Period
to 16 January 2019

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 16 January 2019 with a comparison to the same period in the previous 2 years.

Logical Data Model
UK > Scotland
6 months to
16 Jan 2019
Same period 2018 Same period 2017
Rank 215 225 165
Rank change year-on-year +10 -60 +37
Permanent jobs citing Logical Data Model 11 5 36
As % of all permanent IT jobs advertised in Scotland 0.22% 0.091% 0.77%
As % of the Processes & Methodologies category 0.23% 0.098% 0.83%
Number of salaries quoted 10 3 20
Scotland median annual salary £56,750 £45,000 £60,000
Median salary % change year-on-year +26.11% -25.00% +20.00%
10th Percentile £40,075 £33,800 £52,500
90th Percentile £68,250 £46,000 £72,750
UK median annual salary £72,500 £59,000 £60,000
% change year-on-year +22.88% -1.67% +9.09%

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 4,732 5,083 4,320
As % of all permanent IT jobs advertised in Scotland 93.54% 92.43% 92.56%
Number of salaries quoted 3,069 3,329 2,721
Scotland median annual salary £45,000 £45,000 £44,500
Median salary % change year-on-year - +1.12% +4.71%
10th Percentile £29,500 £28,250 £28,750
90th Percentile £69,375 £65,050 £65,000
UK median annual salary £52,500 £50,000 £47,500
% change year-on-year +5.00% +5.26% -

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 16 January 2019.

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 16 January 2019. 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 - 7 £65,000 - 1
Glasgow -2 4 £48,000 +6.67%
Logical Data Model
UK

For the 6 months to 16 January 2019, 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 11 (100.00%) Data Modelling
2 10 (90.91%) Finance
3 8 (72.73%) IBM
4 6 (54.55%) Data Warehouse
4 6 (54.55%) SQL
4 6 (54.55%) Agile Software Development
4 6 (54.55%) Physical Data Model
5 5 (45.45%) Waterfall
5 5 (45.45%) Teradata
6 4 (36.36%) Stakeholder Management
6 4 (36.36%) ERwin
6 4 (36.36%) Oracle
6 4 (36.36%) Data Quality
6 4 (36.36%) Big Data
6 4 (36.36%) Hadoop
6 4 (36.36%) Business Development
6 4 (36.36%) Dimensional Modelling
6 4 (36.36%) Software Delivery
6 4 (36.36%) SDLC
7 3 (27.27%) Banking
7 3 (27.27%) Analytical Skills
7 3 (27.27%) Coaching
7 3 (27.27%) SAS
7 3 (27.27%) DataStage
7 3 (27.27%) Business Intelligence
8 2 (18.18%) Scrum
8 2 (18.18%) Tivoli
8 2 (18.18%) Tivoli Workload Scheduler
8 2 (18.18%) BusinessObjects
8 2 (18.18%) ETL

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 3 (27.27%) SAS
Database & Business Intelligence
1 6 (54.55%) Data Warehouse
2 4 (36.36%) Big Data
2 4 (36.36%) Hadoop
3 3 (27.27%) DataStage
4 2 (18.18%) BusinessObjects
4 2 (18.18%) IBM InfoSphere
4 2 (18.18%) Oracle Database
4 2 (18.18%) Oracle Database 12c
5 1 (9.09%) Enterprise Data Warehouse
5 1 (9.09%) MongoDB
5 1 (9.09%) NoSQL
5 1 (9.09%) Power BI
5 1 (9.09%) Qlik Sense
5 1 (9.09%) QlikView
5 1 (9.09%) SQL Server Analysis Services
5 1 (9.09%) SQL Server Integration Services
5 1 (9.09%) SQL Server Reporting Services
Development Applications
1 4 (36.36%) ERwin
2 2 (18.18%) Oracle Forms
2 2 (18.18%) Toad
3 1 (9.09%) ER Studio
General
1 10 (90.91%) Finance
2 3 (27.27%) Banking
3 1 (9.09%) Retail Banking
Job Titles
1 4 (36.36%) Data Modeller
2 2 (18.18%) Analyst
3 1 (9.09%) Business Analyst
3 1 (9.09%) Consultant
3 1 (9.09%) Data Analyst
Libraries, Frameworks & Software Standards
1 1 (9.09%) REST
1 1 (9.09%) SOAP
1 1 (9.09%) Web Services
Miscellaneous
1 3 (27.27%) Analytical Skills
2 1 (9.09%) User Experience
Operating Systems
1 1 (9.09%) AIX
1 1 (9.09%) Unix
Processes & Methodologies
1 11 (100.00%) Data Modelling
2 6 (54.55%) Agile Software Development
2 6 (54.55%) Physical Data Model
3 5 (45.45%) Waterfall
4 4 (36.36%) Business Development
4 4 (36.36%) Dimensional Modelling
4 4 (36.36%) SDLC
4 4 (36.36%) Software Delivery
4 4 (36.36%) Stakeholder Management
5 3 (27.27%) Business Intelligence
5 3 (27.27%) Coaching
6 2 (18.18%) Analytics
6 2 (18.18%) Continuous Integration
6 2 (18.18%) Data Management
6 2 (18.18%) ETL
6 2 (18.18%) ETL Development
6 2 (18.18%) Metadata Management
6 2 (18.18%) Non-Functional Testing
6 2 (18.18%) Problem-Solving
6 2 (18.18%) Scrum
Programming Languages
1 6 (54.55%) SQL
2 2 (18.18%) Java
2 2 (18.18%) PL/SQL
Quality Assurance & Compliance
1 4 (36.36%) Data Quality
System Software
1 2 (18.18%) Tivoli Workload Scheduler
Systems Management
1 2 (18.18%) Tivoli
Vendors
1 8 (72.73%) IBM
2 5 (45.45%) Teradata
3 4 (36.36%) Oracle
4 1 (9.09%) Cognos
4 1 (9.09%) Microsoft
4 1 (9.09%) MicroStrategy
4 1 (9.09%) Trillium