Period
to 21 September 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 21 September 2018 with a comparison to the same period in the previous 2 years.

Data Modelling
6 months to
21 Sep 2018
Same period 2017 Same period 2016
Rank 141 94 127
Rank change year-on-year -47 +33 +16
Permanent jobs citing Data Modelling 67 145 120
As % of all permanent IT jobs advertised in Leeds 1.61% 2.94% 2.16%
As % of the Processes & Methodologies category 1.76% 3.13% 2.32%
Number of salaries quoted 53 125 98
Leeds median annual salary £52,500 £47,500 £45,000
Median salary % change year-on-year +10.53% +5.56% -10.00%
10th Percentile £32,250 £33,750 £26,175
90th Percentile £60,000 £61,250 £62,500
West Yorkshire median annual salary £54,000 £50,000 £45,000
% change year-on-year +8.00% +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 3,810 4,629 5,174
As % of all permanent IT jobs advertised in Leeds 91.52% 93.80% 93.28%
Number of salaries quoted 3,195 3,889 4,276
Leeds median annual salary £45,000 £45,000 £42,000
Median salary % change year-on-year - +7.14% -1.18%
10th Percentile £27,500 £27,000 £26,250
90th Percentile £65,000 £63,750 £62,500
West Yorkshire median annual salary £45,000 £42,500 £42,000
% change year-on-year +5.88% +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 21 September 2018.

Salary histogram for Data Modelling in Leeds

For the 6 months to 21 September 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 41 (61.19%) SQL
2 36 (53.73%) Agile Software Development
3 28 (41.79%) Data Quality
4 23 (34.33%) Logical Data Model
5 21 (31.34%) Oracle
6 20 (29.85%) Business Intelligence
6 20 (29.85%) Finance
7 17 (25.37%) Microsoft
8 15 (22.39%) UML
8 15 (22.39%) Physical Data Model
8 15 (22.39%) Analytics
8 15 (22.39%) SDLC
9 14 (20.90%) Oracle GoldenGate
9 14 (20.90%) Oracle ODI
9 14 (20.90%) Data Governance
9 14 (20.90%) Trillium
9 14 (20.90%) IBM
9 14 (20.90%) PowerDesigner
9 14 (20.90%) ERwin
9 14 (20.90%) Data Integration
10 13 (19.40%) Visualisation
10 13 (19.40%) SAP Data Services
11 12 (17.91%) Data Cleansing
11 12 (17.91%) Relational Database
11 12 (17.91%) Data Transformation
11 12 (17.91%) Data Warehouse
12 11 (16.42%) RDBMS
12 11 (16.42%) T-SQL
12 11 (16.42%) Quality Management
12 11 (16.42%) Data Management

