The following table provides summary statistics for permanent job vacancies advertised in Scotland with a requirement for Data Modelling skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Modelling over the 3 months to 27 June 2017 with a comparison to the same period in the previous 2 years.

Data Modelling
UK / Scotland
3 months to
27 Jun 2017
Same period 2016 Same period 2015
Rank 112 81 99
Rank change year-on-year -31 +18  
Permanent jobs citing Data Modelling 45 81 67
As % of all permanent IT jobs advertised in Scotland 1.66% 2.83% 2.15%
As % of the Processes & Methodologies category 1.81% 3.09% 2.39%
Number of salaries quoted 22 53 38
Median salary £48,500 £48,500 £44,000
Median salary % change year-on-year - +10.22%  
90% offered a salary of more than £33,250 £40,284 £36,000
10% offered a salary of more than £70,000 £76,400 £56,400
UK excluding London median salary £48,500 £47,500 £45,500
% change year-on-year +2.10% +4.39%  

Data Modelling is in the process and methodology skills category. The next table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Scotland with a requirement for process and methodology skills.

Process & Methodology Skills
Scotland
Permanent job vacancies with a requirement for process and methodology skills 2480 2618 2803
As % of all permanent IT job vacancies advertised in Scotland 91.38% 91.35% 89.93%
Number of salaries quoted 1589 1478 1763
Median salary £45,000 £45,000 £44,000
Median salary % change year-on-year - +2.27%  
90% offered a salary of more than £31,500 £30,000 £32,000
10% offered a salary of more than £67,500 £60,000 £65,000
UK excluding London median salary £45,000 £45,000 £44,000
% change year-on-year - +2.27%  

Data Modelling
Job Vacancy Trend in Scotland

The job posting trend of jobs advertised in Scotland citing Data Modelling as a proportion of all permanent or contract IT jobs with a match in the Processes & Methodologies category.

Job vacancy trend for Data Modelling 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 in Scotland.

Salary trend for Data Modelling in Scotland

Data Modelling
Salary Histogram in Scotland

The salary distribution of IT jobs citing Data Modelling in Scotland over the 3 months to 27 June 2017.

Salary histogram for Data Modelling 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 27 June 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 31 £48,500 +7.77% 2
Edinburgh -35 14 £52,500 -2.32% 6
Data Modelling
UK

For the 6 months to 27 June 2017, 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 57 (51.35%) SQL
2 47 (42.34%) Relational Database
3 40 (36.04%) Finance
4 39 (35.14%) Oracle
5 33 (29.73%) Data Warehouse
6 30 (27.03%) RDBMS
7 29 (26.13%) ETL
8 27 (24.32%) Agile Software Development
9 26 (23.42%) SQL Server
10 25 (22.52%) Stakeholder Management
11 23 (20.72%) Business Intelligence
12 22 (19.82%) PL/SQL
12 22 (19.82%) Security Cleared
13 20 (18.02%) Unix
14 19 (17.12%) Use Case
14 19 (17.12%) Oracle Database
15 18 (16.22%) Analytics
15 18 (16.22%) MicroStrategy
16 17 (15.32%) Data Management
16 17 (15.32%) Oracle Database 11g
16 17 (15.32%) Performance Tuning
17 16 (14.41%) Talend
17 16 (14.41%) Talend Open Studio
17 16 (14.41%) C#
17 16 (14.41%) Microsoft
17 16 (14.41%) OO
18 15 (13.51%) Oracle Database 10g
18 15 (13.51%) Oracle8/8i Database
18 15 (13.51%) Oracle9i Database
18 15 (13.51%) PVCS

