Period
to 22 September 2018

The following table provides summary statistics for permanent job vacancies advertised in Yorkshire 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 22 September 2018 with a comparison to the same period in the previous 2 years.

Big Data
England > Yorkshire
6 months to
22 Sep 2018
Same period 2017 Same period 2016
Rank 219 195 166
Rank change year-on-year -24 -29 +125
Permanent jobs citing Big Data 70 136 187
As % of all permanent IT jobs advertised in Yorkshire 0.80% 1.35% 1.65%
As % of the Database & Business Intelligence category 3.01% 4.33% 5.51%
Number of salaries quoted 63 119 145
Yorkshire median annual salary £52,500 £50,000 £55,000
Median salary % change year-on-year +5.00% -9.09% +22.22%
10th Percentile £38,750 £33,500 £40,400
90th Percentile £74,500 £69,000 £80,750
England median annual salary £65,000 £62,500 £62,500
% change year-on-year +4.00% - +4.17%

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 Yorkshire with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
Yorkshire
Permanent vacancies with a requirement for database or business intelligence skills 2,326 3,143 3,395
As % of all permanent IT jobs advertised in Yorkshire 26.75% 31.18% 29.90%
Number of salaries quoted 1,954 2,687 2,839
Yorkshire median annual salary £42,500 £42,500 £40,000
Median salary % change year-on-year - +6.25% -
10th Percentile £27,500 £27,000 £26,375
90th Percentile £58,000 £60,000 £57,500
England median annual salary £50,000 £49,000 £47,500
% change year-on-year +2.04% +3.16% +5.56%

Big Data
Job Vacancy Trend in Yorkshire

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

Job vacancy trend for Big Data 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 in Yorkshire.

Salary trend for Big Data in Yorkshire

Big Data
Salary Histogram in Yorkshire

The salary distribution of IT jobs citing Big Data in Yorkshire over the 6 months to 22 September 2018.

Salary histogram for Big Data 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 6 months to 22 September 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
West Yorkshire -1 58 £52,500 +10.53% 10
South Yorkshire -17 8 £55,000 +4.76% 1
North Yorkshire -15 4 £42,500 -15.00% 2
Big Data
England

For the 6 months to 22 September 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 Yorkshire region with a requirement for Big Data.

1 33 (47.14%) Agile Software Development
2 27 (38.57%) SQL
2 27 (38.57%) Analytics
3 25 (35.71%) Finance
4 23 (32.86%) Python
5 21 (30.00%) Amazon AWS
6 20 (28.57%) Business Intelligence
6 20 (28.57%) DevOps
7 19 (27.14%) Microsoft
8 16 (22.86%) Microsoft Azure
9 15 (21.43%) Data Analytics
9 15 (21.43%) Java
10 13 (18.57%) SQL Server
10 13 (18.57%) ETL
10 13 (18.57%) Kafka
10 13 (18.57%) Degree
10 13 (18.57%) Data Science
11 12 (17.14%) .NET
11 12 (17.14%) XML
12 11 (15.71%) Data Warehouse
12 11 (15.71%) Scrum
12 11 (15.71%) Enterprise Architecture
12 11 (15.71%) Hadoop
12 11 (15.71%) SDLC
13 10 (14.29%) Apache Spark
13 10 (14.29%) Riak
13 10 (14.29%) Jenkins
13 10 (14.29%) R
13 10 (14.29%) Software Engineering
13 10 (14.29%) SOA

