Period
to 18 October 2017

The following table provides summary statistics for permanent job vacancies advertised in West Yorkshire with a requirement for Data Modelling skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Modelling over the 6 months to 18 October 2017 with a comparison to the same period in the previous 2 years.

Data Modelling
Yorkshire > West Yorkshire
6 months to
18 Oct 2017
Same period 2016 Same period 2015
Rank 100 151 140
Rank change year-on-year +51 -11 +3
Permanent jobs citing Data Modelling 175 143 194
As % of all permanent IT jobs advertised in West Yorkshire 2.68% 1.85% 2.07%
As % of the Processes & Methodologies category 2.92% 2.02% 2.28%
Number of salaries quoted 157 128 156
West Yorkshire median annual salary £50,000 £45,000 £50,000
Median salary % change year-on-year +11.11% -10.00% +11.11%
10th Percentile £34,250 £26,750 £35,000
90th Percentile £67,500 £62,500 £67,500
Yorkshire median annual salary £50,000 £45,000 £50,000
% change year-on-year +11.11% -10.00% +11.11%

Data Modelling is in the Processes and Methodologies category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in West Yorkshire with a requirement for process or methodology skills.

All Process and Methodology Skills
West Yorkshire
Permanent vacancies with a requirement for process or methodology skills 6001 7076 8503
As % of all permanent IT jobs advertised in West Yorkshire 91.98% 91.36% 90.89%
Number of salaries quoted 5062 5983 6719
West Yorkshire median annual salary £42,500 £42,500 £40,000
Median salary % change year-on-year - +6.25% -
10th Percentile £26,750 £26,250 £26,250
90th Percentile £62,500 £63,750 £60,000
Yorkshire median annual salary £42,500 £40,000 £40,000
% change year-on-year +6.25% - +1.27%

Data Modelling
Job Vacancy Trend in West Yorkshire

Job postings citing Data Modelling as a percentage of all IT jobs advertised in West Yorkshire.

Job vacancy trend for Data Modelling in West Yorkshire

Data Modelling
Salary Trend in West Yorkshire

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

Salary trend for Data Modelling in West Yorkshire

Data Modelling
Salary Histogram in West Yorkshire

The salary distribution of IT jobs citing Data Modelling in West Yorkshire over the 6 months to 18 October 2017.

Salary histogram for Data Modelling in West Yorkshire

Data Modelling
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 Data Modelling within the West Yorkshire region over the 6 months to 18 October 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
Leeds +35 143 £50,000 +11.11% 13
Bradford +13 23 £50,000 +11.11%
Halifax +22 2 £70,000 - 1
Bingley - 2 £37,500 -
Wakefield +12 1 £35,000 +22.81%
Huddersfield - 1 £18,000 -
Brighouse - 1 £45,000 -
Data Modelling
Yorkshire

For the 6 months to 18 October 2017, IT jobs citing Data Modelling 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 Data Modelling.

1 100 (57.14%) Data Warehouse
2 98 (56.00%) SQL
3 92 (52.57%) Business Intelligence
4 80 (45.71%) SQL Server
5 72 (41.14%) SQL Server Integration Services
6 69 (39.43%) SQL Server Reporting Services
7 68 (38.86%) SQL Server Analysis Services
7 68 (38.86%) ETL
8 57 (32.57%) Microsoft
9 50 (28.57%) Analytical Skills
10 49 (28.00%) T-SQL
11 39 (22.29%) Analytics
12 37 (21.14%) Agile Software Development
13 30 (17.14%) Data Mining
14 28 (16.00%) Finance
14 28 (16.00%) Visualisation
15 25 (14.29%) SQL Server 2012
15 25 (14.29%) Data Visualisation
16 24 (13.71%) Shell Script
16 24 (13.71%) Linux
17 22 (12.57%) VBA
18 20 (11.43%) Microsoft Certification
18 20 (11.43%) Disaster Recovery
18 20 (11.43%) Migration
18 20 (11.43%) MCSA
18 20 (11.43%) Performance Tuning
19 19 (10.86%) Java
19 19 (10.86%) Data Analysis
19 19 (10.86%) Stakeholder Engagement
20 18 (10.29%) Data Migration

