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 23 January 2017 with a comparison to the same period over the previous 2 years.

3 months to
23 Jan 2017
Same period 2016 Same period 2015
Data Modelling
UK / Scotland
Rank 71 62 70
Rank change year-on-year
-9 +8
Permanent jobs citing Data Modelling 67 100 95
As % of all permanent IT jobs located in Scotland 2.97% 3.43% 3.09%
As % of the Processes & Methodologies category 3.32% 3.80% 3.51%
Number of salaries quoted 49 41 60
Median salary £60,000 £55,000 £46,000
Median salary % change year-on-year
+9.09% +19.56%
90% offered a salary of more than £38,000 £37,500 £40,000
10% offered a salary of more than £75,000 £85,000 £82,500
UK excluding London median salary £47,500 £47,772 £46,000
% change year-on-year
-0.56% +3.85%

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
2019 2634 2709
As % of all permanent IT jobs located in Scotland 89.46% 90.30% 88.21%
Number of salaries quoted 1268 1700 1775
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 £32,500
10% offered a salary of more than £62,500 £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 23 January 2017.

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 23 January 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
Edinburgh -2 39 £60,000 +20.00% 5
Glasgow -6 25 £47,250 -14.09% 4
West Lothian - 2 - -
Inverclyde - 1 £42,500 -
Data Modelling
UK

Data Modelling
Top 30 Related IT Skills in Scotland

For the 6 months to 23 January 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 61 (44.20%) Data Warehouse
2 53 (38.41%) Oracle
2 53 (38.41%) Finance
3 42 (30.43%) SQL
3 42 (30.43%) ETL
3 42 (30.43%) Relational Database
4 36 (26.09%) Analytical Skills
5 35 (25.36%) Logical Data Model
6 30 (21.74%) UML
7 27 (19.57%) Business Intelligence
8 26 (18.84%) Analytics
9 25 (18.12%) Stakeholder Management
9 25 (18.12%) Use Case
10 24 (17.39%) PL/SQL
10 24 (17.39%) Performance Tuning
11 22 (15.94%) Agile Software Development
11 22 (15.94%) Data Architecture
12 21 (15.22%) ETL Development
13 20 (14.49%) Infrastructure Management
13 20 (14.49%) Data Integration
13 20 (14.49%) SOA
14 19 (13.77%) Data Management
14 19 (13.77%) ERwin
15 18 (13.04%) Informatica
16 17 (12.32%) SQL Server
16 17 (12.32%) Hadoop
17 16 (11.59%) Big Data
17 16 (11.59%) Java
17 16 (11.59%) OO
18 15 (10.87%) RDBMS