Big Data
Co-occurring 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 10 (14.29%) Apache Spark
2 8 (11.43%) Skype for Business
3 3 (4.29%) Oracle SOA Suite
4 2 (2.86%) Apache Pig
4 2 (2.86%) CMS
5 1 (1.43%) Apache
5 1 (1.43%) Confluence
5 1 (1.43%) Tomcat
5 1 (1.43%) WildFly
Applications
1 2 (2.86%) Microsoft Excel
Cloud Services
1 21 (30.00%) Amazon AWS
2 16 (22.86%) Microsoft Azure
3 8 (11.43%) IaaS
3 8 (11.43%) PaaS
4 4 (5.71%) Google Cloud Platform
5 3 (4.29%) Office 365
6 2 (2.86%) Amazon EMR
6 2 (2.86%) Amazon S3
6 2 (2.86%) GitHub
6 2 (2.86%) Serverless
7 1 (1.43%) Amazon EC2
7 1 (1.43%) Amazon Kinesis
7 1 (1.43%) AWS Lambda
7 1 (1.43%) Cloud Computing
Communications & Networking
1 8 (11.43%) DNS
1 8 (11.43%) Fibre Channel
2 1 (1.43%) Internet
2 1 (1.43%) Kerberos
2 1 (1.43%) VPN
Database & Business Intelligence
1 13 (18.57%) SQL Server
2 11 (15.71%) Data Warehouse
2 11 (15.71%) Hadoop
3 10 (14.29%) Riak
4 9 (12.86%) QlikView
5 8 (11.43%) Azure SQL Database
5 8 (11.43%) NoSQL
5 8 (11.43%) Power BI
6 7 (10.00%) Apache Hive
6 7 (10.00%) SQL Server Reporting Services
7 6 (8.57%) MySQL
8 5 (7.14%) Relational Database
8 5 (7.14%) Sqoop
9 4 (5.71%) Apache Cassandra
9 4 (5.71%) Data Lake
9 4 (5.71%) Impala
9 4 (5.71%) MOLAP
9 4 (5.71%) MongoDB
9 4 (5.71%) OLAP
9 4 (5.71%) ROLAP
Development Applications
1 10 (14.29%) Jenkins
2 8 (11.43%) Git (software)
3 4 (5.71%) JIRA
3 4 (5.71%) Subversion
4 3 (4.29%) Maven
5 1 (1.43%) Atlassian Bamboo
5 1 (1.43%) Bitbucket
5 1 (1.43%) Grunt
5 1 (1.43%) gulp
5 1 (1.43%) JUnit
5 1 (1.43%) Sonatype Nexus
General
1 25 (35.71%) Finance
2 6 (8.57%) Banking
3 3 (4.29%) Marketing
3 3 (4.29%) Retail
4 2 (2.86%) Retail Banking
5 1 (1.43%) Financial Institution
5 1 (1.43%) Legal
Job Titles
1 26 (37.14%) Developer
2 21 (30.00%) Architect
3 11 (15.71%) Python Developer
4 8 (11.43%) Cloud Engineer
4 8 (11.43%) Cloud Infrastructure Engineer
4 8 (11.43%) Infrastructure Engineer
4 8 (11.43%) PowerShell Engineer
4 8 (11.43%) Site Engineer
4 8 (11.43%) Site Reliability Engineer
4 8 (11.43%) Windows Engineer
4 8 (11.43%) Windows Infrastructure Engineer
5 7 (10.00%) Solutions Architect
6 6 (8.57%) Business Intelligence Architect
7 5 (7.14%) Data Architect
8 4 (5.71%) Data Scientist
8 4 (5.71%) Lead Architect
8 4 (5.71%) Lead Data Architect
9 3 (4.29%) Business Intelligence Solutions Architect
9 3 (4.29%) Microsoft BI Developer
9 3 (4.29%) Presales Solution Architect
Libraries, Frameworks & Software Standards
1 13 (18.57%) Kafka
2 12 (17.14%) .NET
2 12 (17.14%) XML
3 7 (10.00%) Web Services
4 6 (8.57%) REST
4 6 (8.57%) RESTful
4 6 (8.57%) WSDL
5 5 (7.14%) Node.js
6 4 (5.71%) AngularJS
6 4 (5.71%) ASP.NET
6 4 (5.71%) JSON
6 4 (5.71%) Middleware
6 4 (5.71%) PySpark
6 4 (5.71%) SOAP
6 4 (5.71%) XSD
