Period
to 17 November 2017

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 17 November 2017 with a comparison to the same period in the previous 2 years.

Big Data
England > Yorkshire
6 months to
17 Nov 2017
Same period 2016 Same period 2015
Rank 186 193 259
Rank change year-on-year +7 +66 +19
Permanent jobs citing Big Data 130 156 107
As % of all permanent IT jobs advertised in Yorkshire 1.33% 1.39% 0.81%
As % of the Database & Business Intelligence category 4.48% 4.72% 2.40%
Number of salaries quoted 114 140 75
Yorkshire median annual salary £47,500 £54,000 £42,500
Median salary % change year-on-year -12.04% +27.06% -
10th Percentile £36,625 £40,900 £29,550
90th Percentile £69,250 £82,500 £58,750
England median annual salary £62,500 £62,500 £60,000
% change year-on-year - +4.17% +4.35%

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 2904 3308 4454
As % of all permanent IT jobs advertised in Yorkshire 29.61% 29.56% 33.60%
Number of salaries quoted 2514 2873 3707
Yorkshire median annual salary £42,500 £40,000 £40,000
Median salary % change year-on-year +6.25% - +6.67%
10th Percentile £27,000 £26,750 £26,250
90th Percentile £60,000 £57,500 £58,750
England median annual salary £50,000 £47,500 £45,000
% change year-on-year +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 17 November 2017.

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 17 November 2017. 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 -19 83 £47,500 -9.52% 9
South Yorkshire +20 26 £45,000 -40.00% 1
North Yorkshire +22 21 £50,000 -13.04%
Big Data
England

For the 6 months to 17 November 2017, 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 62 (47.69%) Agile Software Development
2 47 (36.15%) Java
3 37 (28.46%) SQL
4 31 (23.85%) Analytics
5 27 (20.77%) Microsoft
6 26 (20.00%) Linux
6 26 (20.00%) DevOps
7 25 (19.23%) SQL Server
8 24 (18.46%) C#
9 23 (17.69%) Jenkins
9 23 (17.69%) Open Source
10 22 (16.92%) Git (software)
11 21 (16.15%) Business Intelligence
12 18 (13.85%) ETL
12 18 (13.85%) Games
12 18 (13.85%) Hadoop
12 18 (13.85%) SQL Server Analysis Services
12 18 (13.85%) SQL Server Integration Services
13 17 (13.08%) Amazon AWS
13 17 (13.08%) Python
13 17 (13.08%) SDLC
14 16 (12.31%) Test Automation
15 15 (11.54%) Software Engineering
15 15 (11.54%) Data Warehouse
16 14 (10.77%) Node.js
16 14 (10.77%) SQL Server 2016
17 13 (10.00%) Analytical Skills
17 13 (10.00%) Red Hat Enterprise Linux
17 13 (10.00%) Red Hat
17 13 (10.00%) PHP

