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 28 September 2016 with a comparison to the same period over the previous 2 years.

3 months to
28 Sep 2016
Same period 2015 Same period 2014
Data Modelling
Rank 74 98 72
Rank change year-on-year
+24 -26
Permanent jobs citing Data Modelling 71 80 116
As % of all permanent IT jobs located in Scotland 2.82% 2.40% 3.25%
As % of the Processes & Methodologies category 3.13% 2.65% 3.78%
Number of salaries quoted 50 65 54
Median salary £52,500 £47,500 £45,000
Median salary % change year-on-year
+10.52% +5.55%
90% offered a salary of more than £40,142 £35,000 £39,300
10% offered a salary of more than £75,000 £69,000 £56,450
UK excluding London median salary £47,500 £50,000 £45,000
% change year-on-year
-5.00% +11.11%
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
2266 3023 3072
As % of all permanent IT jobs located in Scotland 90.03% 90.54% 86.07%
Number of salaries quoted 1401 1901 1973
Median salary £45,000 £45,000 £42,000
Median salary % change year-on-year
- +7.14%
90% offered a salary of more than £30,563 £32,000 £30,000
10% offered a salary of more than £65,000 £60,000 £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 28 September 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 28 September 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 +15 47 £55,000 -4.34% 4
Glasgow +9 21 £45,232 -4.77% 2
Aberdeen - 2 £47,500 -
West Lothian - 2 £45,000 -
Stirling +9 1 - -
Data Modelling
UK

Data Modelling
Top 30 Related IT Skills in Scotland

For the 6 months to 28 September 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 71 (46.10%) SQL
2 69 (44.81%) Finance
3 68 (44.16%) Oracle
4 62 (40.26%) Business Intelligence
5 53 (34.42%) Data Warehouse
6 47 (30.52%) Agile Software Development
7 43 (27.92%) ETL
7 43 (27.92%) Analytical Skills
8 42 (27.27%) Analytics
9 36 (23.38%) SQL Server
10 32 (20.78%) Big Data
11 28 (18.18%) Retail
11 28 (18.18%) Scrum
12 27 (17.53%) Logical Data Model
13 26 (16.88%) Microsoft
14 25 (16.23%) Stakeholder Management
15 23 (14.94%) Banking
16 22 (14.29%) Informatica
16 22 (14.29%) PL/SQL
16 22 (14.29%) Relational Database
17 21 (13.64%) Data Analytics
17 21 (13.64%) SQL Server Integration Services
18 20 (12.99%) Degree
18 20 (12.99%) Data Management
18 20 (12.99%) Performance Tuning
19 19 (12.34%) Physical Data Model
19 19 (12.34%) Windows
20 18 (11.69%) SPSS
20 18 (11.69%) QlikView
21 17 (11.04%) Perl

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 16 (10.39%) SAS
2 6 (3.90%) BizTalk Server
2 6 (3.90%) IIS
3 5 (3.25%) GemFire
4 1 (0.65%) MQSeries
4 1 (0.65%) WebSphere
Applications
1 18 (11.69%) SPSS
2 14 (9.09%) MS Excel
3 5 (3.25%) MS Visio
4 2 (1.30%) MS PowerPoint
4 2 (1.30%) MS Project
Business Applications
1 7 (4.55%) Oracle 11i
