The following table provides summary statistics for permanent job vacancies advertised in West 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 3 months to 22 March 2017 with a comparison to the same period in the previous 2 years.

3 months to
22 Mar 2017
Same period 2016 Same period 2015
Big Data
Yorkshire / West Yorkshire
Rank 143 96 143
Rank change year-on-year -47 +47  
Permanent jobs citing Big Data 43 119 73
As % of all permanent IT jobs advertised in West Yorkshire 1.20% 2.70% 1.46%
As % of the Database & Business Intelligence category 3.77% 7.67% 4.59%
Number of salaries quoted 38 71 51
Median salary £55,000 £55,000 £55,000
90% offered a salary of more than £40,250 £42,500 £35,000
10% offered a salary of more than £80,750 £70,000 £61,215
UK excluding London median salary £55,000 £50,000 £52,500
% change year-on-year +10.00% -4.76%  

Big Data is in the database and business intelligence skills category. The next table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in West Yorkshire with a requirement for database and business intelligence skills.

Database & Business Intelligence Skills
West Yorkshire
Permanent job vacancies with a requirement for database and business intelligence skills 1141 1552 1589
As % of all permanent IT job vacancies advertised in West Yorkshire 31.96% 35.26% 31.89%
Number of salaries quoted 1021 1258 1317
Median salary £42,500 £40,000 £38,500
Median salary % change year-on-year +6.25% +3.89%  
90% offered a salary of more than £30,000 £30,900 £29,500
10% offered a salary of more than £55,000 £52,500 £56,000
UK excluding London median salary £42,500 £42,500 £40,000
% change year-on-year - +6.25%  

Big Data
Job Vacancy Trend in West Yorkshire

The job posting trend of jobs advertised in West Yorkshire citing Big Data as a proportion of all permanent or contract IT jobs with a match in the Database & Business Intelligence category.

Job vacancy trend for Big Data in West Yorkshire

Big Data
Salary Trend in West Yorkshire

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Big Data in West Yorkshire.

Salary trend for Big Data in West Yorkshire

Big Data
Salary Histogram in West Yorkshire

The salary distribution of IT jobs citing Big Data in West Yorkshire over the 3 months to 22 March 2017.

Salary histogram for Big Data in West Yorkshire

Big Data
Job Locations in West 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 West Yorkshire region over the 3 months to 22 March 2017. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 3 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Last 3 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Leeds -37 36 £55,000 - 13
Bradford +4 4 £67,500 +50.00%
Halifax - 1 - -
Hebden Bridge - 1 £52,500 -
Big Data
Yorkshire

Big Data
Top 30 Related IT Skills in West Yorkshire

For the 6 months to 22 March 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 West Yorkshire region with a requirement for Big Data.

1 41 (50.00%) Business Intelligence
2 38 (46.34%) SQL
3 32 (39.02%) Java
4 27 (32.93%) Agile Software Development
4 27 (32.93%) Hadoop
5 26 (31.71%) SQL Server
6 25 (30.49%) ETL
6 25 (30.49%) Analytics
7 22 (26.83%) Data Warehouse
8 21 (25.61%) Microsoft
9 19 (23.17%) Data Modelling
9 19 (23.17%) SQL Server Analysis Services
9 19 (23.17%) SQL Server 2016
10 17 (20.73%) C#
10 17 (20.73%) Data Management
10 17 (20.73%) Stakeholder Management
11 16 (19.51%) Microsoft Azure
12 15 (18.29%) Amazon AWS
12 15 (18.29%) SQL Server Integration Services
12 15 (18.29%) JavaScript
12 15 (18.29%) XML
13 14 (17.07%) MySQL
14 13 (15.85%) Python
14 13 (15.85%) Apache Spark
15 12 (14.63%) NoSQL
15 12 (14.63%) Machine Learning
15 12 (14.63%) Oracle
16 11 (13.41%) RDBMS
16 11 (13.41%) DevOps
16 11 (13.41%) Relational Database

