Period
to 15 November 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 15 November 2018 with a comparison to the same period in the previous 2 years.

Data Modelling
6 months to
15 Nov 2018
Same period 2017 Same period 2016
Rank 118 88 131
Rank change year-on-year -30 +43 +1
Permanent jobs citing Data Modelling 74 141 108
As % of all permanent IT jobs advertised in Leeds 1.89% 2.83% 1.98%
As % of the Processes & Methodologies category 2.08% 3.02% 2.13%
Number of salaries quoted 67 124 101
Leeds median annual salary £50,000 £50,000 £45,000
Median salary % change year-on-year - +11.11% -12.20%
10th Percentile £32,500 £31,975 £26,000
90th Percentile £63,000 £67,500 £62,500
West Yorkshire median annual salary £50,000 £50,000 £45,000
% change year-on-year - +11.11% -10.00%

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 3,556 4,670 5,072
As % of all permanent IT jobs advertised in Leeds 90.92% 93.76% 93.03%
Number of salaries quoted 2,953 3,931 4,334
Leeds median annual salary £45,000 £45,000 £42,500
Median salary % change year-on-year - +5.88% -
10th Percentile £27,500 £27,500 £26,250
90th Percentile £63,750 £63,250 £62,500
West Yorkshire median annual salary £44,000 £42,500 £42,500
% change year-on-year +3.53% - +3.66%

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 15 November 2018.

Salary histogram for Data Modelling in Leeds

For the 6 months to 15 November 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 56 (75.68%) SQL
2 40 (54.05%) Agile Software Development
3 27 (36.49%) Business Intelligence
4 24 (32.43%) Data Quality
4 24 (32.43%) Logical Data Model
5 19 (25.68%) Oracle
5 19 (25.68%) SQL Server Integration Services
6 18 (24.32%) SQL Server Reporting Services
6 18 (24.32%) Data Warehouse
6 18 (24.32%) ETL
6 18 (24.32%) Microsoft
7 17 (22.97%) T-SQL
7 17 (22.97%) SQL Server Analysis Services
8 16 (21.62%) UML
8 16 (21.62%) Software Delivery
9 15 (20.27%) SDLC
10 14 (18.92%) Analytics
11 13 (17.57%) Finance
11 13 (17.57%) BPMN
11 13 (17.57%) Visualisation
11 13 (17.57%) SQL Server
11 13 (17.57%) Workshop Facilitation
12 12 (16.22%) Data Integration
13 11 (14.86%) Scrum
13 11 (14.86%) C#
13 11 (14.86%) Data Transformation
13 11 (14.86%) Relational Database
14 10 (13.51%) Physical Data Model
14 10 (13.51%) Data Analytics
14 10 (13.51%) Java

