The table below looks at the statistics for Data Modelling skills in IT jobs advertised for the Scotland region. Included is a guide to the average salaries offered in IT jobs that have cited Data Modelling over the 3 months to 5 February 2016 with a comparison to the same period in the previous 2 years.

Location
3 months to
5 Feb 2016
Same period 2015 Same period 2014
Data Modeling
Rank 58 81 109
Rank change year-on-year
+23 +28
Permanent jobs citing Data Modelling 110 80 59
As % of all permanent IT jobs located in Scotland 3.69% 2.62% 1.79%
As % of the Processes & Methodologies category 4.13% 3.01% 2.14%
Number of salaries quoted 46 53 32
Average salary £55,000 £44,000 £52,500
Average salary % change year-on-year
+25.00% -16.19%
90% offered a salary of more than £38,000 £40,000 £42,500
10% offered a salary of more than £90,000 £74,000 £80,000
UK excluding London average salary £47,500 £46,000 £47,500
% change year-on-year
+3.26% -3.15%
Data Modelling
UK

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

Processes & Methodologies Category
Scotland
Permanent IT job ads with a match in the
Processes & Methodologies category
2665 2660 2763
As % of all permanent IT jobs located in Scotland 89.37% 87.21% 84.01%
Number of salaries quoted 1702 1702 1798
Average salary £45,000 £42,500 £42,500
Average salary % change year-on-year
+5.88% -
90% offered a salary of more than £32,500 £32,500 £30,000
10% offered a salary of more than £65,000 £63,000 £60,000
UK excluding London average salary £45,000 £42,500 £42,500
% change year-on-year
+5.88% -

Data Modelling
Jobs Demand Trend in Scotland

This chart provides a 3-month moving total of permanent IT jobs citing Data Modelling across the Scotland region as a proportion of the total demand within the Processes & Methodologies category.

Data Modelling Jobs Demand Trend in Scotland

Data Modelling
Salary Trend in Scotland

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

Data Modelling Salary Trend in Scotland

Data Modelling
Salary Histogram in Scotland

This chart provides a salary histogram for IT jobs citing Data Modelling across the Scotland region over the 3 months to 5 February 2016.

Data Modelling Salary Histogram in Scotland

Data Modelling
Job Locations in Scotland

The table below looks at the demand and provides a guide to the average salaries quoted in IT jobs citing Data Modelling within the Scotland region over the 3 months to 5 February 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
(Use links below to see detailed
statistics and historical trends)
Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Average Salary
Last 3 Months
Average Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Edinburgh +26 58 £50,000 +13.63% 16
Glasgow +14 53 £55,000 +18.91% 1
Stirling - 10 £90,000 - 1
East Lothian - 3 - -
Aberdeen +8 1 - -
Data Modelling
UK

Data Modelling
Top 30 Related IT Skills in Scotland

For the 6 months to 5 February 2016, IT jobs across the Scotland region citing Data Modelling also mentioned the following IT skills in order of popularity. The figures indicate the number of jobs and their proportion against the total number of IT job ads sampled that cited Data Modelling.

1 109 (60.56%) SQL
2 84 (46.67%) Oracle
3 77 (42.78%) Data Warehouse
4 76 (42.22%) Business Intelligence
4 76 (42.22%) Finance
5 49 (27.22%) Analytical Skills
6 47 (26.11%) Oracle Database
7 46 (25.56%) PL/SQL
8 43 (23.89%) Banking
9 40 (22.22%) Data Analysis
10 39 (21.67%) Agile Software Development
11 38 (21.11%) Data Management
12 36 (20.00%) Oracle Database 10g
12 36 (20.00%) Logical Data Model
13 35 (19.44%) Informatica
13 35 (19.44%) SQL Server
14 34 (18.89%) Java
14 34 (18.89%) ETL
15 30 (16.67%) Oracle Database 11g
15 30 (16.67%) Analytics
16 28 (15.56%) Dimensional Modelling
17 27 (15.00%) Stakeholder Management
17 27 (15.00%) Data Quality
17 27 (15.00%) Physical Data Model
18 26 (14.44%) BusinessObjects
19 25 (13.89%) Unix
20 24 (13.33%) Business Analysis
21 23 (12.78%) Data Integration
22 22 (12.22%) Scrum
23 21 (11.67%) Workflow

Data Modelling
Top Related IT Skills in Scotland by Category

For the 6 months to 5 February 2016, IT jobs across the Scotland region citing Data Modelling also mentioned the following IT skills grouped by category. The figures indicate the number of jobs and their proportion against the total number of IT job ads sampled that cited Data Modelling. Up to 20 skills are shown per category.

