Period
to 16 January 2019

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 16 January 2019 with a comparison to the same period in the previous 2 years.

Data Modelling
6 months to
16 Jan 2019
Same period 2018 Same period 2017
Rank 100 98 125
Rank change year-on-year -2 +27 +7
Permanent jobs citing Data Modelling 80 125 109
As % of all permanent IT jobs advertised in Leeds 2.38% 2.64% 2.06%
As % of the Processes & Methodologies category 2.60% 2.81% 2.23%
Number of salaries quoted 72 108 95
Leeds median annual salary £52,500 £47,500 £42,500
Median salary % change year-on-year +10.53% +11.76% -22.73%
10th Percentile £32,500 £32,125 £32,500
90th Percentile £63,354 £67,500 £55,000
West Yorkshire median annual salary £50,000 £50,000 £42,500
% change year-on-year - +17.65% -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 3,080 4,446 4,897
As % of all permanent IT jobs advertised in Leeds 91.45% 94.00% 92.73%
Number of salaries quoted 2,593 3,776 4,183
Leeds median annual salary £45,000 £45,000 £42,500
Median salary % change year-on-year - +5.88% -
10th Percentile £28,300 £28,500 £26,250
90th Percentile £65,000 £62,500 £60,000
West Yorkshire median annual salary £45,000 £42,500 £42,500
% change year-on-year +5.88% - -

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 16 January 2019.

Salary histogram for Data Modelling in Leeds

For the 6 months to 16 January 2019, 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 49 (61.25%) SQL
2 39 (48.75%) Agile Software Development
3 29 (36.25%) Business Intelligence
4 23 (28.75%) ETL
5 21 (26.25%) Data Warehouse
6 19 (23.75%) Java
7 17 (21.25%) Oracle
8 16 (20.00%) SQL Server
8 16 (20.00%) UML
8 16 (20.00%) SQL Server Integration Services
8 16 (20.00%) Amazon AWS
8 16 (20.00%) Software Delivery
9 15 (18.75%) Logical Data Model
9 15 (18.75%) SDLC
9 15 (18.75%) Analytics
9 15 (18.75%) Microsoft
10 14 (17.50%) T-SQL
10 14 (17.50%) Enterprise Architecture
10 14 (17.50%) SQL Server Reporting Services
11 13 (16.25%) SQL Server Analysis Services
11 13 (16.25%) BPMN
11 13 (16.25%) Data Integration
11 13 (16.25%) Data Architecture
11 13 (16.25%) Python
11 13 (16.25%) SOA
11 13 (16.25%) Workshop Facilitation
12 12 (15.00%) Relational Database
12 12 (15.00%) Microsoft Azure
12 12 (15.00%) Data Quality
12 12 (15.00%) C#

