Period
to 20 November 2017

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 20 November 2017 with a comparison to the same period in the previous 2 years.

Data Modelling
6 months to
20 Nov 2017
Same period 2016 Same period 2015
Rank 92 124 129
Rank change year-on-year +32 +5 +34
Permanent jobs citing Data Modelling 141 111 152
As % of all permanent IT jobs advertised in Leeds 2.85% 2.07% 2.18%
As % of the Processes & Methodologies category 3.09% 2.29% 2.38%
Number of salaries quoted 125 102 135
Leeds median annual salary £50,000 £42,500 £50,000
Median salary % change year-on-year +17.65% -15.00% +11.11%
10th Percentile £31,450 £26,025 £40,000
90th Percentile £67,500 £62,500 £67,500
West Yorkshire median annual salary £50,000 £42,500 £50,000
% change year-on-year +17.65% -15.00% +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 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 4558 4855 6398
As % of all permanent IT jobs advertised in Leeds 92.27% 90.56% 91.94%
Number of salaries quoted 3831 4157 5088
Leeds median annual salary £45,000 £42,500 £42,500
Median salary % change year-on-year +5.88% - +6.25%
10th Percentile £27,500 £26,250 £27,000
90th Percentile £63,250 £62,500 £60,000
West Yorkshire median annual salary £42,500 £42,500 £42,000
% change year-on-year - +1.19% +5.00%

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 20 November 2017.

Salary histogram for Data Modelling in Leeds

For the 6 months to 20 November 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 76 (53.90%) SQL
2 73 (51.77%) Data Warehouse
3 72 (51.06%) Business Intelligence
4 56 (39.72%) SQL Server
5 53 (37.59%) SQL Server Integration Services
6 51 (36.17%) SQL Server Reporting Services
7 49 (34.75%) SQL Server Analysis Services
8 43 (30.50%) ETL
9 38 (26.95%) Analytical Skills
10 35 (24.82%) Microsoft
11 34 (24.11%) T-SQL
12 33 (23.40%) Agile Software Development
13 30 (21.28%) Visualisation
14 29 (20.57%) Analytics
15 27 (19.15%) Data Visualisation
15 27 (19.15%) Finance
16 26 (18.44%) Data Mining
16 26 (18.44%) SQL Server 2012
17 23 (16.31%) Shell Script
17 23 (16.31%) Linux
18 21 (14.89%) Migration
19 19 (13.48%) VBA
20 18 (12.77%) Java
20 18 (12.77%) Microsoft Excel
20 18 (12.77%) Data Migration
21 17 (12.06%) BusinessObjects
22 16 (11.35%) Power BI
23 15 (10.64%) C#
23 15 (10.64%) DataStage
23 15 (10.64%) IBM