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 4 (5.41%) Oracle SOA Suite
2 2 (2.70%) Apache Spark
2 2 (2.70%) Confluence
2 2 (2.70%) SAS
3 1 (1.35%) BizTalk Server
Applications
1 6 (8.11%) Microsoft Office
2 2 (2.70%) Microsoft Excel
2 2 (2.70%) MS Visio
3 1 (1.35%) Microsoft PowerPoint
3 1 (1.35%) Weka
Business Applications
1 1 (1.35%) Dynamics NAV
1 1 (1.35%) Exchequer
1 1 (1.35%) SAP Business One
Cloud Services
1 8 (10.81%) Amazon AWS
2 5 (6.76%) Microsoft Azure
3 4 (5.41%) Amazon Kinesis
3 4 (5.41%) Amazon SageMaker
4 3 (4.05%) GitHub
5 2 (2.70%) Cloud Computing
Database & Business Intelligence
1 19 (25.68%) SQL Server Integration Services
2 18 (24.32%) Data Warehouse
2 18 (24.32%) SQL Server Reporting Services
3 17 (22.97%) SQL Server Analysis Services
4 13 (17.57%) SQL Server
5 11 (14.86%) Relational Database
6 8 (10.81%) Oracle ODI
6 8 (10.81%) RDBMS
6 8 (10.81%) SAP Data Services
7 7 (9.46%) Power BI
8 6 (8.11%) Oracle Database
9 5 (6.76%) Big Data
9 5 (6.76%) Data Mining
9 5 (6.76%) MongoDB
10 4 (5.41%) Amazon Aurora
10 4 (5.41%) Amazon RDS
10 4 (5.41%) Amazon Redshift
10 4 (5.41%) Data Lake
10 4 (5.41%) Pentaho
10 4 (5.41%) Snowflake Schema
Development Applications
1 8 (10.81%) ERwin
1 8 (10.81%) PowerDesigner
2 2 (2.70%) JIRA
3 1 (1.35%) Grunt
3 1 (1.35%) MSBuild
3 1 (1.35%) SpecFlow
General
1 13 (17.57%) Finance
2 5 (6.76%) Marketing
3 2 (2.70%) Financial Institution
3 2 (2.70%) Retail
4 1 (1.35%) Automotive
4 1 (1.35%) Legal
Job Titles
1 33 (44.59%) Analyst
2 21 (28.38%) Developer
3 17 (22.97%) Business Analyst
4 15 (20.27%) Agile Business Analyst
5 14 (18.92%) Business Intelligence Developer
6 12 (16.22%) Architect
7 9 (12.16%) Data Analyst
8 7 (9.46%) Data Modeller
8 7 (9.46%) Software Analyst
9 6 (8.11%) Senior Business Intelligence Developer
9 6 (8.11%) Senior Developer
9 6 (8.11%) Solutions Architect
10 5 (6.76%) Data Architect
10 5 (6.76%) Junior
10 5 (6.76%) Junior Developer
11 4 (5.41%) ETL Developer
11 4 (5.41%) Junior Business Intelligence Developer
12 3 (4.05%) Data Scientist
12 3 (4.05%) SQL Analyst
13 2 (2.70%) Head of Digital
Libraries, Frameworks & Software Standards
1 9 (12.16%) XML
2 8 (10.81%) Oracle GoldenGate
3 5 (6.76%) JSON
4 4 (5.41%) .NET
4 4 (5.41%) JSON Schema
4 4 (5.41%) Web Services
5 2 (2.70%) Middleware
5 2 (2.70%) REST
5 2 (2.70%) Spark Streaming
6 1 (1.35%) Node.js
6 1 (1.35%) NumPy
6 1 (1.35%) React
6 1 (1.35%) SOAP
6 1 (1.35%) WCF
6 1 (1.35%) XSD
6 1 (1.35%) XSLT
Miscellaneous
1 6 (8.11%) Enterprise Software
2 5 (6.76%) Analytical Skills
3 3 (4.05%) Algorithms
4 2 (2.70%) NHS
5 1 (1.35%) Credit Risk
5 1 (1.35%) Greenfield Project
Operating Systems
1 2 (2.70%) Unix
Processes & Methodologies
1 40 (54.05%) Agile Software Development
2 27 (36.49%) Business Intelligence
3 24 (32.43%) Logical Data Model
4 18 (24.32%) ETL
5 16 (21.62%) Software Delivery
5 16 (21.62%) UML
6 15 (20.27%) SDLC
7 14 (18.92%) Analytics
8 13 (17.57%) BPMN
8 13 (17.57%) Visualisation
8 13 (17.57%) Workshop Facilitation
9 12 (16.22%) Data Integration
10 11 (14.86%) Data Transformation
10 11 (14.86%) Scrum
11 10 (13.51%) Data Analytics
11 10 (13.51%) Data Architecture
11 10 (13.51%) Data Management
11 10 (13.51%) Physical Data Model
12 9 (12.16%) Data Visualisation
13 8 (10.81%) Data Governance
Programming Languages
1 56 (75.68%) SQL
2 17 (22.97%) T-SQL
3 11 (14.86%) C#
4 10 (13.51%) Java
5 9 (12.16%) JavaScript
5 9 (12.16%) Python
6 6 (8.11%) PowerShell
6 6 (8.11%) Scala
6 6 (8.11%) VBA
7 5 (6.76%) R
8 4 (5.41%) Ruby
8 4 (5.41%) VBScript
9 2 (2.70%) VB.NET
10 1 (1.35%) MATLAB
10 1 (1.35%) VB
Qualifications
1 5 (6.76%) Degree
2 4 (5.41%) AWS Certification
3 2 (2.70%) TOGAF Certification
4 1 (1.35%) MCSA
4 1 (1.35%) MCSE
4 1 (1.35%) Microsoft Certification
Quality Assurance & Compliance
1 24 (32.43%) Data Quality
2 1 (1.35%) QA
2 1 (1.35%) SLA
Systems Management
1 2 (2.70%) Oozie
Vendors
1 19 (25.68%) Oracle
2 18 (24.32%) Microsoft
3 8 (10.81%) IBM
3 8 (10.81%) Trillium
4 7 (9.46%) Tableau
5 3 (4.05%) Informatica
6 2 (2.70%) Cognos
6 2 (2.70%) Hortonworks
6 2 (2.70%) Teradata
7 1 (1.35%) Cloudera
7 1 (1.35%) Sage
7 1 (1.35%) Salesforce.com
7 1 (1.35%) SAP
7 1 (1.35%) SmartCo