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

Data Modelling
6 months to
15 Jul 2018
Same period 2017 Same period 2016
Rank 112 91 121
Rank change year-on-year -21 +30 +45
Permanent jobs citing Data Modelling 101 161 135
As % of all permanent IT jobs advertised in Leeds 2.10% 3.13% 2.23%
As % of the Processes & Methodologies category 2.25% 3.35% 2.42%
Number of salaries quoted 78 142 109
Leeds median annual salary £45,000 £47,500 £45,000
Median salary % change year-on-year -5.26% +5.56% -4.64%
10th Percentile £32,425 £33,750 £33,050
90th Percentile £58,430 £65,750 £62,500
West Yorkshire median annual salary £47,000 £47,500 £45,000
% change year-on-year -1.05% +5.56% -

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 4,491 4,809 5,578
As % of all permanent IT jobs advertised in Leeds 93.37% 93.38% 92.00%
Number of salaries quoted 3,767 4,115 4,561
Leeds median annual salary £45,000 £45,000 £42,000
Median salary % change year-on-year - +7.14% +5.00%
10th Percentile £28,000 £26,500 £26,750
90th Percentile £65,000 £63,750 £62,500
West Yorkshire median annual salary £45,000 £42,500 £40,000
% change year-on-year +5.88% +6.25% -

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 July 2018.

Salary histogram for Data Modelling in Leeds

For the 6 months to 15 July 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 46 (45.54%) Agile Software Development
2 42 (41.58%) Business Intelligence
3 40 (39.60%) Microsoft
4 38 (37.62%) SQL
5 27 (26.73%) Data Quality
6 26 (25.74%) Finance
7 25 (24.75%) Data Warehouse
8 24 (23.76%) SQL Server Integration Services
9 22 (21.78%) Oracle
10 21 (20.79%) UML
10 21 (20.79%) Scrum
11 19 (18.81%) SQL Server Reporting Services
11 19 (18.81%) SQL Server
11 19 (18.81%) OO
11 19 (18.81%) SDLC
12 17 (16.83%) Analytics
12 17 (16.83%) User Stories
12 17 (16.83%) SQL Server Analysis Services
12 17 (16.83%) T-SQL
13 16 (15.84%) JIRA
13 16 (15.84%) Data Architecture
13 16 (15.84%) Oracle ODI
14 15 (14.85%) Logical Data Model
14 15 (14.85%) ETL
15 14 (13.86%) ERwin
15 14 (13.86%) PowerDesigner
15 14 (13.86%) Trillium
15 14 (13.86%) IBM
15 14 (13.86%) TOGAF
15 14 (13.86%) Performance Tuning

