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 9 December 2016 with a comparison to the same period over the previous 2 years.

3 months to
9 Dec 2016
Same period 2015 Same period 2014
Online Analytical Processing (OLAP)
Rank 131 148 158
Rank change year-on-year
+17 +10
Permanent jobs citing OLAP 7 14 9
As % of all permanent IT jobs located in Scotland 0.29% 0.46% 0.28%
As % of the Database & Business Intelligence category 0.93% 1.48% 0.83%
Number of salaries quoted 1 9 3
Median salary £46,000 £42,500 £47,500
Median salary % change year-on-year
+8.23% -10.52%
UK excluding London median salary £45,000 £45,000 £42,500
% change year-on-year
- +5.88%
OLAP
UK

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
752 949 1085
As % of all permanent IT jobs located in Scotland 31.61% 30.89% 34.06%
Number of salaries quoted 487 617 740
Median salary £42,500 £43,500 £40,000
Median salary % change year-on-year
-2.29% +8.75%
90% offered a salary of more than £32,500 £32,500 £30,000
10% offered a salary of more than £60,000 £60,000 £55,000
UK excluding London median salary £45,000 £42,500 £40,000
% change year-on-year
+5.88% +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 9 December 2016. 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
(Click see detailed
statistics and trends)
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 - 7 £46,000 -
OLAP
UK

OLAP
Top 30 Related IT Skills in Scotland

For the 6 months to 9 December 2016, 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 20 (80.00%) Data Warehouse
1 20 (80.00%) Data Modelling
2 17 (68.00%) Data Architecture
3 16 (64.00%) ETL
4 14 (56.00%) Finance
4 14 (56.00%) Logical Data Model
4 14 (56.00%) Physical Data Model
5 10 (40.00%) Telecoms
5 10 (40.00%) OLTP
5 10 (40.00%) Informatica
5 10 (40.00%) Shell Script
5 10 (40.00%) Oracle
5 10 (40.00%) Perl
5 10 (40.00%) Games
5 10 (40.00%) Scrum
5 10 (40.00%) Agile Software Development
5 10 (40.00%) Retail
5 10 (40.00%) Software Engineering
5 10 (40.00%) Oracle OLAP
5 10 (40.00%) Kanban
5 10 (40.00%) Hadoop
5 10 (40.00%) Apache Hive
5 10 (40.00%) REST
5 10 (40.00%) Data Governance
5 10 (40.00%) HBase
5 10 (40.00%) Big Data
6 9 (36.00%) SQL
7 8 (32.00%) SQL Server
8 6 (24.00%) UML
8 6 (24.00%) Microsoft

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:

Application Platforms
1 1 (4.00%) SAS
1 1 (4.00%) SharePoint
Applications
1 4 (16.00%) MS Excel
2 1 (4.00%) MS Office
Database & Business Intelligence
1 20 (80.00%) Data Warehouse
2 10 (40.00%) Apache Hive
2 10 (40.00%) Big Data
2 10 (40.00%) Hadoop
2 10 (40.00%) HBase
2 10 (40.00%) OLTP
2 10 (40.00%) Oracle OLAP
3 8 (32.00%) SQL Server
4 6 (24.00%) Data Lake
4 6 (24.00%) SQL Server Integration Services
5 5 (20.00%) SQL Server Reporting Services
6 4 (16.00%) QlikView
6 4 (16.00%) SQL Server 2005
6 4 (16.00%) SQL Server Analysis Services
6 4 (16.00%) Star Schema
7 3 (12.00%) Power BI
7 3 (12.00%) Relational Database
8 1 (4.00%) Base SAS
8 1 (4.00%) SAS Data Integration Studio
8 1 (4.00%) SQL Server 2012
Development Applications
1 6 (24.00%) MagicDraw
2 5 (20.00%) ERwin
General
1 14 (56.00%) Finance
2 10 (40.00%) Games
2 10 (40.00%) Retail
2 10 (40.00%) Telecoms
3 5 (20.00%) Banking
4 4 (16.00%) Back Office
4 4 (16.00%) General Ledger
5 1 (4.00%) Marketing
Job Titles
1 16 (64.00%) Architect
2 11 (44.00%) Data Architect
3 5 (20.00%) Information Architect
4 4 (16.00%) Developer
4 4 (16.00%) Hadoop Architect
5 3 (12.00%) Senior Developer
5 3 (12.00%) Senior SQL Developer
5 3 (12.00%) SQL Developer
5 3 (12.00%) Technical Leader
6 2 (8.00%) Senior Architect
6 2 (8.00%) Senior SQL Server Developer
6 2 (8.00%) SQL Server Developer
7 1 (4.00%) Business Intelligence Analyst
7 1 (4.00%) Business Intelligence Developer
7 1 (4.00%) Data Modeller
7 1 (4.00%) Junior Business Intelligence Developer
7 1 (4.00%) Junior Developer
7 1 (4.00%) Senior Data Architect
7 1 (4.00%) Senior Data Modeller
7 1 (4.00%) Senior Information Architect
Libraries, Frameworks & Software Standards
1 10 (40.00%) REST
2 5 (20.00%) XML
3 4 (16.00%) MDX
3 4 (16.00%) XML Schema
4 1 (4.00%) COM
Miscellaneous
1 5 (20.00%) Analytical Skills
1 5 (20.00%) Data Integration
2 4 (16.00%) Ontologies
2 4 (16.00%) Reference Data
2 4 (16.00%) Taxonomies
Processes & Methodologies
1 20 (80.00%) Data Modelling
2 17 (68.00%) Data Architecture
3 16 (64.00%) ETL
4 14 (56.00%) Logical Data Model
4 14 (56.00%) Physical Data Model
5 10 (40.00%) Agile Software Development
5 10 (40.00%) Data Governance
5 10 (40.00%) Kanban
5 10 (40.00%) Scrum
5 10 (40.00%) Software Engineering
6 6 (24.00%) Business Intelligence
6 6 (24.00%) Mentoring
6 6 (24.00%) UML
7 5 (20.00%) Information Architecture
7 5 (20.00%) Migration
8 4 (16.00%) Cash Management
8 4 (16.00%) Data Lineage
8 4 (16.00%) Data Management
8 4 (16.00%) Data Migration
8 4 (16.00%) Metadata Management
Programming Languages
1 10 (40.00%) Perl
1 10 (40.00%) Shell Script
2 9 (36.00%) SQL
3 4 (16.00%) T-SQL
4 1 (4.00%) C#
4 1 (4.00%) SAS Macro
Qualifications
1 4 (16.00%) Degree
Quality Assurance & Compliance
1 5 (20.00%) Data Quality
1 5 (20.00%) ISO20022
Vendors
1 10 (40.00%) Informatica
1 10 (40.00%) Oracle
2 6 (24.00%) Microsoft
3 5 (20.00%) IBM
4 3 (12.00%) Tableau