The following table provides summary statistics for permanent job vacancies advertised in Leeds 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
Rank 98 114 149
Rank change year-on-year +16 +35  
Permanent jobs citing Data Modelling 64 71 40
As % of all permanent IT jobs advertised in Leeds 2.47% 2.15% 1.09%
As % of the Processes & Methodologies category 2.70% 2.39% 1.20%
Number of salaries quoted 53 53 33
Median salary £42,500 £47,500 £45,000
Median salary % change year-on-year -10.52% +5.55%  
90% offered a salary of more than £37,500 £38,000 £36,000
10% offered a salary of more than £61,000 £64,500 £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 Leeds with a requirement for process and methodology skills.

Process & Methodology Skills
Leeds
Permanent job vacancies with a requirement for process and methodology skills 2367 2976 3335
As % of all permanent IT job vacancies advertised in Leeds 91.18% 90.15% 90.70%
Number of salaries quoted 2073 2409 2631
Median salary £45,000 £42,500 £42,500
Median salary % change year-on-year +5.88% -  
90% offered a salary of more than £31,500 £31,000 £30,000
10% offered a salary of more than £60,000 £60,000 £62,500
UK excluding London median salary £45,000 £45,000 £43,000
% change year-on-year - +4.65%  

Data Modelling
Job Vacancy Trend in Leeds

The job posting trend of jobs advertised in Leeds 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 Leeds

Data Modelling
Salary Trend in Leeds

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

Salary trend for Data Modelling in Leeds

Data Modelling
Salary Histogram in Leeds

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

Salary histogram for Data Modelling in Leeds

Data Modelling
Top 30 Related IT Skills in Leeds

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 Leeds region with a requirement for Data Modelling.

1 63 (50.00%) SQL Server
1 63 (50.00%) Business Intelligence
2 61 (48.41%) SQL
3 60 (47.62%) Data Warehouse
4 44 (34.92%) ETL
5 42 (33.33%) SQL Server Integration Services
6 39 (30.95%) SQL Server Reporting Services
7 35 (27.78%) T-SQL
8 30 (23.81%) SQL Server Analysis Services
9 29 (23.02%) Microsoft
10 28 (22.22%) Finance
11 26 (20.63%) Analytics
12 23 (18.25%) Visualisation
12 23 (18.25%) BusinessObjects
13 22 (17.46%) Agile Software Development
14 21 (16.67%) Data Visualisation
15 20 (15.87%) SDLC
16 19 (15.08%) Big Data
17 16 (12.70%) SQL Server 2014
17 16 (12.70%) Analytical Skills
17 16 (12.70%) Hadoop
17 16 (12.70%) SAP
17 16 (12.70%) MS Excel
18 15 (11.90%) C#
18 15 (11.90%) Oracle
18 15 (11.90%) Stakeholder Management
19 14 (11.11%) Microsoft Azure
19 14 (11.11%) Kimball Methodology
20 13 (10.32%) Oracle Database
20 13 (10.32%) Relational Database

