Period
to 24 January 2018

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 6 months to 24 January 2018 with a comparison to the same period in the previous 2 years.

Data Modelling
6 months to
24 Jan 2018
Same period 2017 Same period 2016
Rank 87 122 124
Rank change year-on-year +35 +2 +32
Permanent jobs citing Data Modelling 133 111 149
As % of all permanent IT jobs advertised in Leeds 2.78% 2.08% 2.22%
As % of the Processes & Methodologies category 3.00% 2.31% 2.44%
Number of salaries quoted 115 97 124
Leeds median annual salary £47,500 £42,500 £55,000
Median salary % change year-on-year +11.76% -22.73% +10.00%
10th Percentile £32,500 £32,500 £36,250
90th Percentile £67,500 £54,250 £67,500
West Yorkshire median annual salary £48,750 £42,500 £50,000
% change year-on-year +14.71% -15.00% -

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 Leeds with a requirement for process or methodology skills.

All Process and Methodology Skills
Leeds
Permanent vacancies with a requirement for process or methodology skills 4,433 4,813 6,100
As % of all permanent IT jobs advertised in Leeds 92.78% 90.32% 91.07%
Number of salaries quoted 3,766 4,130 4,963
Leeds median annual salary £45,000 £42,500 £42,500
Median salary % change year-on-year +5.88% - +6.25%
10th Percentile £28,500 £26,750 £27,500
90th Percentile £62,500 £60,000 £61,000
West Yorkshire median annual salary £43,000 £42,500 £42,250
% change year-on-year +1.18% +0.59% +5.63%

Data Modelling
Job Vacancy Trend in Leeds

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

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 6 months to 24 January 2018.

Salary histogram for Data Modelling in Leeds

For the 6 months to 24 January 2018, IT jobs citing Data Modelling 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 Leeds region with a requirement for Data Modelling.

1 81 (60.90%) Business Intelligence
2 61 (45.86%) SQL Server Integration Services
3 59 (44.36%) SQL Server
4 57 (42.86%) Data Warehouse
5 51 (38.35%) SQL Server Reporting Services
6 46 (34.59%) SQL
7 44 (33.08%) SQL Server Analysis Services
8 37 (27.82%) T-SQL
9 35 (26.32%) Microsoft
10 34 (25.56%) Agile Software Development
11 32 (24.06%) Finance
11 32 (24.06%) ETL
12 28 (21.05%) Visualisation
13 26 (19.55%) Analytical Skills
14 23 (17.29%) SQL Server 2012
14 23 (17.29%) Data Visualisation
15 20 (15.04%) BusinessObjects
16 19 (14.29%) Analytics
17 18 (13.53%) Microsoft Excel
18 17 (12.78%) Data Architecture
19 16 (12.03%) Data Mining
20 15 (11.28%) OO
21 14 (10.53%) Oracle
21 14 (10.53%) Scrum
21 14 (10.53%) JIRA
21 14 (10.53%) QlikView
21 14 (10.53%) Use Case
21 14 (10.53%) Power BI
22 13 (9.77%) Data Strategy
22 13 (9.77%) Coaching