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 12 (8.51%) SAS
2 6 (4.26%) Tomcat
2 6 (4.26%) WebLogic
2 6 (4.26%) WebSphere
3 3 (2.13%) Confluence
4 2 (1.42%) SharePoint
5 1 (0.71%) Apache Spark
5 1 (0.71%) Mule
5 1 (0.71%) NetWeaver
Applications
1 18 (12.77%) Microsoft Excel
2 10 (7.09%) SPSS
3 4 (2.84%) Microsoft Office
4 2 (1.42%) Microsoft PowerPoint
Business Applications
1 4 (2.84%) Dynamics CRM
2 1 (0.71%) Dynamics AX
2 1 (0.71%) Dynamics NAV
2 1 (0.71%) Exchequer
2 1 (0.71%) SAP Business One
Cloud Services
1 9 (6.38%) Microsoft Azure
2 2 (1.42%) Cortana Intelligence Suite
2 2 (1.42%) GitHub
3 1 (0.71%) Amazon AWS
Database & Business Intelligence
1 73 (51.77%) Data Warehouse
2 56 (39.72%) SQL Server
3 53 (37.59%) SQL Server Integration Services
4 51 (36.17%) SQL Server Reporting Services
5 49 (34.75%) SQL Server Analysis Services
6 26 (18.44%) Data Mining
6 26 (18.44%) SQL Server 2012
7 17 (12.06%) BusinessObjects
8 16 (11.35%) Power BI
9 15 (10.64%) DataStage
9 15 (10.64%) IBM InfoSphere
10 9 (6.38%) MS Access
10 9 (6.38%) Relational Database
11 7 (4.96%) Hadoop
11 7 (4.96%) RDBMS
12 6 (4.26%) Big Data
12 6 (4.26%) QlikView
12 6 (4.26%) SQL Server 2014
13 5 (3.55%) Crystal Reports
13 5 (3.55%) MySQL
Development Applications
1 6 (4.26%) ERwin
2 5 (3.55%) Team Foundation Server
3 3 (2.13%) Balsamiq Mockups
3 3 (2.13%) JIRA
4 1 (0.71%) Git (software)
4 1 (0.71%) Talend Open Studio
General
1 27 (19.15%) Finance
2 9 (6.38%) Marketing
3 3 (2.13%) Retail
4 2 (1.42%) Advertising
4 2 (1.42%) Back Office
5 1 (0.71%) Financial Institution
5 1 (0.71%) Legal
Job Titles
1 50 (35.46%) Developer
2 38 (26.95%) Business Intelligence Developer
3 33 (23.40%) Analyst
4 27 (19.15%) SQL Developer
5 26 (18.44%) SSIS Developer
6 25 (17.73%) SQL BI Developer
7 24 (17.02%) Architect
8 23 (16.31%) T-SQL Developer
9 14 (9.93%) Business Analyst
10 13 (9.22%) Senior Analyst
11 11 (7.80%) Solutions Architect
12 10 (7.09%) Data Scientist
13 8 (5.67%) Business Intelligence Analyst
13 8 (5.67%) Data Architect
14 7 (4.96%) Senior Business Intelligence Developer
14 7 (4.96%) Senior Developer
15 6 (4.26%) Database Engineer
15 6 (4.26%) Java Architect
15 6 (4.26%) Java Solutions Architect
15 6 (4.26%) Senior Database Engineer
Libraries, Frameworks & Software Standards
1 13 (9.22%) .NET
2 7 (4.96%) JMS
2 7 (4.96%) JSP
2 7 (4.96%) RESTful
2 7 (4.96%) SOAP
2 7 (4.96%) XML
2 7 (4.96%) XSD
2 7 (4.96%) XSLT
3 6 (4.26%) J2EE
3 6 (4.26%) Servlets
4 4 (2.84%) AngularJS
4 4 (2.84%) RabbitMQ
5 1 (0.71%) CSS
5 1 (0.71%) HTML
5 1 (0.71%) Kafka
5 1 (0.71%) Spark Streaming
Miscellaneous
1 38 (26.95%) Analytical Skills
2 7 (4.96%) AS400
2 7 (4.96%) Computer Science
2 7 (4.96%) Management Information System
2 7 (4.96%) User Experience
3 6 (4.26%) Enterprise Software
4 5 (3.55%) Data Structures
5 4 (2.84%) Greenfield Project
5 4 (2.84%) NHS
6 2 (1.42%) Credit Risk
7 1 (0.71%) FMCG
Operating Systems
1 23 (16.31%) Linux
2 7 (4.96%) AIX
2 7 (4.96%) Solaris
2 7 (4.96%) Windows
2 7 (4.96%) Windows Server 2003
3 1 (0.71%) Unix
Processes & Methodologies
1 72 (51.06%) Business Intelligence
2 43 (30.50%) ETL
3 33 (23.40%) Agile Software Development
4 30 (21.28%) Visualisation
5 29 (20.57%) Analytics
6 27 (19.15%) Data Visualisation
7 21 (14.89%) Migration
8 18 (12.77%) Data Migration
9 14 (9.93%) Business Analysis
9 14 (9.93%) Coaching
9 14 (9.93%) Kimball Methodology
10 13 (9.22%) Data Architecture
10 13 (9.22%) Logical Data Model
10 13 (9.22%) Predictive Modelling
10 13 (9.22%) Statistical Modelling
11 12 (8.51%) Data Analysis
11 12 (8.51%) ERP
12 11 (7.80%) Metadata Management
12 11 (7.80%) Stakeholder Engagement
13 10 (7.09%) Data Analytics
Programming Languages
1 76 (53.90%) SQL
2 34 (24.11%) T-SQL
3 23 (16.31%) Shell Script
4 19 (13.48%) VBA
5 18 (12.77%) Java
6 15 (10.64%) Bash Shell
6 15 (10.64%) C#
7 12 (8.51%) VB
8 8 (5.67%) JavaScript
9 7 (4.96%) Python
9 7 (4.96%) VB.NET
10 5 (3.55%) R
11 2 (1.42%) PHP
12 1 (0.71%) ABAP
12 1 (0.71%) C++
12 1 (0.71%) Data Analysis Expressions (DAX)
12 1 (0.71%) Scala
Qualifications
1 7 (4.96%) Degree
2 4 (2.84%) SC Cleared
2 4 (2.84%) Security Cleared
3 3 (2.13%) MCP
3 3 (2.13%) MCSA
3 3 (2.13%) Microsoft Certification
4 1 (0.71%) ISEB
4 1 (0.71%) PhD
Quality Assurance & Compliance
1 15 (10.64%) QA
2 7 (4.96%) GDPR
3 3 (2.13%) Data Quality
System Software
1 1 (0.71%) Apache Flume
Systems Management
1 1 (0.71%) Ansible
Vendors
1 35 (24.82%) Microsoft
2 15 (10.64%) IBM
2 15 (10.64%) Netezza
3 13 (9.22%) Oracle
4 10 (7.09%) Tableau
5 9 (6.38%) SAP
6 4 (2.84%) MicroStrategy
7 3 (2.13%) RedGate
8 1 (0.71%) Informatica
8 1 (0.71%) Logi
8 1 (0.71%) Logi Analytics
8 1 (0.71%) MuleSoft
8 1 (0.71%) Sage
8 1 (0.71%) Splunk
8 1 (0.71%) Talend