Big Data
Top Related IT Skills in West 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 13 (15.85%) Apache Spark
2 4 (4.88%) Apache
2 4 (4.88%) Apache Solr
2 4 (4.88%) Elasticsearch
2 4 (4.88%) SAS
3 3 (3.66%) Tomcat
4 2 (2.44%) Oracle SOA Suite
Applications
1 8 (9.76%) MS Excel
2 4 (4.88%) SPSS
3 3 (3.66%) MS PowerPoint
4 2 (2.44%) MS Office
5 1 (1.22%) Adobe Creative Suite
5 1 (1.22%) InVision
Business Applications
1 2 (2.44%) Oracle EBS
Cloud Services
1 16 (19.51%) Microsoft Azure
2 15 (18.29%) Amazon AWS
3 1 (1.22%) Google Analytics
3 1 (1.22%) SaaS
Communications & Networking
1 1 (1.22%) HTTP
1 1 (1.22%) Internet
1 1 (1.22%) SMTP
1 1 (1.22%) SSL
Database & Business Intelligence
1 27 (32.93%) Hadoop
2 26 (31.71%) SQL Server
3 22 (26.83%) Data Warehouse
4 19 (23.17%) SQL Server 2016
4 19 (23.17%) SQL Server Analysis Services
5 15 (18.29%) SQL Server Integration Services
6 14 (17.07%) MySQL
7 12 (14.63%) NoSQL
8 11 (13.41%) RDBMS
8 11 (13.41%) Relational Database
9 10 (12.20%) SQL Server 2014
10 8 (9.76%) Apache Hive
10 8 (9.76%) SQL Server Reporting Services
11 7 (8.54%) OLAP
12 4 (4.88%) OLAP Cube
12 4 (4.88%) Oracle Database
12 4 (4.88%) SQL Server 2012
13 3 (3.66%) BusinessObjects
13 3 (3.66%) Data Mining
13 3 (3.66%) MongoDB
Development Applications
1 9 (10.98%) Git (software)
2 5 (6.10%) Jenkins
3 3 (3.66%) Maven
4 2 (2.44%) Gradle
5 1 (1.22%) Axure RP
5 1 (1.22%) Fiddler
5 1 (1.22%) gulp
5 1 (1.22%) ReSharper
5 1 (1.22%) Team Foundation Server
5 1 (1.22%) Visual Studio
General
1 9 (10.98%) Finance
2 6 (7.32%) Advertising
2 6 (7.32%) Games
2 6 (7.32%) Retail
3 5 (6.10%) Marketing
4 4 (4.88%) Banking
5 1 (1.22%) Law
Job Titles
1 33 (40.24%) Developer
2 16 (19.51%) Business Intelligence Developer
3 13 (15.85%) ETL Developer
4 12 (14.63%) Java Developer
5 11 (13.41%) Senior Developer
6 10 (12.20%) Architect
7 8 (9.76%) Analyst
8 7 (8.54%) Consultant
8 7 (8.54%) Head of Business Intelligence
9 6 (7.32%) Head of Analytics
9 6 (7.32%) Senior Java Developer
10 5 (6.10%) Agile Developer
10 5 (6.10%) Agile Java Developer
10 5 (6.10%) Big Data Developer
10 5 (6.10%) DevOps Engineer
10 5 (6.10%) Senior Agile Developer
10 5 (6.10%) Senior Agile Java Developer
10 5 (6.10%) Senior Business Intelligence Developer
10 5 (6.10%) Technical Leader
11 4 (4.88%) Cloud Architect
Libraries, Frameworks & Software Standards
1 15 (18.29%) XML
2 9 (10.98%) HTML
2 9 (10.98%) Node.js
3 8 (9.76%) React
4 7 (8.54%) Spring
4 7 (8.54%) Web Services
5 6 (7.32%) CSS
