
10 3 (2.56%) LAMP
10 3 (2.56%) React
11 2 (1.71%) AngularJS
11 2 (1.71%) REST
11 2 (1.71%) SOAP
11 2 (1.71%) Spring
Miscellaneous
1 24 (20.51%) Visualisation
2 20 (17.09%) Data Integration
3 15 (12.82%) Credit Risk
4 9 (7.69%) Analytical Skills
4 9 (7.69%) Cyberthreat
5 6 (5.13%) Cybercrime
5 6 (5.13%) Security Operations Centre
6 5 (4.27%) Enterprise Software
7 4 (3.42%) Statistics
8 3 (2.56%) Client/Server
8 3 (2.56%) Clustering
8 3 (2.56%) Cyber Attack
8 3 (2.56%) Management Information System
8 3 (2.56%) RIA
9 2 (1.71%) iPad
10 1 (0.85%) Mobile App
10 1 (0.85%) Replication
Operating Systems
1 12 (10.26%) Linux
2 4 (3.42%) Windows
3 2 (1.71%) Red Hat Enterprise Linux
3 2 (1.71%) Unix
3 2 (1.71%) Windows Server
4 1 (0.85%) Debian
4 1 (0.85%) Windows Server 2008
4 1 (0.85%) Windows Server 2012
Processes & Methodologies
1 54 (46.15%) Business Intelligence
2 36 (30.77%) Agile Software Development
3 35 (29.91%) Analytics
4 33 (28.21%) Data Modelling
5 31 (26.50%) ETL
6 21 (17.95%) Data Analytics
6 21 (17.95%) Data Management
7 19 (16.24%) Data Visualisation
8 14 (11.97%) Business Development
9 11 (9.40%) Cybersecurity
10 10 (8.55%) SOA
10 10 (8.55%) Software Delivery
11 9 (7.69%) Continuous Improvement
11 9 (7.69%) E-Commerce
12 7 (5.98%) MapReduce
13 6 (5.13%) DevOps
13 6 (5.13%) High Availability
13 6 (5.13%) Predictive Analytics
13 6 (5.13%) Security Operations
13 6 (5.13%) SIEM
Programming Languages
1 41 (35.04%) Java
2 33 (28.21%) Python
2 33 (28.21%) SQL
3 21 (17.95%) Scala
4 17 (14.53%) C#
5 9 (7.69%) JavaScript
6 8 (6.84%) Data Analysis Expressions (DAX)
7 5 (4.27%) MATLAB
7 5 (4.27%) R
7 5 (4.27%) T-SQL
8 4 (3.42%) PHP
9 3 (2.56%) Bash Shell
9 3 (2.56%) Go
9 3 (2.56%) PowerShell
9 3 (2.56%) Ruby
10 2 (1.71%) Perl
11 1 (0.85%) Groovy
11 1 (0.85%) Shell Script
Qualifications
1 5 (4.27%) PhD
2 1 (0.85%) CCDE
2 1 (0.85%) CCIE
2 1 (0.85%) CCNP
2 1 (0.85%) CCSP
2 1 (0.85%) Cisco Certification
2 1 (0.85%) RHCE
2 1 (0.85%) VMware Certified Professional (VCP)
System Software
1 17 (14.53%) Apache Flume
2 7 (5.98%) HDFS
2 7 (5.98%) VMware Infrastructure
3 4 (3.42%) Hyper-V
4 3 (2.56%) KVM
5 1 (0.85%) Active Directory
5 1 (0.85%) Docker
5 1 (0.85%) vSphere
5 1 (0.85%) Xen
Systems Management
1 6 (5.13%) Puppet
2 5 (4.27%) CA Single Sign-On
3 4 (3.42%) Opscode Chef
4 3 (2.56%) Ansible
4 3 (2.56%) Salt
5 1 (0.85%) Ambari
5 1 (0.85%) Munin
5 1 (0.85%) Nagios
5 1 (0.85%) Oozie
5 1 (0.85%) OpenNMS
5 1 (0.85%) Zenoss
Vendors
1 29 (24.79%) Microsoft
2 23 (19.66%) Oracle
3 19 (16.24%) Cloudera
4 13 (11.11%) Tableau
5 10 (8.55%) Hortonworks
6 9 (7.69%) Splunk
7 8 (6.84%) ArcSight
7 8 (6.84%) CA
7 8 (6.84%) HP
8 7 (5.98%) VMware
9 5 (4.27%) MapR
10 4 (3.42%) Cisco
10 4 (3.42%) F5
10 4 (3.42%) Juniper
11 3 (2.56%) Blue Coat
11 3 (2.56%) FireEye
11 3 (2.56%) Forcepoint
11 3 (2.56%) Intel
11 3 (2.56%) Palo Alto
11 3 (2.56%) SolarWinds
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