Period
to 23 January 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 23 January 2018 with a comparison to the same period in the previous 2 years.

Big Data
England > Yorkshire
6 months to
23 Jan 2018
Same period 2017 Same period 2016
Rank 210 198 221
Rank change year-on-year -12 +23 +41
Permanent jobs citing Big Data 102 130 141
As % of all permanent IT jobs advertised in Yorkshire 1.05% 1.21% 1.13%
As % of the Database & Business Intelligence category 3.81% 4.01% 3.31%
Number of salaries quoted 89 129 85
Yorkshire median annual salary £47,500 £55,000 £47,500
Median salary % change year-on-year -13.64% +15.79% +13.10%
10th Percentile £33,760 £39,676 £28,000
90th Percentile £74,000 £82,500 £72,500
England median annual salary £65,000 £62,500 £62,250
% change year-on-year +4.00% +0.40% +8.26%

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 2,679 3,244 4,257
As % of all permanent IT jobs advertised in Yorkshire 27.50% 30.14% 33.98%
Number of salaries quoted 2,331 2,829 3,479
Yorkshire median annual salary £42,500 £40,000 £40,000
Median salary % change year-on-year +6.25% - +6.67%
10th Percentile £27,500 £27,500 £26,750
90th Percentile £58,750 £57,500 £58,750
England median annual salary £50,000 £47,500 £46,230
% change year-on-year +5.26% +2.75% +2.73%

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 23 January 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 23 January 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 -11 69 £47,500 -9.52% 19
North Yorkshire +25 20 £50,000 -14.89%
South Yorkshire +1 10 £42,500 -43.33% 5
Big Data
England

For the 6 months to 23 January 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 43 (42.16%) Agile Software Development
2 25 (24.51%) Analytics
3 24 (23.53%) Java
4 22 (21.57%) DevOps
5 21 (20.59%) Jenkins
5 21 (20.59%) Microsoft
6 20 (19.61%) Business Intelligence
6 20 (19.61%) SQL
7 19 (18.63%) Linux
8 17 (16.67%) Amazon AWS
8 17 (16.67%) Open Source
9 15 (14.71%) C#
10 14 (13.73%) Git (software)
11 13 (12.75%) Ruby
11 13 (12.75%) SQL Server
12 12 (11.76%) Red Hat
12 12 (11.76%) E-Commerce
12 12 (11.76%) TDD
12 12 (11.76%) Finance
12 12 (11.76%) VMware
12 12 (11.76%) Opscode Chef
12 12 (11.76%) BDD
12 12 (11.76%) Red Hat Enterprise Linux
12 12 (11.76%) Packer
13 11 (10.78%) Test Automation
13 11 (10.78%) Software Engineering
13 11 (10.78%) Python
13 11 (10.78%) ETL
14 10 (9.80%) Data Warehouse
14 10 (9.80%) .NET

