The following table provides summary statistics for permanent job vacancies advertised in 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 3 months to 25 March 2017 with a comparison to the same period in the previous 2 years.

3 months to
25 Mar 2017
Same period 2016 Same period 2015
Data Modelling
England / Yorkshire
Rank 120 143 181
Rank change year-on-year +23 +38  
Permanent jobs citing Data Modelling 119 120 91
As % of all permanent IT jobs advertised in Yorkshire 2.22% 1.85% 1.23%
As % of the Processes & Methodologies category 2.45% 2.09% 1.37%
Number of salaries quoted 101 91 79
Median salary £45,000 £45,000 £42,500
Median salary % change year-on-year - +5.88%  
90% offered a salary of more than £37,500 £36,750 £32,900
10% offered a salary of more than £70,000 £62,500 £57,500
UK excluding London median salary £50,000 £47,500 £47,500
% change year-on-year +5.26% -  

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

Process & Methodology Skills
Yorkshire
Permanent job vacancies with a requirement for process and methodology skills 4863 5737 6648
As % of all permanent IT job vacancies advertised in Yorkshire 90.68% 88.26% 90.02%
Number of salaries quoted 4232 4750 5331
Median salary £44,512 £42,000 £40,000
Median salary % change year-on-year +5.97% +5.00%  
90% offered a salary of more than £30,000 £30,000 £27,500
10% offered a salary of more than £60,000 £55,000 £60,000
UK excluding London median salary £45,000 £45,000 £43,000
% change year-on-year - +4.65%  

Data Modelling
Job Vacancy Trend in Yorkshire

The job posting trend of jobs advertised in Yorkshire citing Data Modelling as a proportion of all permanent or contract IT jobs with a match in the Processes & Methodologies category.

Job vacancy trend for Data Modelling in Yorkshire

Data Modelling
Salary Trend in Yorkshire

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

Salary trend for Data Modelling in Yorkshire

Data Modelling
Salary Histogram in Yorkshire

The salary distribution of IT jobs citing Data Modelling in Yorkshire over the 3 months to 25 March 2017.

Salary histogram for Data Modelling in Yorkshire

Data Modelling
Job Locations in 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 Yorkshire region over the 3 months to 25 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
West Yorkshire +35 91 £47,500 - 15
South Yorkshire +9 13 £45,000 +5.88% 2
North Yorkshire 0 13 £41,750 -0.59% 2
Data Modelling
England

Data Modelling
Top 30 Related IT Skills in Yorkshire

For the 6 months to 25 March 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 Yorkshire region with a requirement for Data Modelling.

1 125 (54.35%) SQL Server
2 123 (53.48%) SQL
3 115 (50.00%) Business Intelligence
4 101 (43.91%) Data Warehouse
5 80 (34.78%) ETL
6 79 (34.35%) SQL Server Integration Services
7 78 (33.91%) SQL Server Reporting Services
8 73 (31.74%) Microsoft
9 66 (28.70%) SQL Server Analysis Services
10 63 (27.39%) Finance
10 63 (27.39%) Analytics
11 54 (23.48%) T-SQL
12 49 (21.30%) MS Excel
13 43 (18.70%) Agile Software Development
14 38 (16.52%) BusinessObjects
15 32 (13.91%) Management Information System
15 32 (13.91%) Oracle
16 31 (13.48%) .NET
16 31 (13.48%) C#
16 31 (13.48%) TOGAF
17 30 (13.04%) Analytical Skills
18 29 (12.61%) JavaScript
19 28 (12.17%) Visualisation
20 27 (11.74%) Stakeholder Engagement
21 26 (11.30%) Data Visualisation
22 25 (10.87%) Stakeholder Management
23 24 (10.43%) E-Commerce
23 24 (10.43%) SDLC
24 23 (10.00%) ASP.NET
25 22 (9.57%) HTML