Data Modelling
Co-occurring 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 10 (7.52%) Confluence
2 6 (4.51%) Tomcat
2 6 (4.51%) WebLogic
2 6 (4.51%) WebSphere
3 3 (2.26%) SAS
4 1 (0.75%) Mule
4 1 (0.75%) NetWeaver
4 1 (0.75%) SharePoint
Applications
1 18 (13.53%) Microsoft Excel
2 2 (1.50%) Microsoft PowerPoint
3 1 (0.75%) Microsoft Office
3 1 (0.75%) MS Visio
Business Applications
1 1 (0.75%) Dynamics AX
1 1 (0.75%) Dynamics NAV
1 1 (0.75%) Exchequer
1 1 (0.75%) SAP Business One
Cloud Services
1 2 (1.50%) Microsoft Azure
2 1 (0.75%) Cortana Intelligence Suite
2 1 (0.75%) GitHub
Database & Business Intelligence
1 61 (45.86%) SQL Server Integration Services
2 59 (44.36%) SQL Server
3 57 (42.86%) Data Warehouse
4 51 (38.35%) SQL Server Reporting Services
5 44 (33.08%) SQL Server Analysis Services
6 23 (17.29%) SQL Server 2012
7 20 (15.04%) BusinessObjects
8 16 (12.03%) Data Mining
9 14 (10.53%) Power BI
9 14 (10.53%) QlikView
10 5 (3.76%) Crystal Reports
10 5 (3.76%) SQL Server 2014
11 4 (3.01%) Event Store
11 4 (3.01%) MySQL
11 4 (3.01%) OLAP
12 3 (2.26%) Big Data
12 3 (2.26%) Microsoft Analysis Services
12 3 (2.26%) Relational Database
12 3 (2.26%) Snowflake Schema
12 3 (2.26%) SQL Server 2016
Development Applications
1 14 (10.53%) JIRA
2 6 (4.51%) ERwin
3 3 (2.26%) Team Foundation Server
4 2 (1.50%) Balsamiq Mockups
General
1 32 (24.06%) Finance
2 9 (6.77%) Marketing
3 3 (2.26%) Retail
4 1 (0.75%) Advertising
4 1 (0.75%) Games
4 1 (0.75%) Legal
Job Titles
1 66 (49.62%) Developer
2 46 (34.59%) Business Intelligence Developer
3 34 (25.56%) Analyst
3 34 (25.56%) SSIS Developer
4 32 (24.06%) SQL Developer
5 25 (18.80%) T-SQL Developer
6 24 (18.05%) Architect
6 24 (18.05%) SQL BI Developer
7 16 (12.03%) Business Analyst
8 13 (9.77%) Data Architect
9 11 (8.27%) Business Developer
9 11 (8.27%) Senior Analyst
10 10 (7.52%) Solutions Architect
11 8 (6.02%) Systems Analyst
11 8 (6.02%) Technical Analyst
12 7 (5.26%) Business Intelligence Analyst
12 7 (5.26%) Microsoft BI Developer
12 7 (5.26%) Microsoft Developer
12 7 (5.26%) Senior Business Intelligence Developer
12 7 (5.26%) Senior Developer
Libraries, Frameworks & Software Standards
1 12 (9.02%) .NET
2 6 (4.51%) J2EE
2 6 (4.51%) JMS
2 6 (4.51%) JSP
2 6 (4.51%) RESTful
2 6 (4.51%) Servlets
2 6 (4.51%) SOAP
2 6 (4.51%) XML
2 6 (4.51%) XSD
2 6 (4.51%) XSLT
3 4 (3.01%) AngularJS
3 4 (3.01%) RabbitMQ
4 3 (2.26%) Entity Framework
5 1 (0.75%) CSS
5 1 (0.75%) HTML
Miscellaneous
1 26 (19.55%) Analytical Skills
2 8 (6.02%) Management Information System
3 7 (5.26%) FMCG
3 7 (5.26%) User Experience
4 6 (4.51%) AS400
4 6 (4.51%) Computer Science
4 6 (4.51%) Data Structures
4 6 (4.51%) Enterprise Software
4 6 (4.51%) Greenfield Project
5 4 (3.01%) NHS
6 1 (0.75%) Credit Risk
Operating Systems
1 7 (5.26%) Linux
1 7 (5.26%) Windows
2 6 (4.51%) AIX
2 6 (4.51%) Solaris
2 6 (4.51%) Windows Server 2003
3 1 (0.75%) Unix
Processes & Methodologies
1 81 (60.90%) Business Intelligence
2 34 (25.56%) Agile Software Development
3 32 (24.06%) ETL
4 28 (21.05%) Visualisation
5 23 (17.29%) Data Visualisation
6 19 (14.29%) Analytics
7 17 (12.78%) Data Architecture
8 15 (11.28%) OO
9 14 (10.53%) Scrum
9 14 (10.53%) Use Case
10 13 (9.77%) Business Analysis
10 13 (9.77%) Coaching
10 13 (9.77%) Data Strategy
10 13 (9.77%) Logical Data Model
10 13 (9.77%) Statistical Modelling
11 12 (9.02%) Enterprise Architecture
11 12 (9.02%) Predictive Modelling
11 12 (9.02%) TOGAF
12 10 (7.52%) Data Analytics
12 10 (7.52%) Metadata Management
Programming Languages
1 46 (34.59%) SQL
2 37 (27.82%) T-SQL
3 9 (6.77%) C#
3 9 (6.77%) Java
3 9 (6.77%) VB
4 7 (5.26%) JavaScript
5 6 (4.51%) Shell Script
6 5 (3.76%) Python
6 5 (3.76%) VBA
7 4 (3.01%) Lingo
7 4 (3.01%) R
8 1 (0.75%) ABAP
8 1 (0.75%) C++
8 1 (0.75%) Data Analysis Expressions (DAX)
8 1 (0.75%) PHP
8 1 (0.75%) VB.NET
Qualifications
1 5 (3.76%) Degree
2 3 (2.26%) MCP
2 3 (2.26%) MCSA
2 3 (2.26%) Microsoft Certification
3 2 (1.50%) SC Cleared
3 2 (1.50%) Security Cleared
4 1 (0.75%) ISEB
4 1 (0.75%) Numerate Degree
4 1 (0.75%) PhD
Quality Assurance & Compliance
1 12 (9.02%) GDPR
2 3 (2.26%) Data Quality
3 1 (0.75%) QA
Vendors
1 35 (26.32%) Microsoft
2 14 (10.53%) Oracle
3 12 (9.02%) Tableau
4 9 (6.77%) SAP
5 5 (3.76%) MicroStrategy
6 3 (2.26%) RedGate
7 1 (0.75%) Logi
7 1 (0.75%) Logi Analytics
7 1 (0.75%) MuleSoft
7 1 (0.75%) Sage