Period
to 17 July 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 17 July 2018 with a comparison to the same period in the previous 2 years.

Big Data
England > Yorkshire
6 months to
17 Jul 2018
Same period 2017 Same period 2016
Rank 189 189 161
Rank change year-on-year 0 -28 +107
Permanent jobs citing Big Data 124 145 223
As % of all permanent IT jobs advertised in Yorkshire 1.28% 1.35% 1.85%
As % of the Database & Business Intelligence category 4.55% 4.10% 5.89%
Number of salaries quoted 103 129 156
Yorkshire median annual salary £55,000 £50,000 £55,000
Median salary % change year-on-year +10.00% -9.09% -10.15%
10th Percentile £37,500 £32,500 £35,625
90th Percentile £74,750 £70,000 £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 2,724 3,537 3,786
As % of all permanent IT jobs advertised in Yorkshire 28.04% 33.03% 31.41%
Number of salaries quoted 2,320 3,075 3,149
Yorkshire median annual salary £42,500 £40,000 £40,000
Median salary % change year-on-year +6.25% - +2.56%
10th Percentile £27,500 £26,750 £26,500
90th Percentile £60,000 £60,000 £58,750
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 17 July 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 17 July 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 +5 90 £52,500 - 14
South Yorkshire +8 20 £55,000 - 2
North Yorkshire +2 4 £42,500 +13.33%
Big Data
England

For the 6 months to 17 July 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 69 (55.65%) Agile Software Development
2 50 (40.32%) Analytics
3 48 (38.71%) Amazon AWS
4 42 (33.87%) Finance
5 37 (29.84%) Hadoop
6 34 (27.42%) Data Science
7 33 (26.61%) Microsoft Azure
7 33 (26.61%) Java
8 32 (25.81%) Business Intelligence
9 31 (25.00%) Apache Spark
9 31 (25.00%) SDLC
10 30 (24.19%) Kafka
11 29 (23.39%) Microsoft
11 29 (23.39%) Python
12 26 (20.97%) ETL
13 25 (20.16%) Data Analytics
14 24 (19.35%) DevOps
14 24 (19.35%) Enterprise Architecture
14 24 (19.35%) Degree
15 22 (17.74%) SQL
15 22 (17.74%) Linux
16 21 (16.94%) Software Engineering
17 19 (15.32%) Stakeholder Management
17 19 (15.32%) XML
17 19 (15.32%) Red Hat
17 19 (15.32%) QlikView
18 18 (14.52%) TDD
18 18 (14.52%) Red Hat Enterprise Linux
18 18 (14.52%) Scrum
19 17 (13.71%) OO

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 31 (25.00%) Apache Spark
2 5 (4.03%) Elasticsearch
3 4 (3.23%) Apache Solr
4 3 (2.42%) Apache
4 3 (2.42%) Oracle SOA Suite
5 2 (1.61%) Apache Pig
5 2 (1.61%) CMS
5 2 (1.61%) Skype for Business
6 1 (0.81%) Confluence
6 1 (0.81%) Tomcat
6 1 (0.81%) WildFly
Applications
1 2 (1.61%) Microsoft Excel
2 1 (0.81%) MS Visio
Business Applications
1 10 (8.06%) Dynamics CRM
Cloud Services
1 48 (38.71%) Amazon AWS
2 33 (26.61%) Microsoft Azure
3 3 (2.42%) GitHub
3 3 (2.42%) Google Cloud Platform