Data Modelling
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 12 (10.81%) Oracle SOA Suite
2 8 (7.21%) Apache Spark
3 6 (5.41%) JBoss
4 3 (2.70%) SharePoint
5 2 (1.80%) SAS
6 1 (0.90%) Confluence
6 1 (0.90%) IIS
Applications
1 4 (3.60%) Microsoft Excel
2 3 (2.70%) MS Visio
3 1 (0.90%) Microsoft Office
3 1 (0.90%) Microsoft PowerPoint
Business Applications
1 6 (5.41%) Oracle BPM
2 2 (1.80%) Dynamics CRM
3 1 (0.90%) Eloqua
3 1 (0.90%) HFM
3 1 (0.90%) Hyperion Planning
3 1 (0.90%) IntelliMatch
3 1 (0.90%) Markit EDM
3 1 (0.90%) Oracle 11i
3 1 (0.90%) Oracle EBS
3 1 (0.90%) Oracle EBS R12
3 1 (0.90%) Oracle ERP
Cloud Services
1 2 (1.80%) Microsoft Azure
1 2 (1.80%) SaaS
2 1 (0.90%) Google Analytics
2 1 (0.90%) iPaaS
2 1 (0.90%) PaaS
Communications & Networking
1 1 (0.90%) TCP/IP
Database & Business Intelligence
1 47 (42.34%) Relational Database
2 33 (29.73%) Data Warehouse
3 30 (27.03%) RDBMS
4 26 (23.42%) SQL Server
5 19 (17.12%) Oracle Database
6 17 (15.32%) Oracle Database 11g
7 15 (13.51%) Oracle Database 10g
7 15 (13.51%) Oracle8/8i Database
7 15 (13.51%) Oracle9i Database
8 10 (9.01%) Hadoop
9 8 (7.21%) Apache Hive
9 8 (7.21%) HBase
10 5 (4.50%) BusinessObjects
10 5 (4.50%) Data Mining
11 3 (2.70%) Big Data
11 3 (2.70%) NoSQL
11 3 (2.70%) Star Schema
12 2 (1.80%) Azure SQL Database
12 2 (1.80%) Oracle ODI
12 2 (1.80%) SQL Server 2012
Development Applications
1 16 (14.41%) Talend Open Studio
2 15 (13.51%) PVCS
3 11 (9.91%) ERwin
4 10 (9.01%) Team Foundation Server
5 8 (7.21%) Git (software)
5 8 (7.21%) Moq
5 8 (7.21%) NUnit
6 4 (3.60%) JUnit
6 4 (3.60%) Visual Studio
7 3 (2.70%) MagicDraw
8 2 (1.80%) Eclipse
8 2 (1.80%) Jenkins
8 2 (1.80%) JIRA
8 2 (1.80%) Maven
8 2 (1.80%) NSubstitute
General
1 40 (36.04%) Finance
2 5 (4.50%) Banking
2 5 (4.50%) Marketing
3 2 (1.80%) Law
4 1 (0.90%) Financial Institution
4 1 (0.90%) Games
4 1 (0.90%) General Ledger
4 1 (0.90%) Legal
Job Titles
1 41 (36.94%) Analyst
2 35 (31.53%) Developer
3 27 (24.32%) Business Analyst
4 24 (21.62%) Architect
5 20 (18.02%) Senior Developer
6 18 (16.22%) Oracle Developer
7 15 (13.51%) Senior Oracle Developer
8 11 (9.91%) Data Architect
8 11 (9.91%) Senior Architect
9 10 (9.01%) Senior Data Architect
10 8 (7.21%) Senior Analyst
11 7 (6.31%) .NET Developer
11 7 (6.31%) Senior Business Analyst
12 6 (5.41%) .NET Software Developer
12 6 (5.41%) C# .NET Developer
12 6 (5.41%) C# Developer
12 6 (5.41%) C# Software Developer
12 6 (5.41%) Data Analyst
12 6 (5.41%) Software Developer
12 6 (5.41%) Solutions Architect
Libraries, Frameworks & Software Standards
1 11 (9.91%) .NET
2 10 (9.01%) ASP.NET
3 9 (8.11%) ASP.NET MVC
4 8 (7.21%) JPA
5 7 (6.31%) Hibernate
5 7 (6.31%) Kafka
5 7 (6.31%) XML
6 6 (5.41%) .NET Framework
6 6 (5.41%) Apache CXF
6 6 (5.41%) Entity Framework
6 6 (5.41%) JSF
6 6 (5.41%) RichFaces
7 5 (4.50%) Drools
7 5 (4.50%) XML Schema
