The table below looks at the statistics for OLAP skills in IT jobs advertised for the Scotland region. Included is a guide to the salaries offered in IT jobs that have cited OLAP over the 3 months to 19 January 2017 with a comparison to the same period over the previous 2 years.

3 months to
19 Jan 2017
Same period 2016 Same period 2015
Online Analytical Processing (OLAP)
UK / Scotland
Rank 125 139 151
Rank change year-on-year
+14 +12
Permanent jobs citing OLAP 6 16 6
As % of all permanent IT jobs located in Scotland 0.27% 0.54% 0.20%
As % of the Database & Business Intelligence category 0.79% 1.67% 0.61%
Number of salaries quoted 1 9 3
Median salary £46,000 £42,500 £52,500
Median salary % change year-on-year
+8.23% -19.04%
UK excluding London median salary £45,000 £42,500 £40,000
% change year-on-year
+5.88% +6.25%

The following table is for comparison with the above and provides statistics for the entire Database & Business Intelligence category in permanent jobs advertised in the Scotland region.

Database & Business Intelligence Category
Scotland
Permanent IT job ads with a match in the
Database & Business Intelligence category
763 957 978
As % of all permanent IT jobs located in Scotland 33.87% 32.27% 32.75%
Number of salaries quoted 476 616 682
Median salary £45,000 £45,000 £40,000
Median salary % change year-on-year
- +12.50%
90% offered a salary of more than £32,500 £32,500 £32,500
10% offered a salary of more than £60,000 £60,000 £55,000
UK excluding London median salary £43,000 £42,500 £40,000
% change year-on-year
+1.17% +6.25%

OLAP
Jobs Demand Trend in Scotland

The demand trend of job ads across the Scotland region citing OLAP as a proportion of all IT jobs with a match in the Database & Business Intelligence category.

OLAP Jobs Demand Trend in Scotland

OLAP
Salary Trend in Scotland

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing OLAP across the Scotland region.

OLAP Salary Trend in Scotland

OLAP
Job Locations in Scotland

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing OLAP within the Scotland region over the 3 months to 19 January 2017. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 3 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Last 3 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Glasgow - 6 £46,000 -
OLAP
UK

OLAP
Top 30 Related IT Skills in Scotland

For the 6 months to 19 January 2017, IT jobs citing OLAP 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 OLAP.

1 12 (80.00%) Data Modelling
1 12 (80.00%) Data Architecture
2 11 (73.33%) Data Warehouse
3 9 (60.00%) OLTP
3 9 (60.00%) Logical Data Model
3 9 (60.00%) Physical Data Model
4 8 (53.33%) ETL
5 6 (40.00%) UML
5 6 (40.00%) Finance
5 6 (40.00%) MagicDraw
5 6 (40.00%) Data Lake
6 5 (33.33%) Analytical Skills
6 5 (33.33%) ISO20022
6 5 (33.33%) Data Integration
6 5 (33.33%) Agile Software Development
6 5 (33.33%) Telecoms
6 5 (33.33%) Software Engineering
6 5 (33.33%) Oracle OLAP
6 5 (33.33%) Kanban
6 5 (33.33%) Hadoop
6 5 (33.33%) Information Architecture
6 5 (33.33%) Apache Hive
6 5 (33.33%) REST
6 5 (33.33%) Data Governance
6 5 (33.33%) Data Quality
6 5 (33.33%) HBase
6 5 (33.33%) Big Data
6 5 (33.33%) Migration
6 5 (33.33%) Games
6 5 (33.33%) Scrum

OLAP
Top Related 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:

Cloud Services
1 1 (6.67%) Amazon AWS
1 1 (6.67%) Microsoft Azure
Database & Business Intelligence
1 11 (73.33%) Data Warehouse
2 9 (60.00%) OLTP
3 6 (40.00%) Data Lake
4 5 (33.33%) Apache Hive
4 5 (33.33%) Big Data
4 5 (33.33%) Hadoop
4 5 (33.33%) HBase
4 5 (33.33%) Oracle OLAP
5 4 (26.67%) SQL Server
5 4 (26.67%) SQL Server 2005
5 4 (26.67%) Star Schema
6 3 (20.00%) SQL Server Integration Services
7 1 (6.67%) Oracle BI EE
7 1 (6.67%) SQL Server 2012
7 1 (6.67%) SQL Server Reporting Services
Development Applications
1 6 (40.00%) MagicDraw
2 5 (33.33%) ERwin
General
1 6 (40.00%) Finance
2 5 (33.33%) Games
2 5 (33.33%) Retail
2 5 (33.33%) Telecoms
3 4 (26.67%) Back Office
3 4 (26.67%) Banking
3 4 (26.67%) General Ledger
Job Titles
1 11 (73.33%) Architect
2 6 (40.00%) Data Architect
3 5 (33.33%) Information Architect
4 3 (20.00%) Developer
4 3 (20.00%) Hadoop Architect
4 3 (20.00%) Senior Developer
4 3 (20.00%) Senior SQL Developer
4 3 (20.00%) SQL Developer
5 2 (13.33%) Senior Architect
5 2 (13.33%) Senior SQL Server Developer
5 2 (13.33%) SQL Server Developer
6 1 (6.67%) Analyst
6 1 (6.67%) Business Intelligence Analyst
6 1 (6.67%) Data Modeller
6 1 (6.67%) Senior Data Architect
6 1 (6.67%) Senior Data Modeller
6 1 (6.67%) Senior Information Architect
Libraries, Frameworks & Software Standards
1 5 (33.33%) REST
1 5 (33.33%) XML
2 4 (26.67%) XML Schema
3 1 (6.67%) MDX
Miscellaneous
1 5 (33.33%) Analytical Skills
1 5 (33.33%) Data Integration
2 4 (26.67%) Ontologies
2 4 (26.67%) Reference Data
2 4 (26.67%) Taxonomies
Processes & Methodologies
1 12 (80.00%) Data Architecture
1 12 (80.00%) Data Modelling
2 9 (60.00%) Logical Data Model
2 9 (60.00%) Physical Data Model
3 8 (53.33%) ETL
4 6 (40.00%) UML
5 5 (33.33%) Agile Software Development
5 5 (33.33%) Data Governance
5 5 (33.33%) Information Architecture
5 5 (33.33%) Kanban
5 5 (33.33%) Migration
5 5 (33.33%) Scrum
5 5 (33.33%) Software Engineering
6 4 (26.67%) Cash Management
6 4 (26.67%) Data Lineage
6 4 (26.67%) Data Management
6 4 (26.67%) Data Migration
6 4 (26.67%) Metadata Management
7 3 (20.00%) Data Mapping
7 3 (20.00%) Mentoring
Programming Languages
1 5 (33.33%) Perl
1 5 (33.33%) Shell Script
2 4 (26.67%) SQL
3 3 (20.00%) T-SQL
4 1 (6.67%) C#
Qualifications
1 4 (26.67%) Degree
Quality Assurance & Compliance
1 5 (33.33%) Data Quality
1 5 (33.33%) ISO20022
Vendors
1 5 (33.33%) IBM
1 5 (33.33%) Informatica
1 5 (33.33%) Oracle
2 2 (13.33%) Microsoft