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 salaries offered in IT jobs that have cited Data Modelling over the 3 months to 10 December 2016 with a comparison to the same period over the previous 2 years.

3 months to
10 Dec 2016
Same period 2015 Same period 2014
Data Modelling
Rank 68 76 65
Rank change year-on-year
+8 -11
Permanent jobs citing Data Modelling 74 87 107
As % of all permanent IT jobs located in Scotland 3.11% 2.83% 3.36%
As % of the Processes & Methodologies category 3.49% 3.16% 3.80%
Number of salaries quoted 45 50 58
Median salary £55,000 £50,000 £50,000
Median salary % change year-on-year
+10.00% -
90% offered a salary of more than £38,200 £37,500 £43,000
10% offered a salary of more than £75,000 £80,000 £83,000
UK excluding London median salary £47,500 £47,500 £45,000
% change year-on-year
- +5.55%
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
2121 2754 2819
As % of all permanent IT jobs located in Scotland 89.12% 89.44% 88.48%
Number of salaries quoted 1326 1744 1854
Median salary £45,000 £45,000 £42,500
Median 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 £62,500 £65,000
UK excluding London median salary £45,000 £45,000 £42,500
% change year-on-year
- +5.88%

Data Modelling
Jobs Demand Trend in Scotland

The demand trend of job ads across the Scotland region citing Data Modelling as a proportion of all IT jobs with a match in 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 10 December 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 median salaries quoted in IT jobs citing Data Modelling within the Scotland region over the 3 months to 10 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
Edinburgh +22 43 £60,000 +20.00% 4
Glasgow +3 26 £50,000 +25.00% 1
Inverclyde - 3 £37,500 -
West Lothian - 2 - -
Data Modelling
UK

Data Modelling
Top 30 Related IT Skills in Scotland

For the 6 months to 10 December 2016, IT jobs citing Data Modelling 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 Data Modelling.

1 67 (44.97%) Finance
2 65 (43.62%) Data Warehouse
3 60 (40.27%) Oracle
4 56 (37.58%) SQL
5 48 (32.21%) ETL
6 40 (26.85%) Analytical Skills
7 38 (25.50%) Logical Data Model
7 38 (25.50%) Relational Database
7 38 (25.50%) Agile Software Development
8 36 (24.16%) Business Intelligence
9 31 (20.81%) UML
9 31 (20.81%) Analytics
10 28 (18.79%) Stakeholder Management
10 28 (18.79%) SQL Server
11 24 (16.11%) Informatica
11 24 (16.11%) Data Architecture
12 23 (15.44%) Scrum
12 23 (15.44%) SOA
12 23 (15.44%) PL/SQL
12 23 (15.44%) Performance Tuning
12 23 (15.44%) Big Data
13 22 (14.77%) SQL Server Integration Services
14 20 (13.42%) OLAP
14 20 (13.42%) Degree
14 20 (13.42%) Data Management
14 20 (13.42%) Hadoop
15 19 (12.75%) Microsoft
15 19 (12.75%) ERwin
15 19 (12.75%) ETL Development
16 18 (12.08%) Data Quality

