Period
to 19 April 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 19 April 2018 with a comparison to the same period in the previous 2 years.

Data Modelling
6 months to
19 Apr 2018
Same period 2017 Same period 2016
Rank 97 113 127
Rank change year-on-year +16 +14 +65
Permanent jobs citing Data Modelling 138 130 147
As % of all permanent IT jobs advertised in Leeds 2.68% 2.48% 2.24%
As % of the Processes & Methodologies category 2.85% 2.69% 2.45%
Number of salaries quoted 111 110 123
Leeds median annual salary £45,000 £42,500 £50,000
Median salary % change year-on-year +5.88% -15.00% -
10th Percentile £33,500 £35,325 £32,500
90th Percentile £67,500 £58,750 £66,750
West Yorkshire median annual salary £47,500 £45,000 £47,500
% change year-on-year +5.56% -5.26% +3.26%

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 4,843 4,834 5,999
As % of all permanent IT jobs advertised in Leeds 93.91% 92.39% 91.27%
Number of salaries quoted 4,031 4,218 4,908
Leeds median annual salary £45,000 £42,500 £41,375
Median salary % change year-on-year +5.88% +2.72% +3.44%
10th Percentile £30,000 £26,250 £27,500
90th Percentile £64,750 £61,250 £61,000
West Yorkshire median annual salary £45,000 £42,500 £41,500
% change year-on-year +5.88% +2.41% +3.75%

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 19 April 2018.

Salary histogram for Data Modelling in Leeds

For the 6 months to 19 April 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 73 (52.90%) Business Intelligence
2 54 (39.13%) Agile Software Development
3 53 (38.41%) Data Warehouse
4 49 (35.51%) SQL Server Integration Services
5 46 (33.33%) Microsoft
6 43 (31.16%) SQL Server
7 40 (28.99%) SQL
7 40 (28.99%) SQL Server Reporting Services
8 33 (23.91%) T-SQL
9 30 (21.74%) SQL Server Analysis Services
9 30 (21.74%) Scrum
10 29 (21.01%) OO
11 28 (20.29%) ETL
12 27 (19.57%) JIRA
13 25 (18.12%) Use Case
13 25 (18.12%) Data Architecture
14 24 (17.39%) UML
14 24 (17.39%) Finance
15 23 (16.67%) SDLC
16 21 (15.22%) User Stories
17 19 (13.77%) TOGAF
18 18 (13.04%) Visualisation
18 18 (13.04%) Enterprise Architecture
19 17 (12.32%) Analytics
19 17 (12.32%) Oracle
20 16 (11.59%) QlikView
21 14 (10.14%) Lingo
21 14 (10.14%) User Acceptance Testing
22 13 (9.42%) Kanban
22 13 (9.42%) Confluence