3 3 (2.42%) Office 365
4 2 (1.61%) Amazon EMR
4 2 (1.61%) Amazon S3
4 2 (1.61%) Azure Data Factory
4 2 (1.61%) Cloud Computing
4 2 (1.61%) IaaS
4 2 (1.61%) PaaS
4 2 (1.61%) Serverless
5 1 (0.81%) Amazon EC2
5 1 (0.81%) Amazon Kinesis
5 1 (0.81%) AWS Lambda
Communications & Networking
1 2 (1.61%) DNS
1 2 (1.61%) Fibre Channel
2 1 (0.81%) Internet
2 1 (0.81%) Kerberos
2 1 (0.81%) SMS
2 1 (0.81%) VPN
Database & Business Intelligence
1 37 (29.84%) Hadoop
2 19 (15.32%) QlikView
3 17 (13.71%) Apache Hive
4 15 (12.10%) Data Lake
5 14 (11.29%) Apache Cassandra
5 14 (11.29%) MongoDB
6 12 (9.68%) Data Warehouse
7 10 (8.06%) HBase
7 10 (8.06%) Riak
8 9 (7.26%) NoSQL
8 9 (7.26%) SQL Server
8 9 (7.26%) SQL Server Reporting Services
9 7 (5.65%) Power BI
9 7 (5.65%) Redis
9 7 (5.65%) Sqoop
10 6 (4.84%) Impala
10 6 (4.84%) OLAP
10 6 (4.84%) ROLAP
10 6 (4.84%) SQL Server Analysis Services
10 6 (4.84%) SQL Server Integration Services
Development Applications
1 16 (12.90%) Jenkins
2 13 (10.48%) Git (software)
3 4 (3.23%) JIRA
3 4 (3.23%) Subversion
4 3 (2.42%) Maven
5 1 (0.81%) Atlassian Bamboo
5 1 (0.81%) Bitbucket
5 1 (0.81%) Cucumber
5 1 (0.81%) JUnit
5 1 (0.81%) Selenium
5 1 (0.81%) Sonatype Nexus
5 1 (0.81%) SpecFlow
5 1 (0.81%) Visual Studio
5 1 (0.81%) WebDriver
General
1 42 (33.87%) Finance
2 16 (12.90%) Banking
3 6 (4.84%) Legal
3 6 (4.84%) Telecoms
4 5 (4.03%) Retail Banking
5 3 (2.42%) Retail
6 1 (0.81%) Financial Institution
Job Titles
1 59 (47.58%) Architect
2 25 (20.16%) Developer
3 20 (16.13%) Solutions Architect
4 16 (12.90%) Business Intelligence Architect
5 15 (12.10%) Data Architect
6 14 (11.29%) Data Engineer
7 12 (9.68%) Business Architect
7 12 (9.68%) Technical Architect
8 11 (8.87%) Python Developer
9 10 (8.06%) Big Data Engineer
10 6 (4.84%) Business Intelligence Solutions Architect
10 6 (4.84%) Business Solution Architect
10 6 (4.84%) DevOps Engineer
10 6 (4.84%) Presales Solution Architect
11 5 (4.03%) Security Architect
12 4 (3.23%) Big Data Architect
12 4 (3.23%) Cloud Architect
12 4 (3.23%) Java Developer
12 4 (3.23%) Lead Architect
12 4 (3.23%) Security Technical Architect
Libraries, Frameworks & Software Standards
1 30 (24.19%) Kafka
2 19 (15.32%) XML
3 16 (12.90%) Web Services
4 15 (12.10%) .NET
5 12 (9.68%) RESTful
6 11 (8.87%) WSDL
7 9 (7.26%) REST
8 6 (4.84%) JSON
8 6 (4.84%) SOAP
8 6 (4.84%) XSD
9 4 (3.23%) Apache Tez
9 4 (3.23%) ASP.NET
9 4 (3.23%) Middleware
9 4 (3.23%) Node.js
9 4 (3.23%) PySpark
10 3 (2.42%) AngularJS
10 3 (2.42%) Elastic Stack
10 3 (2.42%) Memcached
10 3 (2.42%) WPF
11 2 (1.61%) LINQ
Miscellaneous
1 7 (5.65%) e-Learning
2 6 (4.84%) Algorithms
2 6 (4.84%) Replication
2 6 (4.84%) Taxonomies
3 5 (4.03%) Fintech
4 4 (3.23%) Mobile App
5 3 (2.42%) Analytical Skills
5 3 (2.42%) User Experience
