The following table provides summary statistics for permanent job vacancies advertised in Watford 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 3 months to 25 March 2017 with a comparison to the same period in the previous 2 years.

3 months to
25 Mar 2017
Same period 2016 Same period 2015
Data Modelling
Hertfordshire / Watford
Rank 55 51 57
Rank change year-on-year -4 +6  
Permanent jobs citing Data Modelling 9 9 5
As % of all permanent IT jobs advertised in Watford 1.59% 1.55% 1.04%
As % of the Processes & Methodologies category 1.80% 1.92% 1.23%
Number of salaries quoted 8 5 5
Median salary £75,000 £55,000 £48,500
Median salary % change year-on-year +36.36% +13.40%  
90% offered a salary of more than £54,250 £36,000 £41,900
10% offered a salary of more than £81,000 £56,000 £57,500
UK excluding London median salary £50,000 £47,500 £47,500
% change year-on-year +5.26% -  

Data Modelling is in the process and methodology skills category. The next table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Watford with a requirement for process and methodology skills.

Process & Methodology Skills
Watford
Permanent job vacancies with a requirement for process and methodology skills 500 468 405
As % of all permanent IT job vacancies advertised in Watford 88.34% 80.55% 84.02%
Number of salaries quoted 408 400 294
Median salary £52,500 £50,000 £50,000
Median salary % change year-on-year +5.00% -  
90% offered a salary of more than £35,000 £32,000 £35,550
10% offered a salary of more than £75,000 £67,500 £75,000
UK excluding London median salary £45,000 £45,000 £43,000
% change year-on-year - +4.65%  

Data Modelling
Job Vacancy Trend in Watford

The job posting trend of jobs advertised in Watford citing Data Modelling as a proportion of all permanent or contract IT jobs with a match in the Processes & Methodologies category.

Job vacancy trend for Data Modelling in Watford

Data Modelling
Salary Trend in Watford

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Data Modelling in Watford.

Salary trend for Data Modelling in Watford

Data Modelling
Salary Histogram in Watford

The salary distribution of IT jobs citing Data Modelling in Watford over the 3 months to 25 March 2017.

Salary histogram for Data Modelling in Watford

Data Modelling
Top 30 Related IT Skills in Watford

For the 6 months to 25 March 2017, IT jobs citing Data Modelling also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the Watford region with a requirement for Data Modelling.

1 18 (72.00%) Oracle
1 18 (72.00%) Finance
2 15 (60.00%) Data Warehouse
3 14 (56.00%) SQL
4 13 (52.00%) Agile Software Development
5 10 (40.00%) Analytics
5 10 (40.00%) Teradata
5 10 (40.00%) IT Strategy
6 9 (36.00%) Data Architecture
7 8 (32.00%) Banking
7 8 (32.00%) TOGAF
7 8 (32.00%) Java
7 8 (32.00%) Unix
8 7 (28.00%) Python
8 7 (28.00%) Business Intelligence
8 7 (28.00%) Zachman Framework
8 7 (28.00%) Oracle Database
8 7 (28.00%) R
8 7 (28.00%) Data Analytics
9 6 (24.00%) ETL
9 6 (24.00%) PL/SQL
10 5 (20.00%) SOAP
10 5 (20.00%) Web Services
10 5 (20.00%) OO
10 5 (20.00%) Shell Script
10 5 (20.00%) REST
11 4 (16.00%) Functional Testing
11 4 (16.00%) Data Integration
11 4 (16.00%) Test Automation
11 4 (16.00%) Cucumber