5 6 (7.32%) CSS3
5 6 (7.32%) HTML5
5 6 (7.32%) REST
6 4 (4.88%) .NET
6 4 (4.88%) J2EE
7 3 (3.66%) JSP
7 3 (3.66%) RESTful
8 2 (2.44%) Elastic Stack
8 2 (2.44%) Grails
8 2 (2.44%) Kafka
8 2 (2.44%) Lucene
8 2 (2.44%) Redux
9 1 (1.22%) WCF
Miscellaneous
1 10 (12.20%) Analytical Skills
2 5 (6.10%) Credit Risk
3 4 (4.88%) Computer Science
4 3 (3.66%) Algorithms
4 3 (3.66%) Data Centre
4 3 (3.66%) Data Structures
4 3 (3.66%) iPad
5 1 (1.22%) User Experience
Operating Systems
1 7 (8.54%) Linux
2 4 (4.88%) Red Hat Enterprise Linux
2 4 (4.88%) Windows
3 3 (3.66%) Unix
4 1 (1.22%) Windows 10
4 1 (1.22%) Windows 8
4 1 (1.22%) Windows Server
Processes & Methodologies
1 41 (50.00%) Business Intelligence
2 27 (32.93%) Agile Software Development
3 25 (30.49%) Analytics
3 25 (30.49%) ETL
4 19 (23.17%) Data Modelling
5 17 (20.73%) Data Management
5 17 (20.73%) Stakeholder Management
6 12 (14.63%) Machine Learning
7 11 (13.41%) DevOps
8 10 (12.20%) Business Analytics
8 10 (12.20%) Data Integration
8 10 (12.20%) Software Engineering
9 9 (10.98%) Low Latency
9 9 (10.98%) Master Data Management
10 8 (9.76%) Continuous Improvement
10 8 (9.76%) Risk Analytics
11 6 (7.32%) Data Analytics
11 6 (7.32%) Inmon Methodology
11 6 (7.32%) Kimball Methodology
11 6 (7.32%) Open Source
Programming Languages
1 38 (46.34%) SQL
2 32 (39.02%) Java
3 17 (20.73%) C#
4 15 (18.29%) JavaScript
5 13 (15.85%) Python
6 8 (9.76%) C
6 8 (9.76%) T-SQL
7 7 (8.54%) Scala
8 4 (4.88%) Data Analysis Expressions (DAX)
8 4 (4.88%) Ruby
9 3 (3.66%) R
9 3 (3.66%) VBA
10 2 (2.44%) Shell Script
11 1 (1.22%) C++
11 1 (1.22%) Go
11 1 (1.22%) PL/SQL
11 1 (1.22%) TypeScript
Qualifications
1 4 (4.88%) Degree
2 3 (3.66%) PhD
Quality Assurance & Compliance
1 4 (4.88%) IFRS
1 4 (4.88%) IFRS 9
System Software
1 3 (3.66%) VMware Infrastructure
2 2 (2.44%) Apache Flume
3 1 (1.22%) Apache ZooKeeper
3 1 (1.22%) Docker
3 1 (1.22%) HDFS
Systems Management
1 7 (8.54%) Opscode Chef
2 4 (4.88%) Packer
2 4 (4.88%) Puppet
3 3 (3.66%) Icinga
3 3 (3.66%) vRealize
4 2 (2.44%) Kibana
4 2 (2.44%) logstash
4 2 (2.44%) Oozie
5 1 (1.22%) Terraform
Vendors
1 21 (25.61%) Microsoft
2 12 (14.63%) Oracle
3 10 (12.20%) Splunk
4 7 (8.54%) Tableau
4 7 (8.54%) VMware
5 5 (6.10%) Red Hat
6 3 (3.66%) Cisco
6 3 (3.66%) Dell
6 3 (3.66%) EMC
6 3 (3.66%) ServiceNow
7 2 (2.44%) Apple
7 2 (2.44%) Google
8 1 (1.22%) Adobe
8 1 (1.22%) Cloudera
8 1 (1.22%) Omniture
8 1 (1.22%) SaltStack
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