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 5 (4.95%) Confluence
2 4 (3.96%) Apache Solr
2 4 (3.96%) Apache Spark
2 4 (3.96%) Elasticsearch
3 2 (1.98%) Oracle SOA Suite
3 2 (1.98%) SAS
Applications
1 4 (3.96%) Microsoft Excel
2 3 (2.97%) MS Visio
Cloud Services
1 6 (5.94%) Microsoft Azure
2 5 (4.95%) Amazon AWS
3 3 (2.97%) GitHub
4 1 (0.99%) Cloud Computing
4 1 (0.99%) IaaS
4 1 (0.99%) PaaS
4 1 (0.99%) SaaS
Database & Business Intelligence
1 25 (24.75%) Data Warehouse
2 24 (23.76%) SQL Server Integration Services
3 19 (18.81%) SQL Server
3 19 (18.81%) SQL Server Reporting Services
4 17 (16.83%) SQL Server Analysis Services
5 16 (15.84%) Oracle ODI
6 13 (12.87%) Relational Database
6 13 (12.87%) SAP Data Services
7 12 (11.88%) RDBMS
8 11 (10.89%) Oracle Database
9 10 (9.90%) Big Data
9 10 (9.90%) Hadoop
9 10 (9.90%) HBase
10 7 (6.93%) QlikView
11 6 (5.94%) Apache Hive
11 6 (5.94%) Impala
11 6 (5.94%) MOLAP
11 6 (5.94%) OLAP
11 6 (5.94%) Power BI
11 6 (5.94%) ROLAP
Development Applications
1 16 (15.84%) JIRA
2 14 (13.86%) ERwin
2 14 (13.86%) PowerDesigner
3 8 (7.92%) SQL Server Management Studio (SSMS)
4 3 (2.97%) Grunt
5 2 (1.98%) Oracle Forms
6 1 (0.99%) ER Studio
6 1 (0.99%) Oracle APEX
General
1 26 (25.74%) Finance
2 5 (4.95%) Marketing
3 4 (3.96%) Financial Institution
4 2 (1.98%) Retail
5 1 (0.99%) Advertising
5 1 (0.99%) Banking
Job Titles
1 44 (43.56%) Analyst
2 24 (23.76%) Developer
3 21 (20.79%) Business Analyst
4 16 (15.84%) Data Modeller
5 15 (14.85%) Business Intelligence Developer
5 15 (14.85%) Senior Analyst
6 13 (12.87%) Data Analyst
7 12 (11.88%) Business Developer
8 11 (10.89%) DBA
8 11 (10.89%) Senior Business Analyst
9 10 (9.90%) SQL DBA
9 10 (9.90%) SQL Server DBA
10 9 (8.91%) Administrator
10 9 (8.91%) Architect
10 9 (8.91%) Senior DBA
10 9 (8.91%) Senior SQL DBA
10 9 (8.91%) Senior SQL Server DBA
11 7 (6.93%) Data Architect
11 7 (6.93%) SSIS Developer
12 6 (5.94%) Microsoft BI Developer
Libraries, Frameworks & Software Standards
1 14 (13.86%) Oracle GoldenGate
2 10 (9.90%) Kafka
3 9 (8.91%) REST
4 6 (5.94%) JSON
4 6 (5.94%) SOAP
4 6 (5.94%) XML
4 6 (5.94%) XSD
5 4 (3.96%) Apache Tez
5 4 (3.96%) Web Services
6 3 (2.97%) Node.js
6 3 (2.97%) React
7 2 (1.98%) .NET
8 1 (0.99%) Middleware
Miscellaneous
1 7 (6.93%) Replication
2 6 (5.94%) Analytical Skills
2 6 (5.94%) FMCG
2 6 (5.94%) Taxonomies
3 5 (4.95%) Management Information System
4 4 (3.96%) Self-Motivation
4 4 (3.96%) User Experience
5 2 (1.98%) Credit Risk
6 1 (0.99%) Clustering
6 1 (0.99%) Greenfield Project
Processes & Methodologies
1 46 (45.54%) Agile Software Development
2 42 (41.58%) Business Intelligence
3 21 (20.79%) Scrum
3 21 (20.79%) UML
4 19 (18.81%) OO
4 19 (18.81%) SDLC
5 17 (16.83%) Analytics
5 17 (16.83%) User Stories
6 16 (15.84%) Data Architecture
7 15 (14.85%) ETL
7 15 (14.85%) Logical Data Model
8 14 (13.86%) Performance Tuning
8 14 (13.86%) TOGAF
8 14 (13.86%) Use Case
9 13 (12.87%) Data Integration
9 13 (12.87%) Physical Data Model
10 12 (11.88%) Data Cleansing
10 12 (11.88%) Data Governance
10 12 (11.88%) Data Management
11 11 (10.89%) Quality Management
Programming Languages
1 38 (37.62%) SQL
2 17 (16.83%) T-SQL
3 12 (11.88%) R
4 11 (10.89%) Lingo
5 9 (8.91%) PowerShell
6 6 (5.94%) Python
6 6 (5.94%) Scala
7 5 (4.95%) Java
8 3 (2.97%) JavaScript
9 2 (1.98%) C#
9 2 (1.98%) VB
10 1 (0.99%) PL/SQL
Qualifications
1 9 (8.91%) MCSA
1 9 (8.91%) MCSE
1 9 (8.91%) Microsoft Certification
2 3 (2.97%) Degree
3 2 (1.98%) APMP
3 2 (1.98%) IIBA
3 2 (1.98%) ISEB
4 1 (0.99%) HND
Quality Assurance & Compliance
1 27 (26.73%) Data Quality
2 4 (3.96%) QA
3 1 (0.99%) GDPR
System Software
1 10 (9.90%) HDFS
2 6 (5.94%) Apache Flume
3 2 (1.98%) Docker
Systems Management
1 6 (5.94%) Oozie
2 3 (2.97%) Ansible
2 3 (2.97%) Puppet
Vendors
1 40 (39.60%) Microsoft
2 22 (21.78%) Oracle
3 14 (13.86%) IBM
3 14 (13.86%) Trillium
4 3 (2.97%) Tableau
5 2 (1.98%) Capita
5 2 (1.98%) Google
5 2 (1.98%) Twitter