Period
to 23 November 2017

The following table provides summary statistics for permanent job vacancies advertised in Scotland with a requirement for Star Schema skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Star Schema over the 6 months to 23 November 2017 with a comparison to the same period in the previous 2 years.

Star Schema
UK > Scotland
6 months to
23 Nov 2017
Same period 2016 Same period 2015
Rank 213 206 235
Rank change year-on-year -7 +29 +5
Permanent jobs citing Star Schema 12 10 11
As % of all permanent IT jobs advertised in Scotland 0.21% 0.19% 0.17%
As % of the Database & Business Intelligence category 0.62% 0.62% 0.54%
Number of salaries quoted 5 3 6
Scotland median annual salary £62,000 £47,500 £37,500
Median salary % change year-on-year +30.53% +26.67% -
UK median annual salary £50,000 £54,000 £43,500
% change year-on-year -7.41% +24.14% -9.38%

Star Schema is in the Databases and Business Intelligence 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 database or business intelligence skills.

All Database and Business Intelligence Skills
Scotland
Permanent vacancies with a requirement for database or business intelligence skills 1938 1623 2033
As % of all permanent IT jobs advertised in Scotland 34.34% 31.29% 31.72%
Number of salaries quoted 1202 968 1316
Scotland median annual salary £41,750 £42,500 £40,000
Median salary % change year-on-year -1.76% +6.25% -
10th Percentile £28,000 £28,500 £28,000
90th Percentile £62,500 £61,250 £61,250
UK median annual salary £47,500 £47,500 £45,000
% change year-on-year - +5.56% +2.27%

Star Schema
Job Vacancy Trend in Scotland

Job postings citing Star Schema as a percentage of all IT jobs advertised in Scotland.

Job vacancy trend for Star Schema in Scotland

Star Schema
Salary Trend in Scotland

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Star Schema in Scotland.

Salary trend for Star Schema in Scotland

Star Schema
Job Locations in Scotland

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Star Schema within the Scotland region over the 6 months to 23 November 2017. 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
Glasgow -14 8 £62,000 +30.53% 1
Edinburgh - 4 - -
Star Schema
UK

For the 6 months to 23 November 2017, IT jobs citing Star Schema 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 Scotland region with a requirement for Star Schema.

1 9 (75.00%) Data Modelling
1 9 (75.00%) Data Integration
2 8 (66.67%) Data Warehouse
3 7 (58.33%) Snowflake Schema
4 6 (50.00%) Business Intelligence
4 6 (50.00%) ETL
5 5 (41.67%) SQL
5 5 (41.67%) Relational Database
5 5 (41.67%) Analytics
6 4 (33.33%) Data Architecture
6 4 (33.33%) Microsoft
7 3 (25.00%) ERwin
7 3 (25.00%) JCL
7 3 (25.00%) Middleware
7 3 (25.00%) GIS
7 3 (25.00%) Service Delivery
7 3 (25.00%) Migration
7 3 (25.00%) Oracle
7 3 (25.00%) XML
7 3 (25.00%) N-Tier
7 3 (25.00%) COBOL
7 3 (25.00%) UML
7 3 (25.00%) Data Mining
7 3 (25.00%) XML Schema
7 3 (25.00%) TOGAF
7 3 (25.00%) Data Analysis
7 3 (25.00%) MagicDraw
7 3 (25.00%) Taxonomies
7 3 (25.00%) Data Migration
7 3 (25.00%) Metadata Management

Star Schema
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 (16.67%) SAS
Database & Business Intelligence
1 8 (66.67%) Data Warehouse
2 7 (58.33%) Snowflake Schema
3 5 (41.67%) Relational Database
4 3 (25.00%) Data Mining
4 3 (25.00%) GIS
5 2 (16.67%) SAS Data Integration Studio
5 2 (16.67%) SAS EBI
5 2 (16.67%) SAS Visual Analytics
6 1 (8.33%) SQL Server Analysis Services
6 1 (8.33%) SQL Server Integration Services
6 1 (8.33%) SQL Server Reporting Services
Development Applications
1 3 (25.00%) ERwin
1 3 (25.00%) MagicDraw
2 1 (8.33%) Team Foundation Server
2 1 (8.33%) VSS/SourceSafe
General
1 2 (16.67%) Finance
2 1 (8.33%) Banking
2 1 (8.33%) Investment Banking
Job Titles
1 7 (58.33%) Architect
2 3 (25.00%) Data Architect
2 3 (25.00%) Designer
2 3 (25.00%) Information Architect
3 2 (16.67%) Consultant
3 2 (16.67%) Lead Architect
3 2 (16.67%) SAS Consultant
4 1 (8.33%) Developer
4 1 (8.33%) ETL Developer
4 1 (8.33%) Senior Architect
4 1 (8.33%) Senior Information Architect
Libraries, Frameworks & Software Standards
1 3 (25.00%) Middleware
1 3 (25.00%) XML
1 3 (25.00%) XML Schema
Miscellaneous
1 3 (25.00%) N-Tier
1 3 (25.00%) Taxonomies
2 2 (16.67%) Analytical Skills
2 2 (16.67%) Equities
2 2 (16.67%) Fixed Income
2 2 (16.67%) Mainframe
2 2 (16.67%) Reference Data
Operating Systems
1 2 (16.67%) Unix
1 2 (16.67%) Windows
Processes & Methodologies
1 9 (75.00%) Data Integration
1 9 (75.00%) Data Modelling
2 6 (50.00%) Business Intelligence
2 6 (50.00%) ETL
3 5 (41.67%) Analytics
4 4 (33.33%) Data Architecture
5 3 (25.00%) Data Analysis
5 3 (25.00%) Data Analytics
5 3 (25.00%) Data Migration
5 3 (25.00%) Data Strategy
5 3 (25.00%) Metadata Management
5 3 (25.00%) Migration
5 3 (25.00%) Service Delivery
5 3 (25.00%) TOGAF
5 3 (25.00%) UML
6 2 (16.67%) Conceptual Models
6 2 (16.67%) Creative Thinking
6 2 (16.67%) Data Management
6 2 (16.67%) Logical Data Model
6 2 (16.67%) Reference Data Management
Programming Languages
1 5 (41.67%) SQL
2 3 (25.00%) COBOL
2 3 (25.00%) JCL
Qualifications
1 2 (16.67%) Degree
Quality Assurance & Compliance
1 2 (16.67%) Data Quality
1 2 (16.67%) ISO 20022
Vendors
1 4 (33.33%) Microsoft
2 3 (25.00%) Oracle
3 2 (16.67%) Ab Initio
3 2 (16.67%) IBM