8 4 (3.60%) Unity DI Container
8 4 (3.60%) XSLT
9 3 (2.70%) HTML
10 2 (1.80%) CSS
10 2 (1.80%) J2EE
10 2 (1.80%) SOAP
Miscellaneous
1 12 (10.81%) Analytical Skills
2 9 (8.11%) Taxonomies
3 5 (4.50%) Computer Science
4 3 (2.70%) Data Structures
4 3 (2.70%) Management Information System
5 2 (1.80%) Enterprise Software
5 2 (1.80%) Equities
5 2 (1.80%) Fixed Income
5 2 (1.80%) Reference Data
6 1 (0.90%) Client/Server
6 1 (0.90%) Greenfield Project
6 1 (0.90%) SCADA
Operating Systems
1 20 (18.02%) Unix
2 3 (2.70%) Linux
Processes & Methodologies
1 29 (26.13%) ETL
2 27 (24.32%) Agile Software Development
3 25 (22.52%) Stakeholder Management
4 23 (20.72%) Business Intelligence
5 19 (17.12%) Use Case
6 18 (16.22%) Analytics
7 17 (15.32%) Data Management
7 17 (15.32%) Performance Tuning
8 16 (14.41%) OO
9 15 (13.51%) Business Analysis
9 15 (13.51%) Infrastructure Management
10 13 (11.71%) Logical Data Model
10 13 (11.71%) SOA
11 12 (10.81%) Data Architecture
11 12 (10.81%) SDLC
12 11 (9.91%) Data Integration
13 10 (9.01%) Data Analysis
13 10 (9.01%) Master Data Management
13 10 (9.01%) MVC
13 10 (9.01%) UML
Programming Languages
1 57 (51.35%) SQL
2 22 (19.82%) PL/SQL
3 16 (14.41%) C#
4 14 (12.61%) Java
5 5 (4.50%) JavaScript
6 3 (2.70%) Korn
6 3 (2.70%) Perl
6 3 (2.70%) PowerShell
7 2 (1.80%) Ruby
7 2 (1.80%) XPath
8 1 (0.90%) C
8 1 (0.90%) C++
8 1 (0.90%) PHP
8 1 (0.90%) T-SQL
Qualifications
1 22 (19.82%) Security Cleared
2 12 (10.81%) Degree
3 3 (2.70%) ISEB
3 3 (2.70%) MCAD
3 3 (2.70%) MCSD
3 3 (2.70%) MCTS
3 3 (2.70%) Microsoft Certification
4 1 (0.90%) ACCA
4 1 (0.90%) IIBA
4 1 (0.90%) ITIL Certification
4 1 (0.90%) Oracle Certification
Quality Assurance & Compliance
1 6 (5.41%) Data Quality
2 4 (3.60%) QA
3 2 (1.80%) ISO 20022
4 1 (0.90%) SLA
Vendors
1 39 (35.14%) Oracle
2 18 (16.22%) MicroStrategy
3 16 (14.41%) Microsoft
3 16 (14.41%) Talend
4 9 (8.11%) IBM
5 8 (7.21%) Teradata
6 5 (4.50%) Informatica
7 3 (2.70%) Cognos
7 3 (2.70%) Hyperion
8 2 (1.80%) MuleSoft
8 2 (1.80%) Perforce
8 2 (1.80%) Tableau
9 1 (0.90%) CA
9 1 (0.90%) CODA
9 1 (0.90%) Google
9 1 (0.90%) Salesforce.com
9 1 (0.90%) SunGard
Glasgow
Pearson Frank
Salary: £35000 - £55000 per annum + Benefits Package
Posted: 18 hours ago
Edinburgh, Midlothian
Lorien Resourcing
Salary: Competitive salary + benefits
Posted: 6 days ago
Edinburgh, Midlothian
Spring Technology
Salary: £40000.00 - £47000.00 per annum + Bonus + Benefits
Posted: 5 days ago
Edinburgh
Churchill Frank
Salary: £40000 - £50000 per annum
Posted: 15 days ago
Glasgow
Pearson Frank
Salary: £45000 - £50000 per annum + Pension and Healthcare
Posted: 17 days ago
Edinburgh, Midlothian
Spring Technology
Salary: £50000.00 - £55000.00 per annum + Bonus + Benefits
Posted: 5 days ago
Edinburgh & Lothians
Cognizant
Posted: 13 days ago
Edinburgh, Midlothian
CGI
Salary: £30000 - £45000 per annum + benefits
Posted: 19 days ago