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 4 (3.92%) Apache Pig
1 4 (3.92%) Apache Spark
2 3 (2.94%) Apache
2 3 (2.94%) SharePoint
3 2 (1.96%) Mule
3 2 (1.96%) SAS
4 1 (0.98%) Jetty
4 1 (0.98%) Tomcat
Applications
1 3 (2.94%) Microsoft Excel
2 2 (1.96%) Adobe Illustrator
2 2 (1.96%) OmniGraffle
2 2 (1.96%) Photoshop
2 2 (1.96%) SPSS
3 1 (0.98%) Chatbot
3 1 (0.98%) MS Visio
Business Applications
1 5 (4.90%) Dynamics CRM
Cloud Services
1 17 (16.67%) Amazon AWS
2 10 (9.80%) GitHub
3 9 (8.82%) Microsoft Azure
4 6 (5.88%) SaaS
5 3 (2.94%) Cortana Intelligence Suite
5 3 (2.94%) Google Cloud Platform
6 2 (1.96%) Azure Data Factory
6 2 (1.96%) IaaS
7 1 (0.98%) Bluemix
7 1 (0.98%) Google Tag Manager
7 1 (0.98%) IBM Cloud
Communications & Networking
1 3 (2.94%) HTTP
2 1 (0.98%) Internet
2 1 (0.98%) SMS
Database & Business Intelligence
1 13 (12.75%) SQL Server
2 10 (9.80%) Data Warehouse
3 8 (7.84%) SQL Server Analysis Services
3 8 (7.84%) SQL Server Integration Services
4 7 (6.86%) Hadoop
4 7 (6.86%) Relational Database
5 6 (5.88%) SQL Server Reporting Services
6 5 (4.90%) BusinessObjects
6 5 (4.90%) Data Mining
6 5 (4.90%) NoSQL
6 5 (4.90%) Power BI
6 5 (4.90%) SAP BW
6 5 (4.90%) SAP HANA
7 4 (3.92%) Apache Hive
7 4 (3.92%) GIS
7 4 (3.92%) Impala
7 4 (3.92%) RDBMS
8 3 (2.94%) Azure SQL Database
8 3 (2.94%) MongoDB
8 3 (2.94%) SQL Server 2016
Development Applications
1 21 (20.59%) Jenkins
2 14 (13.73%) Git (software)
3 9 (8.82%) Cucumber
3 9 (8.82%) Selenium
3 9 (8.82%) SpecFlow
3 9 (8.82%) WebDriver
4 2 (1.96%) Axure RP
4 2 (1.96%) Balsamiq Mockups
5 1 (0.98%) Visual Studio
General
1 12 (11.76%) Finance
2 8 (7.84%) Games
3 7 (6.86%) Marketing
4 4 (3.92%) Financial Institution
4 4 (3.92%) Manufacturing
5 2 (1.96%) Advertising
5 2 (1.96%) Legal
6 1 (0.98%) Retail
6 1 (0.98%) Telecoms
Job Titles
1 13 (12.75%) Architect
1 13 (12.75%) Developer
1 13 (12.75%) DevOps Engineer
2 11 (10.78%) Automation Tester
2 11 (10.78%) Tester
3 10 (9.80%) Data Scientist
4 7 (6.86%) Analyst
4 7 (6.86%) Big Data Manager
5 6 (5.88%) Software Engineer
6 5 (4.90%) Data Analyst
6 5 (4.90%) Data Architect
6 5 (4.90%) Software Architect
7 4 (3.92%) Analytics Manager
7 4 (3.92%) Data Analytics Manager
7 4 (3.92%) DBA
7 4 (3.92%) Development DBA
7 4 (3.92%) Product Manager
7 4 (3.92%) SQL DBA
7 4 (3.92%) Systems Manager
8 3 (2.94%) SQL Server Development DBA
Libraries, Frameworks & Software Standards
1 10 (9.80%) .NET
2 9 (8.82%) Gherkin
3 8 (7.84%) Node.js
4 6 (5.88%) React
4 6 (5.88%) XML
5 5 (4.90%) RESTful
5 5 (4.90%) Web Services
5 5 (4.90%) WSDL
6 4 (3.92%) JSON
6 4 (3.92%) Spring
7 3 (2.94%) .NET Framework
7 3 (2.94%) Apache Thrift
7 3 (2.94%) Guava
7 3 (2.94%) REST
8 2 (1.96%) Django
8 2 (1.96%) JRuby
8 2 (1.96%) Kafka
8 2 (1.96%) NumPy
8 2 (1.96%) Pandas
8 2 (1.96%) PostGIS
Miscellaneous
1 7 (6.86%) Analytical Skills
2 4 (3.92%) Management Information System
2 4 (3.92%) SCADA
3 3 (2.94%) Algorithms
3 3 (2.94%) User Experience
4 2 (1.96%) Client/Server
4 2 (1.96%) Computer Science
4 2 (1.96%) Data Structures
4 2 (1.96%) Mobile App
5 1 (0.98%) e-Learning
5 1 (0.98%) Freedom of Information
5 1 (0.98%) Greenfield Project
5 1 (0.98%) Internet of Things
5 1 (0.98%) NHS
5 1 (0.98%) Social Media
Operating Systems
1 19 (18.63%) Linux
2 12 (11.76%) Red Hat Enterprise Linux
3 5 (4.90%) Unix
4 2 (1.96%) Ubuntu
Processes & Methodologies
1 43 (42.16%) Agile Software Development
2 25 (24.51%) Analytics
3 22 (21.57%) DevOps
4 20 (19.61%) Business Intelligence
5 17 (16.67%) Open Source
6 12 (11.76%) BDD
6 12 (11.76%) E-Commerce
6 12 (11.76%) TDD
7 11 (10.78%) ETL
7 11 (10.78%) Software Engineering
7 11 (10.78%) Test Automation
8 9 (8.82%) Artificial Intelligence
8 9 (8.82%) Configuration Management
8 9 (8.82%) SDLC
8 9 (8.82%) Test Scripting
9 8 (7.84%) Data Analytics
9 8 (7.84%) Stakeholder Management
10 7 (6.86%) Migration
11 6 (5.88%) Asset Management
11 6 (5.88%) Data Modelling
Programming Languages
1 24 (23.53%) Java
2 20 (19.61%) SQL
3 15 (14.71%) C#
4 13 (12.75%) Ruby
5 11 (10.78%) Python
6 9 (8.82%) PHP
7 7 (6.86%) R
8 5 (4.90%) ABAP
9 4 (3.92%) JavaScript
10 3 (2.94%) C++
11 2 (1.96%) MATLAB
11 2 (1.96%) Scala
12 1 (0.98%) Go
12 1 (0.98%) T-SQL
12 1 (0.98%) XAML
12 1 (0.98%) XPath
12 1 (0.98%) XQuery
Qualifications
1 5 (4.90%) Degree
2 4 (3.92%) Microsoft Certification
3 1 (0.98%) PhD
3 1 (0.98%) Postgraduate
3 1 (0.98%) SC Cleared
3 1 (0.98%) Security Cleared
Quality Assurance & Compliance
1 3 (2.94%) GDPR
2 2 (1.96%) ISO/IEC 27001
2 2 (1.96%) SLA
System Software
1 2 (1.96%) Docker
1 2 (1.96%) Virtual Machines
Systems Management
1 12 (11.76%) Opscode Chef
1 12 (11.76%) Packer
2 2 (1.96%) Rancher
Vendors
1 21 (20.59%) Microsoft
2 12 (11.76%) Red Hat
2 12 (11.76%) VMware
3 7 (6.86%) SAP
4 4 (3.92%) Tableau
5 3 (2.94%) Cisco
5 3 (2.94%) Google
5 3 (2.94%) Salesforce.com
5 3 (2.94%) Verint
6 2 (1.96%) Capita
6 2 (1.96%) MuleSoft
7 1 (0.98%) DoubleClick
7 1 (0.98%) IBM