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 (5.97%) Oracle SOA Suite
2 2 (2.99%) SAS
3 1 (1.49%) BizTalk Server
3 1 (1.49%) Confluence
Applications
1 2 (2.99%) Microsoft Excel
2 1 (1.49%) MS Visio
Cloud Services
1 5 (7.46%) Amazon AWS
2 3 (4.48%) GitHub
2 3 (4.48%) Microsoft Azure
3 1 (1.49%) Amazon Kinesis
3 1 (1.49%) Amazon SageMaker
Database & Business Intelligence
1 14 (20.90%) Oracle ODI
2 13 (19.40%) SAP Data Services
3 12 (17.91%) Data Warehouse
3 12 (17.91%) Relational Database
4 11 (16.42%) RDBMS
4 11 (16.42%) SQL Server Integration Services
5 10 (14.93%) Oracle Database
5 10 (14.93%) SQL Server Reporting Services
6 9 (13.43%) SQL Server Analysis Services
7 7 (10.45%) Big Data
7 7 (10.45%) SQL Server
8 6 (8.96%) Power BI
9 5 (7.46%) Data Lake
9 5 (7.46%) Data Mining
10 4 (5.97%) Apache Hive
10 4 (5.97%) Hadoop
10 4 (5.97%) HBase
10 4 (5.97%) MOLAP
10 4 (5.97%) OLAP
10 4 (5.97%) Sqoop
Development Applications
1 14 (20.90%) ERwin
1 14 (20.90%) PowerDesigner
2 3 (4.48%) Grunt
2 3 (4.48%) JIRA
3 1 (1.49%) ER Studio
3 1 (1.49%) MSBuild
3 1 (1.49%) SpecFlow
3 1 (1.49%) SQL Server Management Studio (SSMS)
General
1 20 (29.85%) Finance
2 6 (8.96%) Marketing
3 4 (5.97%) Financial Institution
4 2 (2.99%) Retail
5 1 (1.49%) Automotive
5 1 (1.49%) Banking
Job Titles
1 27 (40.30%) Analyst
2 16 (23.88%) Developer
3 14 (20.90%) Data Modeller
4 13 (19.40%) Data Analyst
5 12 (17.91%) Architect
6 11 (16.42%) Business Analyst
7 8 (11.94%) Business Intelligence Developer
8 7 (10.45%) Agile Business Analyst
8 7 (10.45%) Data Architect
9 6 (8.96%) Junior
9 6 (8.96%) Junior Developer
9 6 (8.96%) Solutions Architect
10 5 (7.46%) Senior Business Intelligence Developer
10 5 (7.46%) Senior Developer
11 4 (5.97%) DBA
11 4 (5.97%) Lead Architect
11 4 (5.97%) Lead Data Architect
11 4 (5.97%) Senior Analyst
12 3 (4.48%) Business Developer
12 3 (4.48%) SQL Server DBA
Libraries, Frameworks & Software Standards
1 14 (20.90%) Oracle GoldenGate
2 9 (13.43%) XML
3 8 (11.94%) REST
4 5 (7.46%) JSON
4 5 (7.46%) SOAP
4 5 (7.46%) XSD
5 4 (5.97%) Kafka
6 3 (4.48%) Node.js
6 3 (4.48%) React
7 2 (2.99%) Middleware
8 1 (1.49%) .NET
8 1 (1.49%) WCF
8 1 (1.49%) Web Services
8 1 (1.49%) XSLT
Miscellaneous
1 5 (7.46%) Replication
2 4 (5.97%) Enterprise Software
2 4 (5.97%) Taxonomies
3 3 (4.48%) Algorithms
3 3 (4.48%) Analytical Skills
4 2 (2.99%) Credit Risk
4 2 (2.99%) Management Information System
4 2 (2.99%) NHS
5 1 (1.49%) Clustering
5 1 (1.49%) Greenfield Project
5 1 (1.49%) Self-Motivation
Processes & Methodologies
1 36 (53.73%) Agile Software Development
2 23 (34.33%) Logical Data Model
3 20 (29.85%) Business Intelligence
4 15 (22.39%) Analytics
4 15 (22.39%) Physical Data Model
4 15 (22.39%) SDLC
4 15 (22.39%) UML
5 14 (20.90%) Data Governance
5 14 (20.90%) Data Integration
6 13 (19.40%) Visualisation
7 12 (17.91%) Data Cleansing
7 12 (17.91%) Data Transformation
8 11 (16.42%) Data Analytics
8 11 (16.42%) Data Management
8 11 (16.42%) Quality Management
9 10 (14.93%) Data Architecture
9 10 (14.93%) Data Visualisation
9 10 (14.93%) Scrum
10 8 (11.94%) BPMN
10 8 (11.94%) Software Delivery
Programming Languages
1 41 (61.19%) SQL
2 11 (16.42%) T-SQL
3 9 (13.43%) R
4 7 (10.45%) Java
5 6 (8.96%) Python
6 5 (7.46%) Scala
7 4 (5.97%) JavaScript
8 3 (4.48%) PowerShell
9 2 (2.99%) C#
9 2 (2.99%) Lingo
10 1 (1.49%) Ruby
Qualifications
1 4 (5.97%) Degree
2 2 (2.99%) MCSA
2 2 (2.99%) MCSE
2 2 (2.99%) Microsoft Certification
2 2 (2.99%) TOGAF Certification
3 1 (1.49%) AWS Certification
3 1 (1.49%) IIBA
3 1 (1.49%) ISEB
Quality Assurance & Compliance
1 28 (41.79%) Data Quality
2 1 (1.49%) SLA
System Software
1 4 (5.97%) Apache Flume
1 4 (5.97%) HDFS
2 2 (2.99%) Docker
Systems Management
1 4 (5.97%) Oozie
Vendors
1 21 (31.34%) Oracle
2 17 (25.37%) Microsoft
3 14 (20.90%) IBM
3 14 (20.90%) Trillium
4 6 (8.96%) Tableau
5 2 (2.99%) Capita
5 2 (2.99%) Google
5 2 (2.99%) Twitter
6 1 (1.49%) Informatica
6 1 (1.49%) SmartCo