7 3 (4.29%) Elastic Stack
7 3 (4.29%) Memcached
8 2 (2.86%) ASP.NET MVC
8 2 (2.86%) CSS3
8 2 (2.86%) HTML5
Miscellaneous
1 9 (12.86%) Algorithms
2 4 (5.71%) Mobile App
2 4 (5.71%) Replication
2 4 (5.71%) Taxonomies
3 3 (4.29%) Analytical Skills
4 2 (2.86%) Fintech
4 2 (2.86%) User Experience
4 2 (2.86%) Virtual Team
5 1 (1.43%) Cloud Native
5 1 (1.43%) Computer Science
5 1 (1.43%) e-Learning
5 1 (1.43%) Enterprise Cloud
5 1 (1.43%) Greenfield Project
5 1 (1.43%) Internet of Things
5 1 (1.43%) Linux Command Line
5 1 (1.43%) Smartphone
Operating Systems
1 8 (11.43%) Windows
2 6 (8.57%) Linux
3 2 (2.86%) Apple iOS
3 2 (2.86%) Red Hat Enterprise Linux
4 1 (1.43%) Android
4 1 (1.43%) CentOS
4 1 (1.43%) Ubuntu
4 1 (1.43%) Unix
Processes & Methodologies
1 33 (47.14%) Agile Software Development
2 27 (38.57%) Analytics
3 20 (28.57%) Business Intelligence
3 20 (28.57%) DevOps
4 15 (21.43%) Data Analytics
5 13 (18.57%) Data Science
5 13 (18.57%) ETL
6 11 (15.71%) Enterprise Architecture
6 11 (15.71%) Scrum
6 11 (15.71%) SDLC
7 10 (14.29%) SOA
7 10 (14.29%) Software Engineering
8 9 (12.86%) Data Modelling
8 9 (12.86%) Machine Learning
8 9 (12.86%) Stakeholder Management
9 8 (11.43%) Capacity Management
9 8 (11.43%) Disaster Recovery
9 8 (11.43%) Identity Management
9 8 (11.43%) Site Reliability Engineering
9 8 (11.43%) UML
Programming Languages
1 27 (38.57%) SQL
2 23 (32.86%) Python
3 15 (21.43%) Java
4 10 (14.29%) R
5 8 (11.43%) PowerShell
6 6 (8.57%) C#
7 5 (7.14%) JavaScript
7 5 (7.14%) Scala
7 5 (7.14%) T-SQL
8 3 (4.29%) Java 8
9 2 (2.86%) MATLAB
9 2 (2.86%) PHP
9 2 (2.86%) PL/SQL
9 2 (2.86%) VB
9 2 (2.86%) VB.NET
9 2 (2.86%) VBA
10 1 (1.43%) Bash Shell
10 1 (1.43%) Objective-C
10 1 (1.43%) Ruby
10 1 (1.43%) Shell Script
Qualifications
1 13 (18.57%) Degree
2 1 (1.43%) CEH
2 1 (1.43%) CISA
2 1 (1.43%) CISM
2 1 (1.43%) CISSP
2 1 (1.43%) CompTIA Security+
2 1 (1.43%) CSSLP
2 1 (1.43%) DBS Check
2 1 (1.43%) GIAC
2 1 (1.43%) ITIL Certification
2 1 (1.43%) ITIL Foundation Certificate
2 1 (1.43%) SANS
2 1 (1.43%) SSCP
Quality Assurance & Compliance
1 3 (4.29%) Data Quality
2 2 (2.86%) QA
3 1 (1.43%) ISO/IEC 27001
3 1 (1.43%) PCI DSS
System Software
1 8 (11.43%) Active Directory
1 8 (11.43%) VMware Infrastructure
2 6 (8.57%) HDFS
3 4 (5.71%) Apache Flume
4 2 (2.86%) Docker
Systems Management
1 6 (8.57%) Oozie
2 2 (2.86%) Ansible
3 1 (1.43%) Kubernetes
3 1 (1.43%) Opscode Chef
3 1 (1.43%) Packer
3 1 (1.43%) Puppet
3 1 (1.43%) Terraform
3 1 (1.43%) Xymon
3 1 (1.43%) ZABBIX
Vendors
1 19 (27.14%) Microsoft
2 9 (12.86%) VMware
3 8 (11.43%) Brocade
3 8 (11.43%) Citrix
3 8 (11.43%) Dell
3 8 (11.43%) Tableau
4 7 (10.00%) Google
4 7 (10.00%) Oracle
5 3 (4.29%) IBM
5 3 (4.29%) Red Hat
6 2 (2.86%) Avaya
6 2 (2.86%) Xamarin
7 1 (1.43%) SaltStack