Period
to 20 October 2018

The following table provides summary statistics for permanent job vacancies advertised in Scotland with a requirement for Logical Data Model skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Logical Data Model over the 6 months to 20 October 2018 with a comparison to the same period in the previous 2 years.

Logical Data Model
UK > Scotland
6 months to
20 Oct 2018
Same period 2017 Same period 2016
Rank 217 221 201
Rank change year-on-year +4 -20 +16
Permanent jobs citing Logical Data Model 7 5 26
As % of all permanent IT jobs advertised in Scotland 0.13% 0.090% 0.49%
As % of the Processes & Methodologies category 0.14% 0.098% 0.53%
Number of salaries quoted 6 3 15
Scotland median annual salary £46,000 £70,000 £55,000
Median salary % change year-on-year -34.29% +27.27% +29.41%
10th Percentile £35,625 £38,500 £43,500
90th Percentile £72,500 £72,500 £59,750
UK median annual salary £65,000 £57,500 £57,500
% change year-on-year +13.04% - -4.17%

Logical Data Model 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 Scotland with a requirement for process or methodology skills.

All Process and Methodology Skills
Scotland
Permanent vacancies with a requirement for process or methodology skills 4,969 5,105 4,891
As % of all permanent IT jobs advertised in Scotland 93.00% 92.21% 92.63%
Number of salaries quoted 3,237 3,253 2,904
Scotland median annual salary £45,500 £44,000 £44,000
Median salary % change year-on-year +3.41% - +3.53%
10th Percentile £29,500 £28,250 £27,500
90th Percentile £70,000 £66,250 £65,000
UK median annual salary £50,000 £50,000 £48,500
% change year-on-year - +3.09% +2.11%

Logical Data Model
Job Vacancy Trend in Scotland

Job postings citing Logical Data Model as a percentage of all IT jobs advertised in Scotland.

Job vacancy trend for Logical Data Model in Scotland

Logical Data Model
Salary Trend in Scotland

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Logical Data Model in Scotland.

Salary trend for Logical Data Model in Scotland

Logical Data Model
Salary Histogram in Scotland

The salary distribution of IT jobs citing Logical Data Model in Scotland over the 6 months to 20 October 2018.

Salary histogram for Logical Data Model in Scotland

Logical Data Model
Job Locations in Scotland

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Logical Data Model within the Scotland region over the 6 months to 20 October 2018. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Edinburgh - 4 £65,000 - 2
Glasgow -2 3 £43,500 -37.86%
Logical Data Model
UK

For the 6 months to 20 October 2018, IT jobs citing Logical Data Model 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 Scotland region with a requirement for Logical Data Model.

1 7 (100.00%) Data Modelling
2 6 (85.71%) SQL
3 4 (57.14%) Oracle
3 4 (57.14%) Agile Software Development
3 4 (57.14%) Waterfall
3 4 (57.14%) Data Warehouse
4 3 (42.86%) Data Quality
4 3 (42.86%) Software Delivery
4 3 (42.86%) SDLC
4 3 (42.86%) Oracle Database
4 3 (42.86%) Finance
4 3 (42.86%) Java
5 2 (28.57%) PL/SQL
5 2 (28.57%) Oracle Forms
5 2 (28.57%) ETL
5 2 (28.57%) SAS
5 2 (28.57%) Business Intelligence
5 2 (28.57%) IBM
5 2 (28.57%) Migration
5 2 (28.57%) Scrum
5 2 (28.57%) DataStage
5 2 (28.57%) Analytical Skills
5 2 (28.57%) Physical Data Model
5 2 (28.57%) Oracle Database 12c
5 2 (28.57%) Dimensional Modelling
5 2 (28.57%) Data Migration
5 2 (28.57%) Data Mapping
6 1 (14.29%) Data Integration
6 1 (14.29%) Kanban
6 1 (14.29%) BPMN

Logical Data Model
Co-occurring IT Skills in Scotland 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 2 (28.57%) SAS
2 1 (14.29%) JBoss
Database & Business Intelligence
1 4 (57.14%) Data Warehouse
2 3 (42.86%) Oracle Database
3 2 (28.57%) DataStage
3 2 (28.57%) Oracle Database 12c
4 1 (14.29%) BusinessObjects
4 1 (14.29%) IBM InfoSphere
4 1 (14.29%) MongoDB
4 1 (14.29%) NoSQL
4 1 (14.29%) Power BI
4 1 (14.29%) Qlik Sense
4 1 (14.29%) QlikView
4 1 (14.29%) SQL Server Analysis Services
4 1 (14.29%) SQL Server Integration Services
4 1 (14.29%) SQL Server Reporting Services
Development Applications
1 2 (28.57%) Oracle Forms
2 1 (14.29%) ER Studio
2 1 (14.29%) Toad
General
1 3 (42.86%) Finance
2 1 (14.29%) Banking
Job Titles
1 2 (28.57%) Analyst
2 1 (14.29%) Architect
2 1 (14.29%) Business Analyst
2 1 (14.29%) Consultant
2 1 (14.29%) ETL Analyst
2 1 (14.29%) Migration Analyst
2 1 (14.29%) Senior Architect
2 1 (14.29%) Senior Solutions Architect
2 1 (14.29%) Solutions Architect
2 1 (14.29%) SQL Analyst
Miscellaneous
1 2 (28.57%) Analytical Skills
2 1 (14.29%) Data Structures
Operating Systems
1 1 (14.29%) AIX
1 1 (14.29%) Unix
Processes & Methodologies
1 7 (100.00%) Data Modelling
2 4 (57.14%) Agile Software Development
2 4 (57.14%) Waterfall
3 3 (42.86%) SDLC
3 3 (42.86%) Software Delivery
4 2 (28.57%) Business Intelligence
4 2 (28.57%) Data Mapping
4 2 (28.57%) Data Migration
4 2 (28.57%) Dimensional Modelling
4 2 (28.57%) ETL
4 2 (28.57%) Migration
4 2 (28.57%) Physical Data Model
4 2 (28.57%) Scrum
5 1 (14.29%) Data Analysis
5 1 (14.29%) Data Flow Diagram
5 1 (14.29%) IT Strategy
5 1 (14.29%) OO
5 1 (14.29%) Problem-Solving
5 1 (14.29%) Sequence Diagram
5 1 (14.29%) UML
Programming Languages
1 6 (85.71%) SQL
2 3 (42.86%) Java
3 2 (28.57%) PL/SQL
Quality Assurance & Compliance
1 3 (42.86%) Data Quality
System Software
1 1 (14.29%) Tivoli Workload Scheduler
Systems Management
1 1 (14.29%) Tivoli
Vendors
1 4 (57.14%) Oracle
2 2 (28.57%) IBM
3 1 (14.29%) Cognos
3 1 (14.29%) Microsoft
3 1 (14.29%) MicroStrategy
3 1 (14.29%) Teradata
3 1 (14.29%) Trillium