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 6 (7.50%) Apache Spark
2 4 (5.00%) Oracle SOA Suite
3 3 (3.75%) Confluence
4 1 (1.25%) BizTalk Server
4 1 (1.25%) SAS
Applications
1 6 (7.50%) Microsoft Office
2 3 (3.75%) MS Visio
3 1 (1.25%) Microsoft Excel
3 1 (1.25%) Microsoft PowerPoint
3 1 (1.25%) Weka
Business Applications
1 2 (2.50%) Dynamics NAV
1 2 (2.50%) Exchequer
1 2 (2.50%) SAP Business One
Cloud Services
1 16 (20.00%) Amazon AWS
2 12 (15.00%) Microsoft Azure
3 7 (8.75%) IaaS
3 7 (8.75%) PaaS
3 7 (8.75%) SaaS
4 6 (7.50%) GitHub
5 5 (6.25%) Amazon Kinesis
5 5 (6.25%) Amazon SageMaker
6 2 (2.50%) Cloud Computing
Database & Business Intelligence
1 21 (26.25%) Data Warehouse
2 16 (20.00%) SQL Server
2 16 (20.00%) SQL Server Integration Services
3 14 (17.50%) SQL Server Reporting Services
4 13 (16.25%) SQL Server Analysis Services
5 12 (15.00%) Relational Database
6 10 (12.50%) MongoDB
7 9 (11.25%) Big Data
7 9 (11.25%) Data Lake
7 9 (11.25%) RDBMS
8 7 (8.75%) Apache Hive
8 7 (8.75%) Power BI
9 6 (7.50%) Spark SQL
10 5 (6.25%) Amazon Aurora
10 5 (6.25%) Amazon RDS
10 5 (6.25%) Amazon Redshift
10 5 (6.25%) Hadoop
10 5 (6.25%) HBase
10 5 (6.25%) Pentaho
10 5 (6.25%) Snowflake Schema
Development Applications
1 3 (3.75%) JIRA
2 1 (1.25%) MSBuild
2 1 (1.25%) SpecFlow
General
1 5 (6.25%) Finance
2 4 (5.00%) Marketing
3 2 (2.50%) Legal
4 1 (1.25%) Automotive
Job Titles
1 25 (31.25%) Analyst
2 21 (26.25%) Developer
3 19 (23.75%) Architect
4 18 (22.50%) Business Analyst
5 16 (20.00%) Agile Business Analyst
6 13 (16.25%) Solutions Architect
7 11 (13.75%) Business Intelligence Developer
8 7 (8.75%) Software Analyst
9 5 (6.25%) Data Architect
9 5 (6.25%) Data Engineer
9 5 (6.25%) ETL Developer
10 4 (5.00%) Big Data Engineer
10 4 (5.00%) DBA
10 4 (5.00%) Senior Data Engineer
11 3 (3.75%) Administrator
11 3 (3.75%) Data Scientist
11 3 (3.75%) Senior Business Intelligence Developer
11 3 (3.75%) Senior Developer
11 3 (3.75%) SQL Analyst
11 3 (3.75%) SQL DBA
Libraries, Frameworks & Software Standards
1 10 (12.50%) Spring
2 9 (11.25%) XML
3 6 (7.50%) Spark Streaming
4 5 (6.25%) JSON
4 5 (6.25%) Web Services
5 4 (5.00%) .NET
5 4 (5.00%) EJB
5 4 (5.00%) EJB 3.0
5 4 (5.00%) GraphQL
5 4 (5.00%) Hibernate
5 4 (5.00%) JSON Schema
5 4 (5.00%) JSP
5 4 (5.00%) Node.js
5 4 (5.00%) React
5 4 (5.00%) Spring Boot
6 1 (1.25%) NumPy
6 1 (1.25%) REST
6 1 (1.25%) SOAP
6 1 (1.25%) XSD
6 1 (1.25%) XSLT
Miscellaneous
1 6 (7.50%) Enterprise Software
2 4 (5.00%) Analytical Skills
2 4 (5.00%) Mobile App
3 3 (3.75%) Algorithms
4 2 (2.50%) Management Information System
4 2 (2.50%) NHS
5 1 (1.25%) Data Structures
5 1 (1.25%) Greenfield Project
5 1 (1.25%) Replication
Operating Systems
1 7 (8.75%) Unix
2 2 (2.50%) Linux
2 2 (2.50%) Solaris
2 2 (2.50%) Windows
3 1 (1.25%) Windows Server
Processes & Methodologies
1 39 (48.75%) Agile Software Development
2 29 (36.25%) Business Intelligence
3 23 (28.75%) ETL
4 16 (20.00%) Software Delivery
4 16 (20.00%) UML
5 15 (18.75%) Analytics
5 15 (18.75%) Logical Data Model
5 15 (18.75%) SDLC
6 14 (17.50%) Enterprise Architecture
7 13 (16.25%) BPMN
7 13 (16.25%) Data Architecture
7 13 (16.25%) Data Integration
7 13 (16.25%) SOA
7 13 (16.25%) Workshop Facilitation
8 12 (15.00%) Data Analysis
8 12 (15.00%) Data Management
9 11 (13.75%) Data Transformation
9 11 (13.75%) IT Strategy
10 10 (12.50%) Data Analytics
10 10 (12.50%) Scrum
Programming Languages
1 49 (61.25%) SQL
2 19 (23.75%) Java
3 14 (17.50%) T-SQL
4 13 (16.25%) Python
5 12 (15.00%) C#
6 11 (13.75%) Scala
7 9 (11.25%) JavaScript
8 6 (7.50%) VBA
9 5 (6.25%) PowerShell
9 5 (6.25%) Ruby
10 4 (5.00%) R
10 4 (5.00%) VBScript
11 2 (2.50%) VB.NET
12 1 (1.25%) MATLAB
12 1 (1.25%) Shell Script
12 1 (1.25%) VB
Qualifications
1 5 (6.25%) AWS Certification
1 5 (6.25%) Degree
2 2 (2.50%) TOGAF Certification
Quality Assurance & Compliance
1 12 (15.00%) Data Quality
2 5 (6.25%) QA
3 1 (1.25%) SLA
System Software
1 4 (5.00%) Apache Flume
1 4 (5.00%) Docker
1 4 (5.00%) HDFS
2 1 (1.25%) VMware Infrastructure
Systems Management
1 6 (7.50%) Oozie
2 1 (1.25%) Oracle RMAN
Vendors
1 17 (21.25%) Oracle
2 15 (18.75%) Microsoft
3 6 (7.50%) Hortonworks
4 5 (6.25%) Cloudera
4 5 (6.25%) Tableau
5 3 (3.75%) Informatica
6 2 (2.50%) Cognos
6 2 (2.50%) Sage
6 2 (2.50%) Salesforce.com
6 2 (2.50%) SAP
6 2 (2.50%) Teradata
7 1 (1.25%) SmartCo
7 1 (1.25%) VMware