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

Big Data
England > Yorkshire
6 months to
23 Apr 2018
Same period 2017 Same period 2016
Rank 188 223 162
Rank change year-on-year +35 -61 +89
Permanent jobs citing Big Data 139 107 233
As % of all permanent IT jobs advertised in Yorkshire 1.35% 1.01% 1.88%
As % of the Database & Business Intelligence category 4.85% 3.15% 5.51%
Number of salaries quoted 114 109 141
Yorkshire median annual salary £53,750 £55,000 £55,000
Median salary % change year-on-year -2.27% - -10.15%
10th Percentile £37,500 £32,500 £33,750
90th Percentile £70,000 £82,500 £80,000
England median annual salary £65,000 £62,500 £60,000
% 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 2,864 3,394 4,230
As % of all permanent IT jobs advertised in Yorkshire 27.72% 31.98% 34.21%
Number of salaries quoted 2,508 2,958 3,462
Yorkshire median annual salary £42,500 £40,000 £40,000
Median salary % change year-on-year +6.25% - +3.90%
10th Percentile £27,500 £26,750 £26,875
90th Percentile £60,000 £58,750 £57,500
England median annual salary £50,000 £47,500 £47,500
% 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 23 April 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 April 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 +21 100 £47,500 -13.64% 15
South Yorkshire +12 23 £55,000 -8.33% 7
North Yorkshire +5 5 £50,000 +42.86%
Big Data
England

For the 6 months to 23 April 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 73 (52.52%) Agile Software Development
2 47 (33.81%) Analytics
3 45 (32.37%) Amazon AWS
4 44 (31.65%) Data Science
5 36 (25.90%) Business Intelligence
5 36 (25.90%) Microsoft
6 33 (23.74%) Finance
6 33 (23.74%) Hadoop
7 32 (23.02%) Microsoft Azure
8 31 (22.30%) Java
8 31 (22.30%) SDLC
9 30 (21.58%) ETL
10 29 (20.86%) Apache Spark
11 26 (18.71%) Linux
11 26 (18.71%) Jenkins
12 25 (17.99%) DevOps
12 25 (17.99%) Kafka
12 25 (17.99%) Red Hat Enterprise Linux
12 25 (17.99%) Red Hat
13 23 (16.55%) Data Analytics
14 22 (15.83%) BDD
14 22 (15.83%) TDD
15 21 (15.11%) Open Source
16 20 (14.39%) Enterprise Architecture
16 20 (14.39%) Software Engineering
17 19 (13.67%) Python
17 19 (13.67%) SQL
17 19 (13.67%) Data Integration
17 19 (13.67%) Apache Hive
18 18 (12.95%) Git (software)

