The following table provides summary statistics for permanent job vacancies advertised in West Lothian 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 24 March 2017 with a comparison to the same period in the previous 2 years.

3 months to
24 Mar 2017
Same period 2016 Same period 2015
Data Modelling
Scotland / West Lothian
Rank 23 15 20
Rank change year-on-year -8 +5  
Permanent jobs citing Data Modelling 1 1 1
As % of all permanent IT jobs advertised in West Lothian 1.41% 1.79% 1.61%
As % of the Processes & Methodologies category 1.54% 2.08% 1.69%
Number of salaries quoted 1 1 1
Median salary £43,500 £50,000 £35,000
Median salary % change year-on-year -13.00% +42.85%  
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 West Lothian with a requirement for process and methodology skills.

Process & Methodology Skills
West Lothian
Permanent job vacancies with a requirement for process and methodology skills 65 48 59
As % of all permanent IT job vacancies advertised in West Lothian 91.55% 85.71% 95.16%
Number of salaries quoted 56 20 27
Median salary £40,000 £41,250 £36,875
Median salary % change year-on-year -3.03% +11.86%  
90% offered a salary of more than £30,000 £32,500 £31,000
10% offered a salary of more than £50,000 £41,500 £65,000
UK excluding London median salary £45,000 £45,000 £43,000
% change year-on-year - +4.65%  

Data Modelling
Job Vacancy Trend in West Lothian

The job posting trend of jobs advertised in West Lothian 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 West Lothian

Data Modelling
Salary Trend in West Lothian

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

Salary trend for Data Modelling in West Lothian

Data Modelling
Top 30 Related IT Skills in West Lothian

For the 6 months to 24 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 West Lothian region with a requirement for Data Modelling.

1 3 (100.00%) SQL
1 3 (100.00%) Oracle
1 3 (100.00%) Oracle 11i
1 3 (100.00%) Business Intelligence
1 3 (100.00%) Oracle EBS R12
2 2 (66.67%) Oracle Applications
2 2 (66.67%) Oracle Database
2 2 (66.67%) Oracle BI Publisher
2 2 (66.67%) Analytical Skills
2 2 (66.67%) Logical Data Model
2 2 (66.67%) Physical Data Model
2 2 (66.67%) Personalization
2 2 (66.67%) PL/SQL
2 2 (66.67%) XML
2 2 (66.67%) Oracle Forms
2 2 (66.67%) Oracle Reports
2 2 (66.67%) Oracle Database 10g
2 2 (66.67%) JDeveloper
2 2 (66.67%) Oracle EBS
3 1 (33.33%) Oracle ERP
3 1 (33.33%) BusinessObjects
3 1 (33.33%) Hyperion
3 1 (33.33%) Informatica
3 1 (33.33%) SQL Server
3 1 (33.33%) Microsoft
3 1 (33.33%) ERP
3 1 (33.33%) Oracle BI EE
3 1 (33.33%) Data Integration
3 1 (33.33%) Business Analytics
3 1 (33.33%) Analytics

Data Modelling
Top Related IT Skills in West Lothian 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:

Business Applications
1 3 (100.00%) Oracle 11i
1 3 (100.00%) Oracle EBS R12
2 2 (66.67%) Oracle Applications
2 2 (66.67%) Oracle EBS
3 1 (33.33%) Oracle ERP
Database & Business Intelligence
1 2 (66.67%) Oracle BI Publisher
1 2 (66.67%) Oracle Database
1 2 (66.67%) Oracle Database 10g
1 2 (66.67%) Oracle Reports
2 1 (33.33%) BusinessObjects
2 1 (33.33%) Oracle BI EE
2 1 (33.33%) Oracle ODI
2 1 (33.33%) SQL Server
Development Applications
1 2 (66.67%) JDeveloper
1 2 (66.67%) Oracle Forms
Job Titles
1 2 (66.67%) Applications Developer
1 2 (66.67%) Developer
2 1 (33.33%) Analyst
2 1 (33.33%) Business Intelligence Analyst
2 1 (33.33%) Oracle Analyst
Libraries, Frameworks & Software Standards
1 2 (66.67%) XML
Miscellaneous
1 2 (66.67%) Analytical Skills
Processes & Methodologies
1 3 (100.00%) Business Intelligence
2 2 (66.67%) Logical Data Model
2 2 (66.67%) Personalization
2 2 (66.67%) Physical Data Model
3 1 (33.33%) Analytics
3 1 (33.33%) Business Analytics
3 1 (33.33%) Data Integration
3 1 (33.33%) ERP
Programming Languages
1 3 (100.00%) SQL
2 2 (66.67%) PL/SQL
Vendors
1 3 (100.00%) Oracle
2 1 (33.33%) Hyperion
2 1 (33.33%) Informatica
2 1 (33.33%) Microsoft