1 7 (4.55%) Oracle EBS R12
2 6 (3.90%) Oracle Applications
2 6 (3.90%) Oracle EBS
3 2 (1.30%) Cognos Business Intelligence
3 2 (1.30%) Cognos TM1
4 1 (0.65%) Oracle ERP
4 1 (0.65%) SAP BPC
Cloud Services
1 5 (3.25%) Google Analytics
2 2 (1.30%) Google Cloud Platform
3 1 (0.65%) Microsoft Azure
Communications & Networking
1 1 (0.65%) Internet
1 1 (0.65%) SMS
Database & Business Intelligence
1 53 (34.42%) Data Warehouse
2 36 (23.38%) SQL Server
3 32 (20.78%) Big Data
4 22 (14.29%) Relational Database
5 21 (13.64%) SQL Server Integration Services
6 18 (11.69%) QlikView
7 16 (10.39%) Hadoop
7 16 (10.39%) OLAP
8 13 (8.44%) Oracle Reports
8 13 (8.44%) SQL Server Reporting Services
9 12 (7.79%) Apache Hive
9 12 (7.79%) HBase
9 12 (7.79%) Oracle Database
9 12 (7.79%) Oracle OLAP
10 10 (6.49%) Data Mart
11 9 (5.84%) SQL Server Analysis Services
12 8 (5.19%) DB2
12 8 (5.19%) RDBMS
13 7 (4.55%) NoSQL
13 7 (4.55%) Oracle Database 10g
Development Applications
1 8 (5.19%) ERwin
2 7 (4.55%) Oracle Forms
2 7 (4.55%) Visual Studio
3 6 (3.90%) JDeveloper
4 5 (3.25%) JUnit
4 5 (3.25%) Team Foundation Server
5 3 (1.95%) Git (software)
5 3 (1.95%) IntelliJ
5 3 (1.95%) JIRA
5 3 (1.95%) Talend Open Studio
6 1 (0.65%) Ant
6 1 (0.65%) Cucumber
6 1 (0.65%) HP UFT
6 1 (0.65%) Jenkins
6 1 (0.65%) Maven
6 1 (0.65%) Oracle APEX
6 1 (0.65%) PVCS
6 1 (0.65%) Selenium
6 1 (0.65%) Subversion
General
1 69 (44.81%) Finance
2 28 (18.18%) Retail
3 23 (14.94%) Banking
4 14 (9.09%) Games
5 12 (7.79%) Telecoms
6 9 (5.84%) Marketing
7 4 (2.60%) Legal
8 2 (1.30%) Private Banking
9 1 (0.65%) Financial Institution
9 1 (0.65%) Retail Banking
Job Titles
1 35 (22.73%) Analyst
2 32 (20.78%) Developer
3 25 (16.23%) Architect
4 19 (12.34%) Data Architect
5 17 (11.04%) Data Modeller
6 14 (9.09%) Data Manager
7 12 (7.79%) Analytics Manager
7 12 (7.79%) Business Analyst
7 12 (7.79%) Business Intelligence Manager
7 12 (7.79%) Data Analytics Manager
8 10 (6.49%) Analyst Programmer
8 10 (6.49%) Oracle Developer
8 10 (6.49%) PMO Manager
8 10 (6.49%) Programmer
9 9 (5.84%) Business Intelligence Developer
10 8 (5.19%) Data Analyst
11 6 (3.90%) Applications Developer
11 6 (3.90%) Marketing Analyst
11 6 (3.90%) Marketing Data Analyst
11 6 (3.90%) Oracle Applications Developer
Libraries, Frameworks & Software Standards
1 14 (9.09%) REST
1 14 (9.09%) XML
2 13 (8.44%) .NET
3 9 (5.84%) ASP.NET
4 6 (3.90%) Spring
5 5 (3.25%) .NET Framework
5 5 (3.25%) Drools
5 5 (3.25%) Ehcache
6 4 (2.60%) AngularJS
6 4 (2.60%) JSON
6 4 (2.60%) MDX
6 4 (2.60%) XML Schema
7 3 (1.95%) J2EE
7 3 (1.95%) JSP
7 3 (1.95%) Pyramid
7 3 (1.95%) Web Services
7 3 (1.95%) XSD
7 3 (1.95%) XSLT
8 2 (1.30%) CSS
8 2 (1.30%) HTML
Miscellaneous
1 43 (27.92%) Analytical Skills
2 17 (11.04%) Data Integration
3 16 (10.39%) Visualisation