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 13 (9.42%) Confluence
2 4 (2.90%) Apache Solr
2 4 (2.90%) Apache Spark
2 4 (2.90%) Elasticsearch
3 2 (1.45%) Oracle SOA Suite
3 2 (1.45%) SAS
3 2 (1.45%) Tomcat
3 2 (1.45%) WebLogic
3 2 (1.45%) WebSphere
4 1 (0.72%) Mule
Applications
1 6 (4.35%) Microsoft Excel
2 3 (2.17%) MS Visio
3 2 (1.45%) Microsoft PowerPoint
Cloud Services
1 6 (4.35%) Microsoft Azure
2 5 (3.62%) Amazon AWS
3 1 (0.72%) Cloud Computing
3 1 (0.72%) GitHub
3 1 (0.72%) IaaS
3 1 (0.72%) PaaS
3 1 (0.72%) SaaS
Database & Business Intelligence
1 53 (38.41%) Data Warehouse
2 49 (35.51%) SQL Server Integration Services
3 43 (31.16%) SQL Server
4 40 (28.99%) SQL Server Reporting Services
5 30 (21.74%) SQL Server Analysis Services
6 16 (11.59%) QlikView
7 12 (8.70%) Big Data
7 12 (8.70%) Power BI
8 11 (7.97%) BusinessObjects
9 10 (7.25%) Hadoop
9 10 (7.25%) HBase
10 9 (6.52%) SQL Server 2012
11 6 (4.35%) Apache Hive
11 6 (4.35%) Data Lake
11 6 (4.35%) Impala
11 6 (4.35%) MOLAP
11 6 (4.35%) OLAP
11 6 (4.35%) ROLAP
11 6 (4.35%) Sqoop
12 5 (3.62%) Data Mining
Development Applications
1 27 (19.57%) JIRA
2 8 (5.80%) SQL Server Management Studio (SSMS)
3 2 (1.45%) ERwin
3 2 (1.45%) Oracle Forms
4 1 (0.72%) Balsamiq Mockups
4 1 (0.72%) ER Studio
4 1 (0.72%) Oracle APEX
General
1 24 (17.39%) Finance
2 2 (1.45%) Marketing
3 1 (0.72%) Advertising
3 1 (0.72%) Games
3 1 (0.72%) Retail
Job Titles
1 45 (32.61%) Analyst
1 45 (32.61%) Developer
2 33 (23.91%) Business Intelligence Developer
3 29 (21.01%) Business Analyst
4 26 (18.84%) SSIS Developer
5 22 (15.94%) Architect
6 20 (14.49%) Business Developer
7 17 (12.32%) Senior Analyst
7 17 (12.32%) SQL Developer
8 15 (10.87%) Data Architect
8 15 (10.87%) Senior Business Analyst
9 13 (9.42%) T-SQL Developer
10 12 (8.70%) Microsoft BI Developer
10 12 (8.70%) Microsoft Developer
10 12 (8.70%) Technical Analyst
11 11 (7.97%) SQL BI Developer
12 10 (7.25%) DBA
12 10 (7.25%) Systems Analyst
13 9 (6.52%) SQL DBA
13 9 (6.52%) SQL Server DBA
Libraries, Frameworks & Software Standards
1 10 (7.25%) Kafka
2 8 (5.80%) SOAP
2 8 (5.80%) XML
2 8 (5.80%) XSD
3 6 (4.35%) JSON
3 6 (4.35%) REST
4 5 (3.62%) .NET
5 4 (2.90%) Apache Tez
5 4 (2.90%) Web Services
6 3 (2.17%) Entity Framework
7 2 (1.45%) J2EE
7 2 (1.45%) JMS
7 2 (1.45%) JSP
7 2 (1.45%) RESTful
7 2 (1.45%) Servlets
7 2 (1.45%) XSLT
Miscellaneous
1 12 (8.70%) FMCG
2 11 (7.97%) Analytical Skills
3 7 (5.07%) Replication
4 6 (4.35%) Greenfield Project
4 6 (4.35%) Taxonomies
4 6 (4.35%) User Experience
5 5 (3.62%) Management Information System
5 5 (3.62%) Self-Motivation
6 2 (1.45%) AS400
6 2 (1.45%) Computer Science
6 2 (1.45%) Enterprise Software
7 1 (0.72%) Clustering
7 1 (0.72%) Data Structures
Operating Systems
1 3 (2.17%) Linux
1 3 (2.17%) Windows
2 2 (1.45%) AIX
2 2 (1.45%) Solaris
2 2 (1.45%) Windows Server 2003
3 1 (0.72%) Unix
Processes & Methodologies
1 73 (52.90%) Business Intelligence
2 54 (39.13%) Agile Software Development
3 30 (21.74%) Scrum
4 29 (21.01%) OO
5 28 (20.29%) ETL
6 25 (18.12%) Data Architecture
6 25 (18.12%) Use Case
7 24 (17.39%) UML
8 23 (16.67%) SDLC
9 21 (15.22%) User Stories
10 19 (13.77%) TOGAF
11 18 (13.04%) Enterprise Architecture
11 18 (13.04%) Visualisation
12 17 (12.32%) Analytics
13 14 (10.14%) User Acceptance Testing
14 13 (9.42%) Kanban
14 13 (9.42%) Performance Tuning
15 11 (7.97%) Business Analysis
15 11 (7.97%) Data Visualisation
16 10 (7.25%) Systems Analysis
Programming Languages
1 40 (28.99%) SQL
2 33 (23.91%) T-SQL
3 14 (10.14%) Lingo
4 13 (9.42%) R
5 8 (5.80%) Java
5 8 (5.80%) PowerShell
5 8 (5.80%) Python
6 6 (4.35%) Scala
7 3 (2.17%) C#
8 2 (1.45%) JavaScript
8 2 (1.45%) Shell Script
8 2 (1.45%) VB
8 2 (1.45%) VBA
9 1 (0.72%) C++
9 1 (0.72%) PL/SQL
Qualifications
1 8 (5.80%) MCSA
1 8 (5.80%) MCSE
1 8 (5.80%) Microsoft Certification
2 4 (2.90%) Degree
3 3 (2.17%) ISEB
4 2 (1.45%) APMP
4 2 (1.45%) IIBA
5 1 (0.72%) HND
5 1 (0.72%) Numerate Degree
5 1 (0.72%) PhD
Quality Assurance & Compliance
1 9 (6.52%) Data Quality
2 8 (5.80%) GDPR
3 4 (2.90%) QA
System Software
1 10 (7.25%) HDFS
2 6 (4.35%) Apache Flume
3 2 (1.45%) Docker
Systems Management
1 6 (4.35%) Oozie
2 3 (2.17%) Ansible
2 3 (2.17%) Puppet
Vendors
1 46 (33.33%) Microsoft
2 17 (12.32%) Oracle
3 5 (3.62%) Tableau
4 2 (1.45%) Capita
5 1 (0.72%) MicroStrategy
5 1 (0.72%) MuleSoft
5 1 (0.72%) SAP