Application Platforms
1 15 (8.33%) SAS
2 13 (7.22%) WebLogic
3 4 (2.22%) Oracle Spatial
3 4 (2.22%) WebSphere
4 2 (1.11%) Apache
4 2 (1.11%) Node.js
5 1 (0.56%) Alfresco
5 1 (0.56%) Apache Spark
5 1 (0.56%) Documentum
5 1 (0.56%) FileNet
Applications
1 20 (11.11%) MS Excel
2 11 (6.11%) MS PowerPoint
3 4 (2.22%) MS Office
4 1 (0.56%) DOC1
Business Applications
1 12 (6.67%) Oracle 11i
1 12 (6.67%) Oracle Applications
1 12 (6.67%) Oracle EBS
1 12 (6.67%) Oracle EBS R12
2 3 (1.67%) SAP MDM
Cloud Services
1 6 (3.33%) Amazon AWS
2 5 (2.78%) Google Analytics
3 2 (1.11%) Amazon EC2
3 2 (1.11%) Microsoft Azure
4 1 (0.56%) SaaS
Communications & Networking
1 2 (1.11%) Network Security
2 1 (0.56%) Firewall
2 1 (0.56%) TCP/IP
Database & Business Intelligence
1 77 (42.78%) Data Warehouse
2 47 (26.11%) Oracle Database
3 36 (20.00%) Oracle Database 10g
4 35 (19.44%) SQL Server
5 30 (16.67%) Oracle Database 11g
6 26 (14.44%) BusinessObjects
7 19 (10.56%) Hadoop
7 19 (10.56%) SQL Server Integration Services
8 17 (9.44%) Big Data
9 16 (8.89%) Oracle Reports
9 16 (8.89%) Relational Database
10 15 (8.33%) Oracle ODI
10 15 (8.33%) PowerCenter
10 15 (8.33%) RDBMS
11 14 (7.78%) BODI
11 14 (7.78%) MongoDB
11 14 (7.78%) NoSQL
12 12 (6.67%) Apache Cassandra
12 12 (6.67%) DataStage
12 12 (6.67%) Oracle BI Publisher
Development Applications
1 17 (9.44%) Oracle Forms
2 14 (7.78%) JDeveloper
3 8 (4.44%) JIRA
4 7 (3.89%) Visual Studio
5 5 (2.78%) Team Foundation Server
6 4 (2.22%) FitNesse
6 4 (2.22%) JUnit
6 4 (2.22%) Oracle APEX
6 4 (2.22%) Toad
7 2 (1.11%) ERwin
7 2 (1.11%) Selenium
8 1 (0.56%) MagicDraw
8 1 (0.56%) PowerDesigner
8 1 (0.56%) SonarQube
8 1 (0.56%) Subversion
8 1 (0.56%) TeamCity
General
1 76 (42.22%) Finance
2 43 (23.89%) Banking
3 12 (6.67%) Investment Banking
4 11 (6.11%) Front Office
5 8 (4.44%) Financial Institution
6 5 (2.78%) Spanish Language
7 3 (1.67%) Pharmaceutical
7 3 (1.67%) Retail
8 2 (1.11%) Billing
8 2 (1.11%) Publishing
8 2 (1.11%) Retail Banking
9 1 (0.56%) Games
9 1 (0.56%) Marketing
Job Titles
1 55 (30.56%) Developer
2 45 (25.00%) Analyst
3 38 (21.11%) Architect
4 22 (12.22%) Oracle Developer
5 21 (11.67%) Business Analyst
6 20 (11.11%) Consultant
7 17 (9.44%) Data Modeller
8 15 (8.33%) IT Architect
9 14 (7.78%) Business Intelligence Consultant
10 13 (7.22%) Data Analyst
11 12 (6.67%) Business Intelligence Developer
11 12 (6.67%) Senior Architect
12 11 (6.11%) Data Architect
13 9 (5.00%) Applications Developer
13 9 (5.00%) Asset Management Analyst
13 9 (5.00%) Asset Management Business Analyst
13 9 (5.00%) Business Intelligence Analyst
13 9 (5.00%) Oracle Applications Developer
14 8 (4.44%) E-Commerce Architect
14 8 (4.44%) TOGAF Architect
Libraries, Frameworks & Software Standards