4 13 (8.44%) Credit Risk
5 7 (4.55%) Enterprise Software
6 5 (3.25%) Management Information System
7 4 (2.60%) Mathematics
7 4 (2.60%) N-Tier
7 4 (2.60%) Taxonomies
8 3 (1.95%) Computer Science
8 3 (1.95%) Derivative
8 3 (1.95%) Equity Derivative
8 3 (1.95%) OTC Derivatives
9 2 (1.30%) Data Centre
9 2 (1.30%) Data Structures
9 2 (1.30%) Ontologies
9 2 (1.30%) User Experience
10 1 (0.65%) Mobile App
10 1 (0.65%) Statistics
Operating Systems
1 19 (12.34%) Windows
2 13 (8.44%) Unix
3 5 (3.25%) Windows Server
4 4 (2.60%) Linux
Processes & Methodologies
1 62 (40.26%) Business Intelligence
2 47 (30.52%) Agile Software Development
3 43 (27.92%) ETL
4 42 (27.27%) Analytics
5 28 (18.18%) Scrum
6 27 (17.53%) Logical Data Model
7 25 (16.23%) Stakeholder Management
8 21 (13.64%) Data Analytics
9 20 (12.99%) Data Management
9 20 (12.99%) Performance Tuning
10 19 (12.34%) Physical Data Model
11 17 (11.04%) Data Architecture
11 17 (11.04%) Data Governance
12 16 (10.39%) Software Engineering
13 14 (9.09%) Data Visualisation
13 14 (9.09%) Kanban
14 13 (8.44%) UML
15 12 (7.79%) Business Development
15 12 (7.79%) Infrastructure Management
15 12 (7.79%) SOA
Programming Languages
1 71 (46.10%) SQL
2 22 (14.29%) PL/SQL
3 17 (11.04%) C#
3 17 (11.04%) Perl
4 12 (7.79%) JavaScript
4 12 (7.79%) Shell Script
5 11 (7.14%) Java
6 9 (5.84%) C++
6 9 (5.84%) Python
6 9 (5.84%) T-SQL
7 7 (4.55%) PowerShell
8 5 (3.25%) R
9 2 (1.30%) VBA
10 1 (0.65%) Jython
10 1 (0.65%) VB.NET
Qualifications
1 20 (12.99%) Degree
2 7 (4.55%) Security Cleared
3 2 (1.30%) ISEB
4 1 (0.65%) CCA
4 1 (0.65%) CISA
4 1 (0.65%) CISM
4 1 (0.65%) CISSP
4 1 (0.65%) CRISC
4 1 (0.65%) ISTQB
4 1 (0.65%) ITIL Certification
Quality Assurance & Compliance
1 17 (11.04%) Data Quality
2 3 (1.95%) QA
3 1 (0.65%) IAS 39
3 1 (0.65%) ISO/IEC 27001
3 1 (0.65%) PCI DSS
Vendors
1 68 (44.16%) Oracle
2 26 (16.88%) Microsoft
3 22 (14.29%) Informatica
4 13 (8.44%) Sybase
5 12 (7.79%) Tableau
6 9 (5.84%) Cognos
7 8 (5.19%) MicroStrategy
7 8 (5.19%) Pega
7 8 (5.19%) Teradata
8 5 (3.25%) Google
9 4 (2.60%) Terracotta
10 3 (1.95%) IBM
10 3 (1.95%) SAP
10 3 (1.95%) Talend
10 3 (1.95%) Thunderhead
11 2 (1.30%) Hyperion
12 1 (0.65%) HP
12 1 (0.65%) Perforce
12 1 (0.65%) Remedy
12 1 (0.65%) Sun
Glasgow, Lanarkshire
Sopra Steria Recruitment
Salary: From £40,000 to £50,000 per annum Plus benefits
Posted: 2 days ago
Edinburgh & Lothians
Meraki Talent Ltd
Salary: Excellent plus bonus and benefits
Posted: 2 days ago
Gourock, Renfrewshire
Lorien Resourcing
Posted: 5 days ago
Edinburgh, Midlothian
Harvey Nash plc
Salary: Excellent Salary and benefits
Posted: 6 days ago
Glasgow
Cathcart Associates
Salary: £35000 - £50000 per annum + Benefits
Posted: 20 days ago
Edinburgh, Midlothian
Tesco Bank
Salary: £Highly Competitive Salary
Posted: 26 days ago