Data Modelling
Top Related IT Skills in Watford 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 3 (12.00%) JBoss
1 3 (12.00%) WebLogic
1 3 (12.00%) WebSphere
2 1 (4.00%) Oracle SOA Suite
Business Applications
1 2 (8.00%) SAP BPC
2 1 (4.00%) Oracle EBS
Cloud Services
1 1 (4.00%) SaaS
Communications & Networking
1 2 (8.00%) DNS
1 2 (8.00%) Firewall
Database & Business Intelligence
1 15 (60.00%) Data Warehouse
2 7 (28.00%) Oracle Database
3 4 (16.00%) Power BI
3 4 (16.00%) SQL Server Analysis Services
3 4 (16.00%) SQL Server Integration Services
4 3 (12.00%) RDBMS
4 3 (12.00%) Relational Database
4 3 (12.00%) SAP BW
4 3 (12.00%) SQL Server
4 3 (12.00%) SQL Server 2012
5 2 (8.00%) MS Access
5 2 (8.00%) PowerPivot
5 2 (8.00%) SAP Data Services
5 2 (8.00%) SQL Server 2008
5 2 (8.00%) SQL Server Reporting Services
6 1 (4.00%) BusinessObjects Business Intelligence
6 1 (4.00%) NoSQL
6 1 (4.00%) Oracle ODI
6 1 (4.00%) SAP HANA
6 1 (4.00%) SQL Server 2014
Development Applications
1 4 (16.00%) Cucumber
1 4 (16.00%) HP UFT
1 4 (16.00%) Selenium
2 3 (12.00%) JUnit
3 2 (8.00%) Team Foundation Server
4 1 (4.00%) Oracle Forms
General
1 18 (72.00%) Finance
2 8 (32.00%) Banking
3 2 (8.00%) Manufacturing
Job Titles
1 10 (40.00%) Architect
1 10 (40.00%) Developer
2 9 (36.00%) Data Architect
3 7 (28.00%) Analyst
3 7 (28.00%) Senior Developer
4 5 (20.00%) Solutions Architect
5 4 (16.00%) Business Intelligence Developer
5 4 (16.00%) Test Analyst
6 3 (12.00%) Analyst Developer
6 3 (12.00%) Developer Analyst
6 3 (12.00%) Finance Systems Analyst
6 3 (12.00%) Financial Analyst
6 3 (12.00%) Java Analyst Developer
6 3 (12.00%) Java Developer
6 3 (12.00%) Senior Analyst
6 3 (12.00%) Senior Financial Analyst
6 3 (12.00%) Senior Java Developer
6 3 (12.00%) Senior Systems Analyst
6 3 (12.00%) Senior Systems Developer
6 3 (12.00%) Systems Analyst
Libraries, Frameworks & Software Standards
1 5 (20.00%) REST
1 5 (20.00%) SOAP
1 5 (20.00%) Web Services
2 3 (12.00%) Ajax
2 3 (12.00%) GWT
2 3 (12.00%) Hibernate
2 3 (12.00%) Java EE
2 3 (12.00%) Spring
2 3 (12.00%) XML
3 2 (8.00%) .NET
3 2 (8.00%) MDX
Miscellaneous
1 4 (16.00%) Analytical Skills
2 2 (8.00%) Computer Science
2 2 (8.00%) Life Science
2 2 (8.00%) Management Information System
3 1 (4.00%) Data Structures
Operating Systems
1 8 (32.00%) Unix
2 4 (16.00%) Linux
2 4 (16.00%) Windows
2 4 (16.00%) Windows Server
Processes & Methodologies
1 13 (52.00%) Agile Software Development
2 10 (40.00%) Analytics
2 10 (40.00%) IT Strategy
3 9 (36.00%) Data Architecture
4 8 (32.00%) TOGAF
5 7 (28.00%) Business Intelligence
5 7 (28.00%) Data Analytics
5 7 (28.00%) Zachman Framework
6 6 (24.00%) ETL
7 5 (20.00%) OO
8 4 (16.00%) BPR
8 4 (16.00%) ETL Development
8 4 (16.00%) Functional Testing
8 4 (16.00%) OOA/OOD
8 4 (16.00%) OOD
8 4 (16.00%) Presales
8 4 (16.00%) Regression Testing
8 4 (16.00%) SOA
8 4 (16.00%) Test Automation
8 4 (16.00%) UML
Programming Languages
1 14 (56.00%) SQL
2 8 (32.00%) Java
3 7 (28.00%) Python
3 7 (28.00%) R
4 6 (24.00%) PL/SQL
5 5 (20.00%) Shell Script
6 4 (16.00%) T-SQL
7 2 (8.00%) PowerShell
7 2 (8.00%) VBA
7 2 (8.00%) VBScript
8 1 (4.00%) ABAP
Qualifications
1 2 (8.00%) Degree
Quality Assurance & Compliance
1 4 (16.00%) QA
Systems Management
1 1 (4.00%) Tivoli
Vendors
1 18 (72.00%) Oracle
2 10 (40.00%) Teradata
3 4 (16.00%) HP
3 4 (16.00%) Microsoft
4 3 (12.00%) SAP
5 2 (8.00%) Cognos
5 2 (8.00%) IBM
6 1 (4.00%) Sybase