6 2 (1.61%) Virtual Team
7 1 (0.81%) Client/Server
7 1 (0.81%) Cloud Native
7 1 (0.81%) Computer Science
7 1 (0.81%) Enterprise Cloud
7 1 (0.81%) Enterprise Software
7 1 (0.81%) Freedom of Information
7 1 (0.81%) Internet of Things
7 1 (0.81%) Linux Command Line
7 1 (0.81%) Management Information System
7 1 (0.81%) NHS
7 1 (0.81%) Smartphone
Operating Systems
1 22 (17.74%) Linux
2 18 (14.52%) Red Hat Enterprise Linux
3 2 (1.61%) Apple iOS
3 2 (1.61%) Windows
4 1 (0.81%) Android
4 1 (0.81%) CentOS
4 1 (0.81%) Ubuntu
4 1 (0.81%) Unix
Processes & Methodologies
1 69 (55.65%) Agile Software Development
2 50 (40.32%) Analytics
3 34 (27.42%) Data Science
4 32 (25.81%) Business Intelligence
5 31 (25.00%) SDLC
6 26 (20.97%) ETL
7 25 (20.16%) Data Analytics
8 24 (19.35%) DevOps
8 24 (19.35%) Enterprise Architecture
9 21 (16.94%) Software Engineering
10 19 (15.32%) Stakeholder Management
11 18 (14.52%) Scrum
11 18 (14.52%) TDD
12 17 (13.71%) Data Integration
12 17 (13.71%) OO
13 16 (12.90%) Technical Architecture
14 15 (12.10%) Performance Tuning
14 15 (12.10%) SOA
15 14 (11.29%) BDD
16 13 (10.48%) Product Management
Programming Languages
1 33 (26.61%) Java
2 29 (23.39%) Python
3 22 (17.74%) SQL
4 15 (12.10%) R
5 7 (5.65%) JavaScript
5 7 (5.65%) Scala
6 6 (4.84%) C#
6 6 (4.84%) Ruby
7 5 (4.03%) T-SQL
8 4 (3.23%) Java 8
9 2 (1.61%) MATLAB
9 2 (1.61%) PL/SQL
9 2 (1.61%) PowerShell
9 2 (1.61%) VB
9 2 (1.61%) VB.NET
9 2 (1.61%) VBA
10 1 (0.81%) Apple Swift
10 1 (0.81%) Objective-C
10 1 (0.81%) Shell Script
10 1 (0.81%) XAML
Qualifications
1 24 (19.35%) Degree
2 7 (5.65%) AWS Certification
3 5 (4.03%) CEH
3 5 (4.03%) CISA
3 5 (4.03%) CISM
3 5 (4.03%) CISSP
3 5 (4.03%) CompTIA Security+
3 5 (4.03%) CSSLP
3 5 (4.03%) GIAC
3 5 (4.03%) SANS
3 5 (4.03%) SSCP
4 1 (0.81%) DBS Check
4 1 (0.81%) ITIL Certification
4 1 (0.81%) ITIL Foundation Certificate
Quality Assurance & Compliance
1 11 (8.87%) GDPR
2 3 (2.42%) Data Quality
3 2 (1.61%) ISO/IEC 27001
3 2 (1.61%) QA
4 1 (0.81%) GCP
4 1 (0.81%) PCI DSS
System Software
1 12 (9.68%) HDFS
2 6 (4.84%) Apache Flume
3 2 (1.61%) Active Directory
3 2 (1.61%) VMware Infrastructure
4 1 (0.81%) Docker
Systems Management
1 8 (6.45%) Oozie
2 6 (4.84%) Opscode Chef
2 6 (4.84%) Packer
3 5 (4.03%) Ansible
4 4 (3.23%) Puppet
5 1 (0.81%) Kubernetes
5 1 (0.81%) Terraform
5 1 (0.81%) Xymon
5 1 (0.81%) ZABBIX
Vendors
1 29 (23.39%) Microsoft
2 19 (15.32%) Red Hat
3 11 (8.87%) Capita
3 11 (8.87%) Cisco
3 11 (8.87%) IBM
4 10 (8.06%) Salesforce.com
4 10 (8.06%) Verint
5 8 (6.45%) VMware
6 7 (5.65%) Oracle
7 6 (4.84%) Google
8 5 (4.03%) Cloudera
8 5 (4.03%) Tableau
9 3 (2.42%) CA Agile Central
10 2 (1.61%) Avaya
10 2 (1.61%) Brocade
10 2 (1.61%) Citrix
10 2 (1.61%) Dell
10 2 (1.61%) Xamarin
11 1 (0.81%) SaltStack