Data Modelling
Top Related 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 13 (5.65%) OpenStack
2 12 (5.22%) SAS
3 9 (3.91%) SharePoint
4 5 (2.17%) Apache Spark
5 3 (1.30%) Confluence
6 2 (0.87%) Oracle SOA Suite
7 1 (0.43%) OpenEdge
7 1 (0.43%) SharePoint Server
Applications
1 49 (21.30%) MS Excel
2 16 (6.96%) MS Visio
3 8 (3.48%) SPSS
4 1 (0.43%) MS Office
4 1 (0.43%) Spreadsheet
Business Applications
1 7 (3.04%) Oracle 11i
1 7 (3.04%) Oracle EBS R12
1 7 (3.04%) Oracle ERP
2 4 (1.74%) Dynamics CRM
3 1 (0.43%) Cognos Business Intelligence
3 1 (0.43%) Cognos TM1
3 1 (0.43%) Oracle EBS
3 1 (0.43%) SAP BPC
Cloud Services
1 16 (6.96%) Microsoft Azure
2 7 (3.04%) Amazon AWS
Communications & Networking
1 3 (1.30%) Extranet
1 3 (1.30%) Intranet
2 2 (0.87%) Internet
3 1 (0.43%) HTTP
3 1 (0.43%) SMTP
3 1 (0.43%) SSL
Database & Business Intelligence
1 125 (54.35%) SQL Server
2 101 (43.91%) Data Warehouse
3 79 (34.35%) SQL Server Integration Services
4 78 (33.91%) SQL Server Reporting Services
5 66 (28.70%) SQL Server Analysis Services
6 38 (16.52%) BusinessObjects
7 21 (9.13%) SQL Server 2012
8 20 (8.70%) Big Data
9 18 (7.83%) SQL Server 2014
10 16 (6.96%) Hadoop
10 16 (6.96%) Relational Database
11 14 (6.09%) Oracle Database
11 14 (6.09%) SQL Server 2016
12 13 (5.65%) Oracle ODI
12 13 (5.65%) Oracle Reports
13 12 (5.22%) Data Mining
13 12 (5.22%) Lumira
13 12 (5.22%) MySQL
13 12 (5.22%) SAP HANA
14 11 (4.78%) RDBMS
Development Applications
1 12 (5.22%) Team Foundation Server
1 12 (5.22%) Visual Studio
2 6 (2.61%) Git (software)
2 6 (2.61%) Oracle Forms
3 4 (1.74%) JIRA
4 2 (0.87%) Balsamiq Mockups
4 2 (0.87%) ERwin
5 1 (0.43%) Cucumber
5 1 (0.43%) Fiddler
5 1 (0.43%) gulp
5 1 (0.43%) ReSharper
5 1 (0.43%) Talend Open Studio
5 1 (0.43%) WebSpeed
General
1 63 (27.39%) Finance
2 14 (6.09%) Telecoms
3 13 (5.65%) Marketing
4 5 (2.17%) Back Office
4 5 (2.17%) Retail
5 4 (1.74%) Banking
6 3 (1.30%) Legal
7 2 (0.87%) Manufacturing
8 1 (0.43%) Law
Job Titles
1 81 (35.22%) Developer
2 51 (22.17%) Analyst
3 50 (21.74%) Architect
4 37 (16.09%) SQL Developer
5 34 (14.78%) Data Architect
6 28 (12.17%) Business Intelligence Developer
7 23 (10.00%) Business Analyst
7 23 (10.00%) T-SQL Developer
8 22 (9.57%) SQL Server Architect
9 21 (9.13%) SSIS Developer
10 20 (8.70%) SQL BI Developer
11 17 (7.39%) Business Intelligence Analyst
12 16 (6.96%) Lead Architect
13 15 (6.52%) Enterprise Architect
13 15 (6.52%) Enterprise Data Architect
14 14 (6.09%) .NET Developer
15 12 (5.22%) Digital Architect
15 12 (5.22%) SAP BusinessObjects Specialist
15 12 (5.22%) Senior Developer
16 10 (4.35%) SQL Server Developer
Libraries, Frameworks & Software Standards
1 31 (13.48%) .NET
2 23 (10.00%) ASP.NET
3 22 (9.57%) HTML
4 21 (9.13%) CSS
5 16 (6.96%) Web Services
6 13 (5.65%) OpenDaylight
7 10 (4.35%) .NET Framework
8 9 (3.91%) XML
9 8 (3.48%) REST
10 6 (2.61%) ASP.NET Web API
10 6 (2.61%) CSS3
10 6 (2.61%) HTML5
11 5 (2.17%) Ajax
11 5 (2.17%) Node.js
11 5 (2.17%) React
11 5 (2.17%) RESTful
11 5 (2.17%) Spring
11 5 (2.17%) WinForms
12 4 (1.74%) Entity Framework
13 3 (1.30%) ASP.NET MVC
Miscellaneous
1 32 (13.91%) Management Information System
2 30 (13.04%) Analytical Skills
3 13 (5.65%) Data Centre
4 12 (5.22%) Computer Science
5 5 (2.17%) Credit Risk
6 2 (0.87%) Data Protection Act
6 2 (0.87%) Data Structures
6 2 (0.87%) Virtual Team
7 1 (0.43%) Client/Server
7 1 (0.43%) Clustering
7 1 (0.43%) Enterprise Software
7 1 (0.43%) Fintech
Operating Systems
1 11 (4.78%) Windows
2 3 (1.30%) Windows Server
3 2 (0.87%) Unix
4 1 (0.43%) Linux
4 1 (0.43%) Windows 10
4 1 (0.43%) Windows 8
Processes & Methodologies
1 115 (50.00%) Business Intelligence
2 80 (34.78%) ETL
3 63 (27.39%) Analytics
4 43 (18.70%) Agile Software Development
5 31 (13.48%) TOGAF