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 12 (9.23%) Apache Spark
2 7 (5.38%) Apache
3 4 (3.08%) SAS
3 4 (3.08%) SharePoint
4 3 (2.31%) Elasticsearch
5 1 (0.77%) Apache Pig
5 1 (0.77%) IBM Notes
5 1 (0.77%) Jetty
5 1 (0.77%) Mule
5 1 (0.77%) nginx
5 1 (0.77%) Tomcat
Applications
1 4 (3.08%) Microsoft Excel
2 3 (2.31%) SPSS
3 2 (1.54%) Adobe Illustrator
3 2 (1.54%) OmniGraffle
3 2 (1.54%) Photoshop
4 1 (0.77%) Chatbot
4 1 (0.77%) Microsoft PowerPoint
4 1 (0.77%) MS Visio
Business Applications
1 2 (1.54%) Dynamics CRM
Cloud Services
1 17 (13.08%) Amazon AWS
2 12 (9.23%) GitHub
3 11 (8.46%) Microsoft Azure
4 7 (5.38%) SaaS
5 2 (1.54%) Cortana Intelligence Suite
5 2 (1.54%) Google Cloud Platform
6 1 (0.77%) Bluemix
6 1 (0.77%) Google Tag Manager
6 1 (0.77%) IBM Cloud
Communications & Networking
1 4 (3.08%) HTTP
2 1 (0.77%) Internet
Database & Business Intelligence
1 25 (19.23%) SQL Server
2 18 (13.85%) Hadoop
2 18 (13.85%) SQL Server Analysis Services
2 18 (13.85%) SQL Server Integration Services
3 15 (11.54%) Data Warehouse
4 14 (10.77%) SQL Server 2016
5 10 (7.69%) Data Mining
5 10 (7.69%) Relational Database
6 9 (6.92%) SQL Server Reporting Services
7 8 (6.15%) NoSQL
8 7 (5.38%) MongoDB
9 6 (4.62%) RDBMS
10 4 (3.08%) GIS
10 4 (3.08%) Power BI
11 3 (2.31%) Apache Hive
12 2 (1.54%) Azure SQL Database
12 2 (1.54%) Microsoft Analysis Services
12 2 (1.54%) MS Access
12 2 (1.54%) PostgreSQL
12 2 (1.54%) SQL Server 2012
Development Applications
1 23 (17.69%) Jenkins
2 22 (16.92%) Git (software)
3 10 (7.69%) Cucumber
3 10 (7.69%) Selenium
3 10 (7.69%) WebDriver
4 8 (6.15%) SpecFlow
5 4 (3.08%) JUnit
6 2 (1.54%) Ant
6 2 (1.54%) Axure RP
6 2 (1.54%) Balsamiq Mockups
6 2 (1.54%) Eclipse
6 2 (1.54%) Gradle
6 2 (1.54%) Maven
7 1 (0.77%) Talend Open Studio
General
1 18 (13.85%) Games
2 9 (6.92%) Finance
3 8 (6.15%) Advertising
3 8 (6.15%) Marketing
4 4 (3.08%) Manufacturing
5 2 (1.54%) Banking
6 1 (0.77%) Automotive
6 1 (0.77%) Financial Institution
6 1 (0.77%) Private Banking
6 1 (0.77%) Retail
6 1 (0.77%) Retail Banking
Job Titles
1 34 (26.15%) Developer
2 16 (12.31%) Automation Tester
2 16 (12.31%) Tester
3 14 (10.77%) Data Scientist
3 14 (10.77%) DevOps Engineer
4 10 (7.69%) Software Engineer
5 9 (6.92%) Architect
5 9 (6.92%) Business Intelligence Developer
6 8 (6.15%) Big Data Manager
6 8 (6.15%) ETL Developer
6 8 (6.15%) Java Developer
7 6 (4.62%) Consultant
7 6 (4.62%) Software Architect
8 5 (3.85%) Analyst
8 5 (3.85%) Data Analyst
8 5 (3.85%) Database Developer
8 5 (3.85%) Product Manager
8 5 (3.85%) Software Developer
9 4 (3.08%) Lead Developer
9 4 (3.08%) Senior Developer
Libraries, Frameworks & Software Standards
1 14 (10.77%) Node.js
2 10 (7.69%) .NET
2 10 (7.69%) Gherkin
2 10 (7.69%) React
2 10 (7.69%) Web Services
3 8 (6.15%) RESTful
4 7 (5.38%) Kafka
4 7 (5.38%) Spring
5 6 (4.62%) Apache Thrift
5 6 (4.62%) JRuby
5 6 (4.62%) REST
5 6 (4.62%) XML
6 5 (3.85%) HTML
6 5 (3.85%) JSON
6 5 (3.85%) WSDL
7 4 (3.08%) Guava
8 3 (2.31%) CSS
8 3 (2.31%) Hibernate
9 2 (1.54%) Apache Flex
9 2 (1.54%) J2EE
Miscellaneous
1 13 (10.00%) Analytical Skills
2 9 (6.92%) Computer Science
3 7 (5.38%) Greenfield Project
4 6 (4.62%) Algorithms
5 5 (3.85%) Management Information System
6 4 (3.08%) SCADA
6 4 (3.08%) User Experience
7 3 (2.31%) Fintech
7 3 (2.31%) Smartphone
8 2 (1.54%) Data Structures
8 2 (1.54%) Linux Command Line
8 2 (1.54%) Mobile App
8 2 (1.54%) Smart City
9 1 (0.77%) Internet of Things
9 1 (0.77%) Social Media
Operating Systems
1 26 (20.00%) Linux
2 13 (10.00%) Red Hat Enterprise Linux
3 8 (6.15%) Unix
4 2 (1.54%) Ubuntu
5 1 (0.77%) Android
5 1 (0.77%) Apple iOS
Processes & Methodologies
1 62 (47.69%) Agile Software Development
2 31 (23.85%) Analytics
3 26 (20.00%) DevOps
4 23 (17.69%) Open Source
5 21 (16.15%) Business Intelligence
6 18 (13.85%) ETL
7 17 (13.08%) SDLC
8 16 (12.31%) Test Automation
9 15 (11.54%) Software Engineering
10 12 (9.23%) BDD
10 12 (9.23%) TDD
11 11 (8.46%) Artificial Intelligence
11 11 (8.46%) Data Modelling
11 11 (8.46%) Scrum
12 10 (7.69%) Configuration Management
12 10 (7.69%) Data Integration
12 10 (7.69%) E-Commerce
12 10 (7.69%) Stakeholder Management
12 10 (7.69%) Test Scripting
13 9 (6.92%) Mathematics
Programming Languages
1 47 (36.15%) Java
2 37 (28.46%) SQL
3 24 (18.46%) C#
4 17 (13.08%) Python
5 13 (10.00%) PHP
6 11 (8.46%) Ruby
7 10 (7.69%) R
8 9 (6.92%) JavaScript
9 7 (5.38%) Scala
10 6 (4.62%) T-SQL
11 3 (2.31%) Bash Shell
11 3 (2.31%) C++
12 2 (1.54%) Groovy
12 2 (1.54%) VBA
13 1 (0.77%) Go
13 1 (0.77%) MATLAB
13 1 (0.77%) Shell Script
13 1 (0.77%) XPath
13 1 (0.77%) XQuery
Qualifications
1 12 (9.23%) Degree
2 3 (2.31%) Numerate Degree
2 3 (2.31%) SC Cleared
2 3 (2.31%) Security Cleared
3 2 (1.54%) Microsoft Certification
4 1 (0.77%) Computer Science Degree
4 1 (0.77%) PhD
Quality Assurance & Compliance
1 2 (1.54%) SLA
2 1 (0.77%) Actionable Recommendations
System Software
1 5 (3.85%) Docker
2 1 (0.77%) Apache Flume
Systems Management
1 10 (7.69%) Opscode Chef
1 10 (7.69%) Packer
2 4 (3.08%) Ansible
3 3 (2.31%) Kubernetes
4 2 (1.54%) Rancher
5 1 (0.77%) Grafana
Vendors
1 27 (20.77%) Microsoft
2 13 (10.00%) Red Hat
3 10 (7.69%) VMware
4 3 (2.31%) Google
4 3 (2.31%) Tableau
5 2 (1.54%) Capita
5 2 (1.54%) SAP
6 1 (0.77%) DoubleClick
6 1 (0.77%) IBM
6 1 (0.77%) Informatica
6 1 (0.77%) Lotus
6 1 (0.77%) MuleSoft
6 1 (0.77%) Splunk
6 1 (0.77%) Talend