Period
to 15 November 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 15 November 2018 with a comparison to the same period in the previous 2 years.

Big Data
England > Yorkshire
6 months to
15 Nov 2018
Same period 2017 Same period 2016
Rank 219 190 193
Rank change year-on-year -29 +3 +78
Permanent jobs citing Big Data 65 131 157
As % of all permanent IT jobs advertised in Yorkshire 0.77% 1.33% 1.40%
As % of the Database & Business Intelligence category 2.97% 4.46% 4.72%
Number of salaries quoted 63 115 139
Yorkshire median annual salary £52,500 £47,500 £55,000
Median salary % change year-on-year +10.53% -13.64% +29.41%
10th Percentile £38,750 £36,750 £41,200
90th Percentile £110,000 £69,000 £82,500
England median annual salary £67,500 £62,500 £62,500
% change year-on-year +8.00% - +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 2,185 2,936 3,327
As % of all permanent IT jobs advertised in Yorkshire 26.00% 29.73% 29.62%
Number of salaries quoted 1,833 2,543 2,882
Yorkshire median annual salary £42,500 £42,500 £40,000
Median salary % change year-on-year - +6.25% -
10th Percentile £27,500 £27,000 £26,750
90th Percentile £57,500 £60,000 £57,500
England median annual salary £51,000 £50,000 £47,500
% change year-on-year +2.00% +5.26% +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 15 November 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 15 November 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 -23 44 £52,500 +10.53% 16
South Yorkshire -20 11 £100,000 +122.22% 1
North Yorkshire -19 10 £44,000 -12.00% 1
Big Data
England

For the 6 months to 15 November 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 36 (55.38%) SQL
2 32 (49.23%) Amazon AWS
3 30 (46.15%) Finance
4 27 (41.54%) Agile Software Development
5 24 (36.92%) Hadoop
6 23 (35.38%) Python
7 21 (32.31%) DevOps
8 20 (30.77%) SQL Server
9 19 (29.23%) Analytics
10 17 (26.15%) Kafka
10 17 (26.15%) Microsoft Azure
11 16 (24.62%) Apache Spark
12 15 (23.08%) Middleware
12 15 (23.08%) Oracle
13 14 (21.54%) PostgreSQL
13 14 (21.54%) Software Engineering
13 14 (21.54%) Node.js
14 13 (20.00%) NoSQL
14 13 (20.00%) AngularJS
14 13 (20.00%) Microsoft
14 13 (20.00%) Business Intelligence
14 13 (20.00%) Java
15 12 (18.46%) Data Analytics
15 12 (18.46%) Continuous Integration
16 10 (15.38%) Relational Database
16 10 (15.38%) MySQL
16 10 (15.38%) TDD
16 10 (15.38%) Power BI
16 10 (15.38%) Problem-Solving
17 9 (13.85%) Presales