6 28 (12.17%) Visualisation
7 27 (11.74%) Stakeholder Engagement
8 26 (11.30%) Data Visualisation
9 25 (10.87%) Stakeholder Management
10 24 (10.43%) E-Commerce
10 24 (10.43%) SDLC
11 20 (8.70%) Mentoring
12 19 (8.26%) Coaching
13 18 (7.83%) Scrum
14 16 (6.96%) Business Analysis
14 16 (6.96%) Data Analysis
14 16 (6.96%) Project Management
14 16 (6.96%) Validation
15 15 (6.52%) Presales
15 15 (6.52%) User Stories
Programming Languages
1 123 (53.48%) SQL
2 54 (23.48%) T-SQL
3 31 (13.48%) C#
4 29 (12.61%) JavaScript
5 17 (7.39%) VB.NET
6 16 (6.96%) Java
6 16 (6.96%) Python
7 10 (4.35%) VBA
8 6 (2.61%) PL/SQL
9 5 (2.17%) Go
9 5 (2.17%) Ruby
9 5 (2.17%) Scala
10 4 (1.74%) VB
11 1 (0.43%) OpenEdge ABL
11 1 (0.43%) PowerShell
11 1 (0.43%) Progress 4GL
11 1 (0.43%) Shell Script
11 1 (0.43%) TypeScript
Qualifications
1 21 (9.13%) Degree
2 6 (2.61%) Microsoft Certification
3 5 (2.17%) Security Cleared
4 3 (1.30%) ISEB
4 3 (1.30%) ISTQB
5 1 (0.43%) AAT
5 1 (0.43%) CIMA
5 1 (0.43%) MCITP
5 1 (0.43%) MCSA
5 1 (0.43%) MCSE
Quality Assurance & Compliance
1 4 (1.74%) Data Quality
1 4 (1.74%) IFRS
1 4 (1.74%) IFRS 9
2 3 (1.30%) SLA
2 3 (1.30%) SNOMED CT
3 2 (0.87%) PCI DSS
4 1 (0.43%) QA
System Software
1 13 (5.65%) Docker
1 13 (5.65%) VMware Infrastructure
2 2 (0.87%) Active Directory
Systems Management
1 13 (5.65%) Ansible
2 1 (0.43%) Failover Clustering
2 1 (0.43%) SQL Sentry
Vendors
1 73 (31.74%) Microsoft
2 32 (13.91%) Oracle
3 21 (9.13%) SAP
4 15 (6.52%) VMware
5 13 (5.65%) Cisco
6 8 (3.48%) Hyperion
6 8 (3.48%) Informatica
7 7 (3.04%) Splunk
7 7 (3.04%) Tableau
8 3 (1.30%) RedGate
9 2 (0.87%) Pega
10 1 (0.43%) Cognos
10 1 (0.43%) IBM
10 1 (0.43%) Progress
10 1 (0.43%) Salesforce.com
10 1 (0.43%) Sun
10 1 (0.43%) Talend
Leeds, West Yorkshire
CoreCom Consulting
Salary: £38000 - £43000 per annum + 5% Bonus, Pension
Posted: Yesterday
Leeds, West Yorkshire
Rullion
Salary: £60000 - £70000 per annum + comprehensive benefits
Posted: Yesterday
Leeds, West Yorkshire
Oxbridge Answers
Salary: 45000
Posted: Yesterday
Pickering, North Yorkshire
The Bridge Ltd
Salary: From £30,000 to £50,000 per annum
Posted: 2 days ago
Leeds, West Yorkshire
4it Recruitment Ltd
Salary: From £50,000 to £60,000 per annum plus excellent additional benefits
Posted: Yesterday
Pontefract, West Yorkshire
Verticality Ltd
Salary: Salary to £43k DOE + Benefits
Posted: 3 days ago
Leeds, West Yorkshire
Calibre Search Ltd
Salary: £50000 - £60000.00 per annum
Posted: 2 days ago
Bradford, West Yorkshire
4it Recruitment Ltd
Salary: From £40,000 to £50,000 per annum plus excellent additional benefits
Posted: 2 days ago
Halifax, West Yorkshire
4it Recruitment Ltd
Salary: From £65,000 to £75,000 per annum plus excellent additional benefits
Posted: 4 days ago
Sheffield, South Yorkshire
Capita Resourcing - IT Resourcing
Salary: £39500 - £43000.00 per annum + benefits
Posted: 3 days ago
Leeds, West Yorkshire
CoreCom Consulting
Salary: £35000 - £45000 per annum + Bens
Posted: 5 days ago
Leeds, West Yorkshire
Ampersand Consulting
Salary: £35000 - £37000 per annum + Fantastic Benefits
Posted: 3 days ago
Leeds, West Yorkshire
Fruition IT Resources Limited
Salary: £30000 - £45000 per annum
Posted: 6 days ago
Leeds, West Yorkshire
Engage PSG
Salary: £65000 - £75000 per annum + pension, healthcare
Posted: 3 days ago
Leeds
Hays Specialist Recruitment
Salary: £40000.00 - £45000.00 per annum
Posted: 10 days ago
Bradford, West Yorkshire
Fruition IT Resources Limited
Salary: £40000 - £50000 per annum + Great Benefits
Posted: 4 days ago
Middlesbrough
Hays Specialist Recruitment Ltd
Salary: £24000.00 - £34000.00 per annum
Posted: 26 days ago
City, Sheffield
The SmartList
Posted: 5 days ago
Leeds
The SmartList
Posted: 8 days ago
Brinsworth, Yorkshire
The SmartList
Posted: 8 days ago