Data Modelling
Top Related IT Skills in Leeds 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 9 (7.14%) SAS
2 5 (3.97%) Apache Spark
3 3 (2.38%) Confluence
3 3 (2.38%) SharePoint
4 1 (0.79%) OpenEdge
Applications
1 16 (12.70%) MS Excel
2 9 (7.14%) MS Visio
3 8 (6.35%) SPSS
Business Applications
1 2 (1.59%) Dynamics CRM
Cloud Services
1 14 (11.11%) Microsoft Azure
2 7 (5.56%) Amazon AWS
Communications & Networking
1 1 (0.79%) Extranet
1 1 (0.79%) Internet
1 1 (0.79%) Intranet
Database & Business Intelligence
1 63 (50.00%) SQL Server
2 60 (47.62%) Data Warehouse
3 42 (33.33%) SQL Server Integration Services
4 39 (30.95%) SQL Server Reporting Services
5 30 (23.81%) SQL Server Analysis Services
6 23 (18.25%) BusinessObjects
7 19 (15.08%) Big Data
8 16 (12.70%) Hadoop
8 16 (12.70%) SQL Server 2014
9 13 (10.32%) Oracle Database
9 13 (10.32%) Relational Database
10 12 (9.52%) Lumira
10 12 (9.52%) MySQL
10 12 (9.52%) SAP HANA
11 11 (8.73%) Data Mining
11 11 (8.73%) RDBMS
12 10 (7.94%) SQL Server 2012
13 9 (7.14%) Oracle Database 11g
13 9 (7.14%) SQL Server 2016
14 7 (5.56%) Apache Hive
Development Applications
1 9 (7.14%) Team Foundation Server
2 6 (4.76%) Git (software)
3 5 (3.97%) Visual Studio
4 4 (3.17%) JIRA
5 2 (1.59%) Balsamiq Mockups
6 1 (0.79%) Cucumber
6 1 (0.79%) Oracle Forms
6 1 (0.79%) WebSpeed
General
1 28 (22.22%) Finance
2 5 (3.97%) Back Office
2 5 (3.97%) Retail
3 4 (3.17%) Banking
4 3 (2.38%) Legal
4 3 (2.38%) Marketing
5 1 (0.79%) Law
5 1 (0.79%) Manufacturing
5 1 (0.79%) Telecoms
Job Titles
1 52 (41.27%) Developer
2 27 (21.43%) SQL Developer
3 26 (20.63%) Analyst
4 23 (18.25%) Business Intelligence Developer
5 20 (15.87%) SSIS Developer
6 18 (14.29%) SQL BI Developer
6 18 (14.29%) T-SQL Developer
7 16 (12.70%) Business Analyst
8 12 (9.52%) Architect
8 12 (9.52%) Data Architect
8 12 (9.52%) SAP BusinessObjects Specialist
9 10 (7.94%) Senior Developer
9 10 (7.94%) SQL Server Developer
10 7 (5.56%) Data Warehouse Developer
10 7 (5.56%) SQL Server BI Developer
11 6 (4.76%) Java Developer
11 6 (4.76%) Senior Analyst
11 6 (4.76%) Senior Java Developer
12 5 (3.97%) Applications Developer
12 5 (3.97%) Enterprise Architect
Libraries, Frameworks & Software Standards
1 13 (10.32%) .NET
2 11 (8.73%) Web Services
3 7 (5.56%) ASP.NET
4 6 (4.76%) .NET Framework
4 6 (4.76%) HTML
4 6 (4.76%) XML
5 5 (3.97%) Ajax
5 5 (3.97%) ASP.NET Web API
5 5 (3.97%) CSS
5 5 (3.97%) CSS3
5 5 (3.97%) HTML5
5 5 (3.97%) Node.js
5 5 (3.97%) React
5 5 (3.97%) REST
5 5 (3.97%) Spring
5 5 (3.97%) WinForms
6 2 (1.59%) ASP.NET MVC
7 1 (0.79%) ASP.NET MVC 5
7 1 (0.79%) Gherkin
7 1 (0.79%) SAP Basis
Miscellaneous
1 16 (12.70%) Analytical Skills
2 8 (6.35%) Management Information System
3 4 (3.17%) Credit Risk
4 3 (2.38%) Computer Science
5 1 (0.79%) Client/Server
5 1 (0.79%) Clustering
5 1 (0.79%) Enterprise Software
5 1 (0.79%) Fintech
Operating Systems
1 2 (1.59%) Windows
2 1 (0.79%) Linux
2 1 (0.79%) Unix
2 1 (0.79%) Windows Server
Processes & Methodologies
1 63 (50.00%) Business Intelligence
2 44 (34.92%) ETL
3 26 (20.63%) Analytics
4 23 (18.25%) Visualisation
5 22 (17.46%) Agile Software Development
6 21 (16.67%) Data Visualisation
7 20 (15.87%) SDLC
8 15 (11.90%) Stakeholder Management
9 14 (11.11%) Kimball Methodology
10 13 (10.32%) Mentoring
11 12 (9.52%) Process Management
11 12 (9.52%) Systems Analysis
12 11 (8.73%) Data Analysis
12 11 (8.73%) Inmon Methodology
12 11 (8.73%) OO
12 11 (8.73%) Project Management
13 10 (7.94%) Coaching
13 10 (7.94%) Data Analytics
14 9 (7.14%) Data Governance
14 9 (7.14%) Enterprise Modelling
Programming Languages
1 61 (48.41%) SQL
2 35 (27.78%) T-SQL
3 15 (11.90%) C#
4 13 (10.32%) JavaScript
5 11 (8.73%) Java
5 11 (8.73%) Python
6 8 (6.35%) VBA
7 6 (4.76%) VB.NET
8 4 (3.17%) VB
9 1 (0.79%) OpenEdge ABL
9 1 (0.79%) PL/SQL
9 1 (0.79%) PowerShell
9 1 (0.79%) Progress 4GL
9 1 (0.79%) Shell Script
Qualifications
1 7 (5.56%) Degree
2 6 (4.76%) Microsoft Certification
3 1 (0.79%) ISEB
3 1 (0.79%) ISTQB
3 1 (0.79%) MCITP
3 1 (0.79%) MCSA
3 1 (0.79%) MCSE
Quality Assurance & Compliance
1 4 (3.17%) IFRS
1 4 (3.17%) IFRS 9
2 3 (2.38%) SLA
2 3 (2.38%) SNOMED CT
3 1 (0.79%) Data Quality
3 1 (0.79%) QA
System Software
1 1 (0.79%) Active Directory
Systems Management
1 1 (0.79%) Failover Clustering
1 1 (0.79%) SQL Sentry
Vendors
1 29 (23.02%) Microsoft
2 16 (12.70%) SAP
3 15 (11.90%) Oracle
4 7 (5.56%) Splunk
5 5 (3.97%) Tableau
6 3 (2.38%) RedGate
7 1 (0.79%) Progress
7 1 (0.79%) Sun
7 1 (0.79%) VMware
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