Data Modelling
Co-occurring 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 18 (10.29%) SAS
2 4 (2.29%) Tomcat
2 4 (2.29%) WebLogic
2 4 (2.29%) WebSphere
3 3 (1.71%) SharePoint
4 2 (1.14%) Confluence
4 2 (1.14%) NetWeaver
4 2 (1.14%) OpenEdge
5 1 (0.57%) Apache Spark
Applications
1 18 (10.29%) SPSS
2 13 (7.43%) Microsoft Excel
3 4 (2.29%) Microsoft Office
Business Applications
1 5 (2.86%) Dynamics CRM
2 1 (0.57%) Dynamics AX
2 1 (0.57%) Dynamics NAV
2 1 (0.57%) Exchequer
2 1 (0.57%) Oracle ERP
2 1 (0.57%) SAP Business One
2 1 (0.57%) SAP Hybris
Cloud Services
1 11 (6.29%) Microsoft Azure
2 3 (1.71%) Amazon AWS
2 3 (1.71%) Cortana Intelligence Suite
3 1 (0.57%) GitHub
3 1 (0.57%) Google Cloud Platform
3 1 (0.57%) PaaS
Database & Business Intelligence
1 100 (57.14%) Data Warehouse
2 80 (45.71%) SQL Server
3 72 (41.14%) SQL Server Integration Services
4 69 (39.43%) SQL Server Reporting Services
5 68 (38.86%) SQL Server Analysis Services
6 30 (17.14%) Data Mining
7 25 (14.29%) SQL Server 2012
8 16 (9.14%) BusinessObjects
9 15 (8.57%) DataStage
9 15 (8.57%) IBM InfoSphere
9 15 (8.57%) MS Access
10 14 (8.00%) Power BI
10 14 (8.00%) Relational Database
11 10 (5.71%) RDBMS
12 9 (5.14%) Hadoop
13 7 (4.00%) Big Data
14 6 (3.43%) MySQL
14 6 (3.43%) QlikView
14 6 (3.43%) SQL Server 2014
15 5 (2.86%) Microsoft Analysis Services
Development Applications
1 18 (10.29%) SQL Server Management Studio (SSMS)
2 6 (3.43%) Team Foundation Server
3 4 (2.29%) ERwin
4 2 (1.14%) Balsamiq Mockups
4 2 (1.14%) JIRA
5 1 (0.57%) Git (software)
5 1 (0.57%) Talend Open Studio
5 1 (0.57%) Visual Studio Team System
General
1 28 (16.00%) Finance
2 11 (6.29%) Marketing
3 4 (2.29%) Retail
4 3 (1.71%) Financial Institution
4 3 (1.71%) Legal
5 2 (1.14%) Advertising
5 2 (1.14%) Back Office
5 2 (1.14%) Publishing
6 1 (0.57%) Billing
Job Titles
1 55 (31.43%) Developer
2 40 (22.86%) Business Intelligence Developer
3 37 (21.14%) Analyst
4 27 (15.43%) SQL Developer
4 27 (15.43%) SSIS Developer
5 25 (14.29%) SQL BI Developer
6 23 (13.14%) Administrator
6 23 (13.14%) DBA
6 23 (13.14%) Senior DBA
6 23 (13.14%) T-SQL Developer
7 21 (12.00%) Architect
8 18 (10.29%) Senior SQL DBA
8 18 (10.29%) SQL DBA
9 17 (9.71%) Data Scientist
10 16 (9.14%) Business Analyst
11 14 (8.00%) Senior Analyst
12 9 (5.14%) Solutions Architect
13 8 (4.57%) Senior Business Intelligence Developer
13 8 (4.57%) Senior Developer
14 7 (4.00%) Data Analyst
Libraries, Frameworks & Software Standards
1 15 (8.57%) .NET
2 8 (4.57%) JSP
2 8 (4.57%) RESTful
2 8 (4.57%) SOAP
2 8 (4.57%) XML
2 8 (4.57%) XSD
2 8 (4.57%) XSLT