Data Modelling
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 17 (11.41%) Oracle SOA Suite
2 10 (6.71%) JBoss
3 6 (4.03%) BizTalk Server
3 6 (4.03%) IIS
4 4 (2.68%) GemFire
5 3 (2.01%) Apache Pig
5 3 (2.01%) SAS
Applications
1 8 (5.37%) MS Excel
2 7 (4.70%) MS Visio
3 6 (4.03%) SPSS
4 2 (1.34%) MS Project
5 1 (0.67%) Spreadsheet
Business Applications
1 10 (6.71%) Oracle BPM
2 3 (2.01%) Cognos Business Intelligence
2 3 (2.01%) Oracle 11i
2 3 (2.01%) Oracle EBS R12
3 2 (1.34%) Cognos TM1
3 2 (1.34%) Oracle Applications
3 2 (1.34%) Oracle EBS
4 1 (0.67%) Oracle ERP
Cloud Services
1 2 (1.34%) Google Analytics
2 1 (0.67%) Google Cloud Platform
2 1 (0.67%) Microsoft Azure
Communications & Networking
1 1 (0.67%) Network Security
1 1 (0.67%) SMS
Database & Business Intelligence
1 65 (43.62%) Data Warehouse
2 38 (25.50%) Relational Database
3 28 (18.79%) SQL Server
4 23 (15.44%) Big Data
5 22 (14.77%) SQL Server Integration Services
6 20 (13.42%) Hadoop
6 20 (13.42%) OLAP
7 15 (10.07%) Data Mart
8 13 (8.72%) Apache Hive
8 13 (8.72%) DB2
8 13 (8.72%) HBase
9 10 (6.71%) Oracle OLAP
9 10 (6.71%) RDBMS
10 9 (6.04%) NoSQL
10 9 (6.04%) SQL Server Reporting Services
11 7 (4.70%) Oracle Database
11 7 (4.70%) SQL Server Analysis Services
12 6 (4.03%) Data Lake
12 6 (4.03%) OLTP
12 6 (4.03%) Oracle Database 10g
Development Applications
1 19 (12.75%) ERwin
2 6 (4.03%) MagicDraw
2 6 (4.03%) Talend Open Studio
3 4 (2.68%) Oracle Forms
3 4 (2.68%) PVCS
3 4 (2.68%) Visual Studio
4 2 (1.34%) JDeveloper
4 2 (1.34%) Team Foundation Server
General
1 67 (44.97%) Finance
2 14 (9.40%) Retail
3 12 (8.05%) Banking
4 10 (6.71%) Games
4 10 (6.71%) Telecoms
5 8 (5.37%) Marketing
6 4 (2.68%) Back Office
6 4 (2.68%) General Ledger
7 3 (2.01%) Spanish Language
8 2 (1.34%) Retail Banking
9 1 (0.67%) Legal
Job Titles
1 45 (30.20%) Architect
2 29 (19.46%) Analyst
3 24 (16.11%) Developer
4 21 (14.09%) Data Architect
4 21 (14.09%) Data Modeller
5 13 (8.72%) Solutions Architect
6 10 (6.71%) PMO Manager
7 9 (6.04%) Business Analyst
7 9 (6.04%) Information Architect
7 9 (6.04%) SQL Developer
8 7 (4.70%) Data Analyst
8 7 (4.70%) Senior Developer
9 6 (4.03%) Marketing Analyst
9 6 (4.03%) Marketing Data Analyst
9 6 (4.03%) Senior Architect
10 5 (3.36%) Analyst Programmer
10 5 (3.36%) Designer
10 5 (3.36%) PL/SQL Developer
10 5 (3.36%) Programmer
10 5 (3.36%) Senior Data Architect
Libraries, Frameworks & Software Standards
1 11 (7.38%) .NET
2 10 (6.71%) Apache CXF
2 10 (6.71%) JPA
2 10 (6.71%) JSF
2 10 (6.71%) REST
2 10 (6.71%) RichFaces
3 9 (6.04%) XML
4 8 (5.37%) ASP.NET
5 7 (4.70%) Drools
6 4 (2.68%) Ehcache
6 4 (2.68%) MDX
6 4 (2.68%) XML Schema
7 3 (2.01%) Hibernate
8 2 (1.34%) .NET Framework
8 2 (1.34%) jQuery
8 2 (1.34%) Silverlight
8 2 (1.34%) WCF
8 2 (1.34%) Web Services
8 2 (1.34%) WPF
9 1 (0.67%) CGI
Miscellaneous
1 40 (26.85%) Analytical Skills
2 17 (11.41%) Data Integration
3 8 (5.37%) Taxonomies
4 6 (4.03%) Ontologies
5 4 (2.68%) Management Information System
5 4 (2.68%) Mathematics
5 4 (2.68%) N-Tier
5 4 (2.68%) Reference Data
6 3 (2.01%) Computer Science
6 3 (2.01%) Visualisation
7 2 (1.34%) Data Centre
7 2 (1.34%) Data Structures
7 2 (1.34%) Enterprise Software
7 2 (1.34%) User Experience
8 1 (0.67%) Credit Risk
8 1 (0.67%) Statistics
Operating Systems
1 15 (10.07%) Windows
2 9 (6.04%) Unix
3 2 (1.34%) Windows Server
Processes & Methodologies
1 48 (32.21%) ETL
2 38 (25.50%) Agile Software Development
2 38 (25.50%) Logical Data Model
3 36 (24.16%) Business Intelligence
4 31 (20.81%) Analytics
4 31 (20.81%) UML
5 28 (18.79%) Stakeholder Management
6 24 (16.11%) Data Architecture
7 23 (15.44%) Performance Tuning
7 23 (15.44%) Scrum
7 23 (15.44%) SOA
8 20 (13.42%) Data Management
9 19 (12.75%) ETL Development
10 18 (12.08%) Infrastructure Management
10 18 (12.08%) Use Case
11 16 (10.74%) Physical Data Model
12 15 (10.07%) OO
13 14 (9.40%) Software Engineering
14 12 (8.05%) Data Governance
15 11 (7.38%) Data Analytics
Programming Languages
1 56 (37.58%) SQL
2 23 (15.44%) PL/SQL
3 15 (10.07%) Java
4 12 (8.05%) Perl
5 11 (7.38%) C#
6 10 (6.71%) JavaScript
6 10 (6.71%) Shell Script
7 9 (6.04%) T-SQL
8 6 (4.03%) C++
8 6 (4.03%) PowerShell
9 3 (2.01%) Python
10 2 (1.34%) R
11 1 (0.67%) VBA
Qualifications
1 20 (13.42%) Degree
2 6 (4.03%) Security Cleared
3 3 (2.01%) ISEB
4 1 (0.67%) CISA
4 1 (0.67%) CISM
4 1 (0.67%) CISSP
4 1 (0.67%) CRISC
Quality Assurance & Compliance
1 18 (12.08%) Data Quality
2 5 (3.36%) ISO20022
3 1 (0.67%) ISO/IEC 27001
3 1 (0.67%) PCI DSS
3 1 (0.67%) QA
System Software
1 3 (2.01%) HDFS
Systems Management
1 3 (2.01%) Oozie
Vendors
1 60 (40.27%) Oracle
2 24 (16.11%) Informatica
3 19 (12.75%) Microsoft
4 13 (8.72%) Pega
4 13 (8.72%) Teradata
5 11 (7.38%) Cognos
6 10 (6.71%) IBM
6 10 (6.71%) MicroStrategy
7 7 (4.70%) Tableau
8 6 (4.03%) Sybase
8 6 (4.03%) Talend
9 4 (2.68%) Terracotta
10 2 (1.34%) Google
10 2 (1.34%) HP
10 2 (1.34%) Remedy
10 2 (1.34%) Sun
11 1 (0.67%) Alteryx
11 1 (0.67%) Hyperion
11 1 (0.67%) SAP
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