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 29 (20.86%) Apache Spark
2 5 (3.60%) Elasticsearch
3 4 (2.88%) Apache Pig
3 4 (2.88%) Apache Solr
4 2 (1.44%) Apache
4 2 (1.44%) Mule
4 2 (1.44%) SAS
5 1 (0.72%) Confluence
Applications
1 2 (1.44%) Microsoft Excel
1 2 (1.44%) MS Visio
1 2 (1.44%) SPSS
Business Applications
1 11 (7.91%) Dynamics CRM
Cloud Services
1 45 (32.37%) Amazon AWS
2 32 (23.02%) Microsoft Azure
3 10 (7.19%) GitHub
4 4 (2.88%) Azure Data Factory
5 3 (2.16%) Google Cloud Platform
6 2 (1.44%) Cortana Intelligence Suite
6 2 (1.44%) IaaS
7 1 (0.72%) Bluemix
7 1 (0.72%) Cloud Computing
7 1 (0.72%) IBM Cloud
Communications & Networking
1 2 (1.44%) SMS
2 1 (0.72%) Internet
2 1 (0.72%) VPN
Database & Business Intelligence
1 33 (23.74%) Hadoop
2 19 (13.67%) Apache Hive
3 17 (12.23%) Data Lake
3 17 (12.23%) Data Warehouse
4 15 (10.79%) QlikView
5 14 (10.07%) Apache Cassandra
6 13 (9.35%) MongoDB
7 10 (7.19%) HBase
7 10 (7.19%) Impala
7 10 (7.19%) SQL Server
8 9 (6.47%) SQL Server Analysis Services
8 9 (6.47%) SQL Server Integration Services
9 7 (5.04%) NoSQL
9 7 (5.04%) SQL Server Reporting Services
10 6 (4.32%) MOLAP
10 6 (4.32%) OLAP
10 6 (4.32%) ROLAP
10 6 (4.32%) Sqoop
11 5 (3.60%) BusinessObjects
11 5 (3.60%) SAP HANA
Development Applications
1 26 (18.71%) Jenkins
2 18 (12.95%) Git (software)
3 8 (5.76%) Cucumber
3 8 (5.76%) Selenium
3 8 (5.76%) SpecFlow
3 8 (5.76%) WebDriver
4 4 (2.88%) Subversion
5 2 (1.44%) Visual Studio
6 1 (0.72%) Atlassian Bamboo
6 1 (0.72%) Bitbucket
6 1 (0.72%) JIRA
6 1 (0.72%) Sonatype Nexus
General
1 33 (23.74%) Finance
2 13 (9.35%) Banking
3 7 (5.04%) Games
3 7 (5.04%) Legal
4 6 (4.32%) Telecoms
5 4 (2.88%) Financial Institution
6 3 (2.16%) Retail Banking
7 2 (1.44%) Advertising
Job Titles
1 57 (41.01%) Architect
2 19 (13.67%) Data Architect
3 17 (12.23%) Business Intelligence Architect
4 16 (11.51%) Solutions Architect
5 14 (10.07%) Data Engineer
6 13 (9.35%) Developer
6 13 (9.35%) DevOps Engineer
7 12 (8.63%) Business Architect
8 11 (7.91%) Technical Architect
9 10 (7.19%) Big Data Engineer
10 8 (5.76%) Automation Tester
10 8 (5.76%) Data Scientist
10 8 (5.76%) Tester
11 7 (5.04%) Business Intelligence Solutions Architect
12 6 (4.32%) Business Solution Architect
12 6 (4.32%) Presales Solution Architect
12 6 (4.32%) Software Engineer
13 5 (3.60%) Analyst
13 5 (3.60%) Big Data Architect
13 5 (3.60%) Lead Architect
Libraries, Frameworks & Software Standards
1 25 (17.99%) Kafka
2 14 (10.07%) XML
3 12 (8.63%) Web Services
4 10 (7.19%) .NET
5 9 (6.47%) RESTful
6 8 (5.76%) Gherkin
6 8 (5.76%) WSDL
7 7 (5.04%) JSON
7 7 (5.04%) REST
8 6 (4.32%) SOAP
8 6 (4.32%) XSD
9 5 (3.60%) Node.js
9 5 (3.60%) React
10 4 (2.88%) Apache Tez
10 4 (2.88%) PySpark
11 2 (1.44%) .NET Framework
11 2 (1.44%) OpenGL
11 2 (1.44%) WPF
12 1 (0.72%) ggplot
12 1 (0.72%) Spring
Miscellaneous
1 6 (4.32%) e-Learning
1 6 (4.32%) Replication
1 6 (4.32%) Taxonomies
2 5 (3.60%) Algorithms
3 4 (2.88%) Analytical Skills
4 3 (2.16%) Client/Server
4 3 (2.16%) Fintech
5 2 (1.44%) Freedom of Information
5 2 (1.44%) Management Information System
5 2 (1.44%) NHS
5 2 (1.44%) User Experience
6 1 (0.72%) Enterprise Software
6 1 (0.72%) Internet of Things
Operating Systems
1 26 (18.71%) Linux
2 25 (17.99%) Red Hat Enterprise Linux
Processes & Methodologies
1 73 (52.52%) Agile Software Development
2 47 (33.81%) Analytics
3 44 (31.65%) Data Science
4 36 (25.90%) Business Intelligence
5 31 (22.30%) SDLC
6 30 (21.58%) ETL
7 25 (17.99%) DevOps
8 23 (16.55%) Data Analytics
9 22 (15.83%) BDD
9 22 (15.83%) TDD
10 21 (15.11%) Open Source
11 20 (14.39%) Enterprise Architecture
11 20 (14.39%) Software Engineering
12 19 (13.67%) Data Integration
13 18 (12.95%) Artificial Intelligence
14 17 (12.23%) Data Modelling
14 17 (12.23%) Scrum
14 17 (12.23%) Technical Architecture
15 15 (10.79%) CRM
16 13 (9.35%) E-Commerce
Programming Languages
1 31 (22.30%) Java
2 19 (13.67%) Python
2 19 (13.67%) SQL
3 16 (11.51%) R
4 14 (10.07%) Ruby
5 12 (8.63%) C#
6 6 (4.32%) PHP
6 6 (4.32%) Scala
7 5 (3.60%) ABAP
8 3 (2.16%) JavaScript
8 3 (2.16%) MATLAB
9 2 (1.44%) C++
9 2 (1.44%) XAML
10 1 (0.72%) Bash Shell
10 1 (0.72%) Go
10 1 (0.72%) Java 8
10 1 (0.72%) Shell Script
10 1 (0.72%) T-SQL
10 1 (0.72%) XPath
10 1 (0.72%) XQuery
Qualifications
1 16 (11.51%) Degree
2 7 (5.04%) AWS Certification
3 4 (2.88%) CEH
3 4 (2.88%) CISA
3 4 (2.88%) CISM
3 4 (2.88%) CISSP
3 4 (2.88%) CompTIA Security+
3 4 (2.88%) CSSLP
3 4 (2.88%) GIAC
3 4 (2.88%) SANS
3 4 (2.88%) SSCP
4 2 (1.44%) Microsoft Certification
5 1 (0.72%) PhD
5 1 (0.72%) Postgraduate
Quality Assurance & Compliance
1 12 (8.63%) GDPR
2 3 (2.16%) Data Quality
2 3 (2.16%) ISO/IEC 27001
3 1 (0.72%) GCP
System Software
1 10 (7.19%) HDFS
2 6 (4.32%) Apache Flume
3 2 (1.44%) Virtual Machines
4 1 (0.72%) Docker
Systems Management
1 13 (9.35%) Opscode Chef
1 13 (9.35%) Packer
2 6 (4.32%) Oozie
3 4 (2.88%) Ansible
4 3 (2.16%) Puppet
5 1 (0.72%) Kubernetes
5 1 (0.72%) Terraform
Vendors
1 36 (25.90%) Microsoft
2 25 (17.99%) Red Hat
3 13 (9.35%) VMware
4 12 (8.63%) Cisco
4 12 (8.63%) IBM
5 11 (7.91%) Salesforce.com
5 11 (7.91%) Verint
6 5 (3.60%) Capita
6 5 (3.60%) Cloudera
6 5 (3.60%) SAP
7 3 (2.16%) CA Agile Central
7 3 (2.16%) Google
7 3 (2.16%) Tableau
8 2 (1.44%) MuleSoft
9 1 (0.72%) SaltStack