3 7 (4.00%) JMS
4 4 (2.29%) AngularJS
4 4 (2.29%) J2EE
4 4 (2.29%) RabbitMQ
4 4 (2.29%) Servlets
5 3 (1.71%) HTML
6 2 (1.14%) Web Services
7 1 (0.57%) CSS
7 1 (0.57%) Kafka
7 1 (0.57%) Spark Streaming
Miscellaneous
1 50 (28.57%) Analytical Skills
2 11 (6.29%) Management Information System
3 8 (4.57%) AS400
3 8 (4.57%) User Experience
4 7 (4.00%) Computer Science
5 5 (2.86%) Data Structures
5 5 (2.86%) Greenfield Project
6 4 (2.29%) Credit Risk
6 4 (2.29%) Enterprise Software
6 4 (2.29%) NHS
7 2 (1.14%) Algorithms
7 2 (1.14%) Client/Server
7 2 (1.14%) Data Protection Act
7 2 (1.14%) FMCG
Operating Systems
1 24 (13.71%) Linux
2 10 (5.71%) Windows
3 8 (4.57%) AIX
3 8 (4.57%) Solaris
3 8 (4.57%) Windows Server 2003
4 1 (0.57%) Unix
Processes & Methodologies
1 92 (52.57%) Business Intelligence
2 68 (38.86%) ETL
3 39 (22.29%) Analytics
4 37 (21.14%) Agile Software Development
5 28 (16.00%) Visualisation
6 25 (14.29%) Data Visualisation
7 20 (11.43%) Disaster Recovery
7 20 (11.43%) Migration
7 20 (11.43%) Performance Tuning
8 19 (10.86%) Data Analysis
8 19 (10.86%) Stakeholder Engagement
9 18 (10.29%) Data Migration
10 17 (9.71%) Business Analysis
11 15 (8.57%) Kimball Methodology
11 15 (8.57%) Multivariate Analysis
11 15 (8.57%) Pricing Strategy
12 13 (7.43%) Statistical Modelling
13 12 (6.86%) Coaching
13 12 (6.86%) Data Analytics
13 12 (6.86%) Metadata Management
Programming Languages
1 98 (56.00%) SQL
2 49 (28.00%) T-SQL
3 24 (13.71%) Shell Script
4 22 (12.57%) VBA
5 19 (10.86%) Java
6 18 (10.29%) PowerShell
7 16 (9.14%) C#
8 15 (8.57%) Bash Shell
9 12 (6.86%) VB
10 11 (6.29%) JavaScript
11 7 (4.00%) VB.NET
12 6 (3.43%) Python
13 3 (1.71%) PHP
13 3 (1.71%) R
14 2 (1.14%) ABAP
14 2 (1.14%) OpenEdge ABL
14 2 (1.14%) Progress 4GL
15 1 (0.57%) Data Analysis Expressions (DAX)
15 1 (0.57%) MATLAB
15 1 (0.57%) Scala
Qualifications
1 20 (11.43%) MCSA
1 20 (11.43%) Microsoft Certification
2 18 (10.29%) MCSE
3 11 (6.29%) Degree
4 5 (2.86%) SC Cleared
4 5 (2.86%) Security Cleared
5 2 (1.14%) MCP
Quality Assurance & Compliance
1 15 (8.57%) QA
2 6 (3.43%) Data Quality
3 5 (2.86%) GDPR
4 2 (1.14%) ISO/IEC 27001
5 1 (0.57%) SLA
System Software
1 1 (0.57%) Apache Flume
Systems Management
1 1 (0.57%) Ansible
Vendors
1 57 (32.57%) Microsoft
2 15 (8.57%) IBM
2 15 (8.57%) Netezza
3 13 (7.43%) Oracle
4 12 (6.86%) SAP
5 7 (4.00%) Tableau
6 4 (2.29%) MicroStrategy
7 2 (1.14%) Progress
7 2 (1.14%) RedGate
7 2 (1.14%) Splunk
8 1 (0.57%) Google
8 1 (0.57%) hybris
8 1 (0.57%) Informatica
8 1 (0.57%) Logi
8 1 (0.57%) Logi Analytics
8 1 (0.57%) Sage
8 1 (0.57%) Talend