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 14 (10.14%) Oracle SOA Suite
2 13 (9.42%) JBoss
3 4 (2.90%) GemFire
4 3 (2.17%) Apache Pig
4 3 (2.17%) SAS
5 1 (0.72%) BizTalk Server
5 1 (0.72%) Confluence
5 1 (0.72%) IIS
Applications
1 8 (5.80%) MS Visio
2 4 (2.90%) MS Excel
3 2 (1.45%) SPSS
4 1 (0.72%) MS Office
4 1 (0.72%) Spreadsheet
Business Applications
1 13 (9.42%) Oracle BPM
2 3 (2.17%) Oracle 11i
2 3 (2.17%) Oracle EBS R12
3 2 (1.45%) Oracle Applications
3 2 (1.45%) Oracle EBS
4 1 (0.72%) Cognos Business Intelligence
4 1 (0.72%) Oracle ERP
Cloud Services
1 2 (1.45%) Google Analytics
2 1 (0.72%) Google Cloud Platform
Communications & Networking
1 1 (0.72%) Network Security
1 1 (0.72%) SMS
Database & Business Intelligence
1 61 (44.20%) Data Warehouse
2 42 (30.43%) Relational Database
3 17 (12.32%) Hadoop
3 17 (12.32%) SQL Server
4 16 (11.59%) Big Data
5 15 (10.87%) RDBMS
6 14 (10.14%) SQL Server Integration Services
7 13 (9.42%) Data Mart
7 13 (9.42%) DB2
8 12 (8.70%) NoSQL
9 11 (7.97%) OLAP
9 11 (7.97%) Oracle Database
10 10 (7.25%) Oracle Database 10g
11 9 (6.52%) Oracle Database 11g
12 8 (5.80%) Oracle8/8i Database
12 8 (5.80%) Oracle9i Database
13 7 (5.07%) Apache Hive
13 7 (5.07%) HBase
14 6 (4.35%) Data Lake
14 6 (4.35%) OLTP
Development Applications
1 19 (13.77%) ERwin
2 11 (7.97%) Talend Open Studio
3 8 (5.80%) PVCS
4 6 (4.35%) MagicDraw
5 4 (2.90%) Oracle Forms
6 2 (1.45%) JDeveloper
6 2 (1.45%) Team Foundation Server
6 2 (1.45%) Visual Studio
7 1 (0.72%) JIRA
General
1 53 (38.41%) Finance
2 9 (6.52%) Banking
3 8 (5.80%) Retail
4 6 (4.35%) Marketing
5 4 (2.90%) Back Office
5 4 (2.90%) Games
5 4 (2.90%) General Ledger
5 4 (2.90%) Telecoms
6 3 (2.17%) Spanish Language
7 2 (1.45%) Legal
7 2 (1.45%) Retail Banking
Job Titles
1 41 (29.71%) Architect
2 29 (21.01%) Developer
3 28 (20.29%) Analyst
4 19 (13.77%) Data Modeller
5 17 (12.32%) Data Architect
6 13 (9.42%) Senior Developer
6 13 (9.42%) Solutions Architect
6 13 (9.42%) SQL Developer
7 12 (8.70%) Business Analyst
8 10 (7.25%) Information Architect
9 9 (6.52%) Oracle Developer
9 9 (6.52%) Senior Architect
10 8 (5.80%) Senior Data Architect
10 8 (5.80%) Senior Oracle Developer
11 7 (5.07%) PL/SQL Developer
12 6 (4.35%) PMO Manager
12 6 (4.35%) SQL Server Developer
12 6 (4.35%) Systems Analyst
13 5 (3.62%) Business Systems Analyst
13 5 (3.62%) Senior SQL Developer
Libraries, Frameworks & Software Standards
1 13 (9.42%) Apache CXF
1 13 (9.42%) JPA
1 13 (9.42%) JSF
1 13 (9.42%) RichFaces
2 9 (6.52%) Drools
3 8 (5.80%) XML
4 5 (3.62%) Hibernate
5 4 (2.90%) Ehcache
5 4 (2.90%) REST
5 4 (2.90%) XML Schema
6 3 (2.17%) .NET
7 1 (0.72%) ASP.NET
7 1 (0.72%) CGI
7 1 (0.72%) MDX
Miscellaneous
1 36 (26.09%) Analytical Skills
2 20 (14.49%) Data Integration
3 8 (5.80%) Taxonomies
4 6 (4.35%) Ontologies
5 4 (2.90%) Mathematics
5 4 (2.90%) N-Tier
5 4 (2.90%) Reference Data
5 4 (2.90%) Visualisation
6 3 (2.17%) SCADA
7 2 (1.45%) Data Structures
7 2 (1.45%) Enterprise Software
7 2 (1.45%) Management Information System
7 2 (1.45%) User Experience
8 1 (0.72%) Credit Risk
8 1 (0.72%) Statistics
Operating Systems
1 13 (9.42%) Unix
2 6 (4.35%) Windows
Processes & Methodologies
1 42 (30.43%) ETL
2 35 (25.36%) Logical Data Model
3 30 (21.74%) UML
4 27 (19.57%) Business Intelligence
5 26 (18.84%) Analytics
6 25 (18.12%) Stakeholder Management
6 25 (18.12%) Use Case
7 24 (17.39%) Performance Tuning
8 22 (15.94%) Agile Software Development
8 22 (15.94%) Data Architecture
9 21 (15.22%) ETL Development
10 20 (14.49%) Infrastructure Management
10 20 (14.49%) SOA
11 19 (13.77%) Data Management
12 16 (11.59%) OO
13 13 (9.42%) Business Analysis
14 12 (8.70%) BPMN
14 12 (8.70%) Metadata Management
15 11 (7.97%) Open Source
15 11 (7.97%) Scrum
Programming Languages
1 42 (30.43%) SQL
2 24 (17.39%) PL/SQL
3 16 (11.59%) Java
4 11 (7.97%) T-SQL
5 5 (3.62%) Perl
6 4 (2.90%) C#
6 4 (2.90%) Shell Script
7 2 (1.45%) Python
7 2 (1.45%) R
8 1 (0.72%) C++
8 1 (0.72%) JavaScript
8 1 (0.72%) PowerShell
8 1 (0.72%) VBA
Qualifications
1 14 (10.14%) Degree
2 9 (6.52%) Security Cleared
3 6 (4.35%) ISEB
4 1 (0.72%) ITIL Certification
4 1 (0.72%) SC Cleared
Quality Assurance & Compliance
1 13 (9.42%) Data Quality
2 5 (3.62%) ISO20022
System Software
1 3 (2.17%) HDFS
2 1 (0.72%) Firmware
Systems Management
1 3 (2.17%) Oozie
2 1 (0.72%) HP Quality Center
Vendors
1 53 (38.41%) Oracle
2 18 (13.04%) Informatica
3 14 (10.14%) MicroStrategy
4 13 (9.42%) Pega
4 13 (9.42%) Teradata
5 11 (7.97%) Talend
6 8 (5.80%) IBM
7 6 (4.35%) Microsoft
8 5 (3.62%) Cognos
8 5 (3.62%) Sybase
9 4 (2.90%) Terracotta
10 3 (2.17%) Tableau
11 2 (1.45%) Google
11 2 (1.45%) HP
11 2 (1.45%) Remedy
11 2 (1.45%) Sun
12 1 (0.72%) Alteryx
12 1 (0.72%) Hyperion
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Harvey Nash plc
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Posted: 5 days ago
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Salary: From £40,000 to £50,000 per annum Plus excellent benefits
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Salary: £35000 - £45000 per annum + Benefits
Posted: 14 days ago
Edinburgh, Midlothian
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Posted: 6 days ago
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Salary: £45000 - £55000 per annum + Bonus
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