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 16 (24.62%) Apache Spark
2 8 (12.31%) Skype for Business
3 7 (10.77%) Oracle SOA Suite
4 5 (7.69%) Elasticsearch
5 2 (3.08%) Apache Pig
5 2 (3.08%) ArcGIS
5 2 (3.08%) CMS
5 2 (3.08%) GeoServer
6 1 (1.54%) Apache
6 1 (1.54%) Tomcat
6 1 (1.54%) WildFly
Applications
1 4 (6.15%) Microsoft Excel
Cloud Services
1 32 (49.23%) Amazon AWS
2 17 (26.15%) Microsoft Azure
3 8 (12.31%) IaaS
3 8 (12.31%) PaaS
4 6 (9.23%) Cloud Computing
5 3 (4.62%) GitHub
5 3 (4.62%) Office 365
5 3 (4.62%) Serverless
6 2 (3.08%) Amazon EMR
6 2 (3.08%) Amazon S3
7 1 (1.54%) Amazon EC2
7 1 (1.54%) Amazon Kinesis
7 1 (1.54%) AWS Lambda
7 1 (1.54%) Google Cloud Platform
Communications & Networking
1 8 (12.31%) DNS
1 8 (12.31%) Fibre Channel
2 2 (3.08%) Internet
3 1 (1.54%) Kerberos
Database & Business Intelligence
1 24 (36.92%) Hadoop
2 20 (30.77%) SQL Server
3 14 (21.54%) PostgreSQL
4 13 (20.00%) NoSQL
5 10 (15.38%) MySQL
5 10 (15.38%) Power BI
5 10 (15.38%) Relational Database
6 8 (12.31%) Azure SQL Database
7 7 (10.77%) RDBMS
7 7 (10.77%) Redis
8 6 (9.23%) DB2
9 5 (7.69%) Apache Cassandra
9 5 (7.69%) SQL Server Integration Services
9 5 (7.69%) SQL Server Reporting Services
10 4 (6.15%) Apache Hive
10 4 (6.15%) Riak
11 3 (4.62%) Data Warehouse
11 3 (4.62%) MongoDB
12 2 (3.08%) DTS
12 2 (3.08%) GIS
Development Applications
1 8 (12.31%) Jenkins
2 7 (10.77%) JIRA
2 7 (10.77%) Maven
3 2 (3.08%) Aptana Studio
3 2 (3.08%) Git (software)
4 1 (1.54%) Grunt
4 1 (1.54%) gulp
4 1 (1.54%) JUnit
General
1 30 (46.15%) Finance
2 7 (10.77%) Retail
3 3 (4.62%) Marketing
4 2 (3.08%) Banking
4 2 (3.08%) Retail Banking
5 1 (1.54%) Financial Institution
5 1 (1.54%) Law
5 1 (1.54%) Legal
Job Titles
1 19 (29.23%) Developer
2 14 (21.54%) Architect
3 8 (12.31%) Cloud Engineer
3 8 (12.31%) Cloud Infrastructure Engineer
3 8 (12.31%) Infrastructure Engineer
3 8 (12.31%) PowerShell Engineer
3 8 (12.31%) Site Engineer
3 8 (12.31%) Site Reliability Engineer
3 8 (12.31%) Windows Engineer
3 8 (12.31%) Windows Infrastructure Engineer
4 7 (10.77%) Senior Architect
5 6 (9.23%) Analyst
5 6 (9.23%) Technical Architect
6 5 (7.69%) Applications Architect
7 4 (6.15%) Business Intelligence Developer
7 4 (6.15%) Consultant
7 4 (6.15%) Cybersecurity Analyst
7 4 (6.15%) Python Developer
8 3 (4.62%) Data Scientist
8 3 (4.62%) DevOps Engineer
Libraries, Frameworks & Software Standards
1 17 (26.15%) Kafka
2 15 (23.08%) Middleware
3 14 (21.54%) Node.js
4 13 (20.00%) AngularJS
5 8 (12.31%) XML
6 7 (10.77%) .NET
6 7 (10.77%) Elastic Stack
6 7 (10.77%) Memcached
7 6 (9.23%) React
8 5 (7.69%) TensorFlow
9 4 (6.15%) ASP.NET
9 4 (6.15%) CSS
9 4 (6.15%) HTML
10 2 (3.08%) .NET Framework
10 2 (3.08%) Ajax
10 2 (3.08%) ASP.NET MVC
10 2 (3.08%) CSS3
10 2 (3.08%) HTML5
10 2 (3.08%) REST
10 2 (3.08%) Web Services
Miscellaneous
1 9 (13.85%) Analytical Skills
2 8 (12.31%) Mobile App
3 6 (9.23%) Cloud Native
4 4 (6.15%) Algorithms
5 3 (4.62%) e-Learning
5 3 (4.62%) User Experience
6 2 (3.08%) Data Structures
6 2 (3.08%) Self-Motivation
7 1 (1.54%) Computer Science
7 1 (1.54%) Enterprise Cloud
7 1 (1.54%) Fintech
7 1 (1.54%) Greenfield Project
7 1 (1.54%) Internet of Things
7 1 (1.54%) Linux Command Line
7 1 (1.54%) Smartphone
Operating Systems
1 8 (12.31%) Windows
2 6 (9.23%) Linux
3 4 (6.15%) CentOS
4 3 (4.62%) Unix
5 2 (3.08%) Apple iOS
6 1 (1.54%) Android
6 1 (1.54%) Ubuntu
Processes & Methodologies
1 27 (41.54%) Agile Software Development
2 21 (32.31%) DevOps
3 19 (29.23%) Analytics
4 14 (21.54%) Software Engineering
5 13 (20.00%) Business Intelligence
6 12 (18.46%) Continuous Integration
6 12 (18.46%) Data Analytics
7 10 (15.38%) Problem-Solving
7 10 (15.38%) TDD
8 9 (13.85%) Presales
9 8 (12.31%) Capacity Management
9 8 (12.31%) Disaster Recovery
9 8 (12.31%) Identity Management
9 8 (12.31%) Infrastructure Engineering
9 8 (12.31%) Site Reliability Engineering
9 8 (12.31%) SOA
10 7 (10.77%) ArchiMate
10 7 (10.77%) ETL
10 7 (10.77%) Visualisation
10 7 (10.77%) Waterfall
Programming Languages
1 36 (55.38%) SQL
2 23 (35.38%) Python
3 13 (20.00%) Java
4 8 (12.31%) PowerShell
5 7 (10.77%) Java 8
5 7 (10.77%) R
6 6 (9.23%) C#
6 6 (9.23%) Scala
7 5 (7.69%) JavaScript
7 5 (7.69%) T-SQL
8 2 (3.08%) PHP
8 2 (3.08%) PL/SQL
8 2 (3.08%) VB
8 2 (3.08%) VB.NET
8 2 (3.08%) VBA
9 1 (1.54%) Apple Swift
9 1 (1.54%) HiveQL
9 1 (1.54%) Objective-C
Qualifications
1 8 (12.31%) Degree
2 5 (7.69%) CISA
2 5 (7.69%) CISM
2 5 (7.69%) CISSP
3 3 (4.62%) Security Cleared
4 1 (1.54%) CEH
4 1 (1.54%) CompTIA Security+
4 1 (1.54%) CSSLP
4 1 (1.54%) DBS Check
4 1 (1.54%) GIAC
4 1 (1.54%) ITIL Foundation Certificate
4 1 (1.54%) SANS
4 1 (1.54%) SSCP
Quality Assurance & Compliance
1 4 (6.15%) QA
2 3 (4.62%) Data Quality
3 1 (1.54%) GDPR
System Software
1 8 (12.31%) Active Directory
1 8 (12.31%) VMware Infrastructure
2 3 (4.62%) HDFS
3 1 (1.54%) Docker
Systems Management
1 5 (7.69%) Hadoop YARN
2 4 (6.15%) Oozie
2 4 (6.15%) Puppet
3 3 (4.62%) Opscode Chef
3 3 (4.62%) Terraform
4 1 (1.54%) Ansible
4 1 (1.54%) Xymon
4 1 (1.54%) ZABBIX
Vendors
1 15 (23.08%) Oracle
2 13 (20.00%) Microsoft
3 8 (12.31%) Brocade
3 8 (12.31%) Citrix
3 8 (12.31%) Dell
3 8 (12.31%) Google
3 8 (12.31%) VMware
4 7 (10.77%) Tableau
5 4 (6.15%) Sybase
6 2 (3.08%) Avaya
6 2 (3.08%) Hortonworks
6 2 (3.08%) Mapinfo
6 2 (3.08%) Xamarin
7 1 (1.54%) Red Hat