1 19 (10.56%) XML
2 13 (7.22%) HTML
3 11 (6.11%) .NET
4 9 (5.00%) Web Services
5 7 (3.89%) CSS
5 7 (3.89%) HTML5
6 5 (2.78%) JSON
6 5 (2.78%) RESTful
7 4 (2.22%) BSON
7 4 (2.22%) J2SE
7 4 (2.22%) JMS
7 4 (2.22%) jQuery
7 4 (2.22%) SOAP
7 4 (2.22%) Spring
7 4 (2.22%) WebSphere MQ
8 3 (1.67%) Ajax
8 3 (1.67%) Backbone.js
9 2 (1.11%) Ext JS
9 2 (1.11%) LAMP
9 2 (1.11%) WCF
Miscellaneous
1 49 (27.22%) Analytical Skills
2 23 (12.78%) Data Integration
3 17 (9.44%) Management Information System
4 12 (6.67%) Taxonomies
5 11 (6.11%) Computer Science
6 8 (4.44%) N-Tier
7 6 (3.33%) Data Structures
7 6 (3.33%) Reference Data
8 5 (2.78%) Visualisation
9 4 (2.22%) Enterprise Software
9 4 (2.22%) Equity Derivative
10 3 (1.67%) Biotechnology
10 3 (1.67%) Data Centre
10 3 (1.67%) Life Science
11 2 (1.11%) Credit Risk
11 2 (1.11%) PMI
12 1 (0.56%) Data Protection Act
12 1 (0.56%) Mathematics
12 1 (0.56%) Replication
12 1 (0.56%) Statistics
Operating Systems
1 25 (13.89%) Unix
2 20 (11.11%) Linux
3 11 (6.11%) Windows
Processes & Methodologies
1 76 (42.22%) Business Intelligence
2 40 (22.22%) Data Analysis
3 39 (21.67%) Agile Software Development
4 38 (21.11%) Data Management
5 36 (20.00%) Logical Data Model
6 34 (18.89%) ETL
7 30 (16.67%) Analytics
8 28 (15.56%) Dimensional Modelling
9 27 (15.00%) Physical Data Model
9 27 (15.00%) Stakeholder Management
10 24 (13.33%) Business Analysis
11 22 (12.22%) Scrum
12 21 (11.67%) Workflow
13 19 (10.56%) Data Governance
14 18 (10.00%) Master Data Management
14 18 (10.00%) UML
15 17 (9.44%) Asset Management
15 17 (9.44%) Technical Architecture
16 16 (8.89%) TOGAF
17 15 (8.33%) ETL Development
Programming Languages
1 109 (60.56%) SQL
2 46 (25.56%) PL/SQL
3 34 (18.89%) Java
4 14 (7.78%) T-SQL
5 10 (5.56%) C++
6 9 (5.00%) C#
6 9 (5.00%) JavaScript
7 8 (4.44%) Perl
8 4 (2.22%) Shell Script
9 3 (1.67%) Ada
9 3 (1.67%) Python
10 2 (1.11%) C
10 2 (1.11%) VB.NET
11 1 (0.56%) Scala
Qualifications
1 18 (10.00%) Degree
2 4 (2.22%) OCA
2 4 (2.22%) Oracle Certification
3 3 (1.67%) IIBA
3 3 (1.67%) MBA
4 2 (1.11%) PMI Certification
4 2 (1.11%) Security Cleared
Quality Assurance & Compliance
1 27 (15.00%) Data Quality
2 3 (1.67%) 21 CFR Part 11
2 3 (1.67%) QA
2 3 (1.67%) Sarbanes-Oxley
System Software
1 1 (0.56%) HDFS
Vendors
1 84 (46.67%) Oracle
2 35 (19.44%) Informatica
3 17 (9.44%) Microsoft
4 16 (8.89%) Cognos
4 16 (8.89%) Tableau
5 12 (6.67%) Teradata
6 6 (3.33%) Sybase
7 5 (2.78%) Google
8 4 (2.22%) CA
8 4 (2.22%) MicroStrategy
9 3 (1.67%) Charles River
9 3 (1.67%) SAP
10 2 (1.11%) IBM
11 1 (0.56%) Ab Initio
11 1 (0.56%) Cloudera
11 1 (0.56%) Kofax
11 1 (0.56%) Laserfiche
11 1 (0.56%) Perforce
11 1 (0.56%) Red Gate
11 1 (0.56%) Splunk
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