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 19 February 2017 with a comparison to the same period over the previous 2 years.

3 months to
19 Feb 2017
Same period 2016 Same period 2015
Data Modelling
UK / Scotland
Rank 62 57 82
Rank change year-on-year
-5 +25
Permanent jobs citing Data Modelling 73 111 86
As % of all permanent IT jobs located in Scotland 3.22% 3.73% 2.73%
As % of the Processes & Methodologies category 3.58% 4.13% 3.12%
Number of salaries quoted 58 49 60
Median salary £50,000 £55,000 £44,000
Median salary % change year-on-year
-9.09% +25.00%
90% offered a salary of more than £36,450 £42,750 £39,950
10% offered a salary of more than £75,750 £90,000 £67,500
UK excluding London median salary £47,500 £47,500 £46,000
% change year-on-year
- +3.26%

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
2039 2688 2759
As % of all permanent IT jobs located in Scotland 89.82% 90.38% 87.53%
Number of salaries quoted 1322 1716 1761
Median salary £45,000 £45,000 £43,250
Median salary % change year-on-year
- +4.04%
90% offered a salary of more than £32,500 £32,500 £32,500
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 19 February 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 19 February 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 -12 40 £65,000 +30.00% 5
Glasgow 0 30 £44,750 -18.63% 3
West Lothian - 3 £43,500 -
Inverclyde - 1 £42,500 -
Data Modelling
UK

Data Modelling
Top 30 Related IT Skills in Scotland

For the 6 months to 19 February 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 60 (42.55%) Data Warehouse
2 54 (38.30%) Finance
3 53 (37.59%) Oracle
4 50 (35.46%) SQL
5 45 (31.91%) Relational Database
6 41 (29.08%) ETL
7 34 (24.11%) Business Intelligence
8 33 (23.40%) Logical Data Model
9 32 (22.70%) Analytics
10 29 (20.57%) Analytical Skills
10 29 (20.57%) UML
11 28 (19.86%) PL/SQL
12 27 (19.15%) Data Management
13 26 (18.44%) Use Case
14 24 (17.02%) SQL Server
15 23 (16.31%) SOA
15 23 (16.31%) RDBMS
16 22 (15.60%) Data Integration
16 22 (15.60%) Data Architecture
17 21 (14.89%) Performance Tuning
18 20 (14.18%) Stakeholder Management
19 19 (13.48%) ERwin
19 19 (13.48%) Hadoop
19 19 (13.48%) Agile Software Development
20 18 (12.77%) Infrastructure Management
21 17 (12.06%) Degree
21 17 (12.06%) MicroStrategy
21 17 (12.06%) Unix
22 16 (11.35%) OO
22 16 (11.35%) Oracle SOA Suite

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 (11.35%) Oracle SOA Suite
2 13 (9.22%) JBoss
3 5 (3.55%) Apache Spark
4 4 (2.84%) GemFire
5 3 (2.13%) Apache Pig
5 3 (2.13%) SAS
6 1 (0.71%) Confluence
Applications
1 8 (5.67%) MS Visio
2 5 (3.55%) MS Excel
3 1 (0.71%) MS Office
3 1 (0.71%) Spreadsheet
3 1 (0.71%) SPSS
Business Applications
1 13 (9.22%) Oracle BPM
2 3 (2.13%) Oracle 11i
2 3 (2.13%) Oracle EBS
2 3 (2.13%) Oracle EBS R12
3 2 (1.42%) Oracle Applications
4 1 (0.71%) Cognos Business Intelligence
4 1 (0.71%) Markit EDM
4 1 (0.71%) Oracle ERP
Cloud Services
1 3 (2.13%) Google Analytics
2 1 (0.71%) Google Cloud Platform
2 1 (0.71%) iPaaS
2 1 (0.71%) Microsoft Azure
2 1 (0.71%) PaaS
2 1 (0.71%) SaaS
Communications & Networking
1 1 (0.71%) Network Security
1 1 (0.71%) SMS
Database & Business Intelligence
1 60 (42.55%) Data Warehouse
2 45 (31.91%) Relational Database
3 24 (17.02%) SQL Server
4 23 (16.31%) RDBMS
5 19 (13.48%) Hadoop
6 15 (10.64%) Oracle Database
7 14 (9.93%) SQL Server Integration Services
8 13 (9.22%) Big Data
8 13 (9.22%) NoSQL
9 12 (8.51%) Oracle Database 10g
9 12 (8.51%) Oracle Database 11g
10 10 (7.09%) Data Mart
10 10 (7.09%) Oracle8/8i Database
10 10 (7.09%) Oracle9i Database
11 9 (6.38%) Apache Hive
11 9 (6.38%) HBase
12 8 (5.67%) DB2
13 7 (4.96%) OLAP
14 6 (4.26%) Data Lake
14 6 (4.26%) OLTP
Development Applications
1 19 (13.48%) ERwin
2 13 (9.22%) Talend Open Studio
3 10 (7.09%) PVCS
4 6 (4.26%) MagicDraw
5 4 (2.84%) Visual Studio
6 3 (2.13%) Oracle Forms
6 3 (2.13%) Team Foundation Server
7 2 (1.42%) JDeveloper
8 1 (0.71%) Eclipse
8 1 (0.71%) Jenkins
8 1 (0.71%) JIRA
8 1 (0.71%) JUnit
8 1 (0.71%) Maven
8 1 (0.71%) NSubstitute
General
1 54 (38.30%) Finance
2 8 (5.67%) Banking
3 7 (4.96%) Marketing
4 4 (2.84%) Back Office
4 4 (2.84%) General Ledger
5 3 (2.13%) Retail
5 3 (2.13%) Spanish Language
6 2 (1.42%) Legal
7 1 (0.71%) Games
7 1 (0.71%) Retail Banking
7 1 (0.71%) Telecoms
Job Titles
1 43 (30.50%) Architect
2 36 (25.53%) Analyst
3 33 (23.40%) Developer
4 19 (13.48%) Data Architect
5 15 (10.64%) Business Analyst
5 15 (10.64%) Senior Developer
6 14 (9.93%) Data Modeller
6 14 (9.93%) Senior Architect
7 13 (9.22%) Oracle Developer
7 13 (9.22%) Senior Data Architect
7 13 (9.22%) Solutions Architect
7 13 (9.22%) SQL Developer
8 10 (7.09%) Information Architect
8 10 (7.09%) Senior Oracle Developer
9 7 (4.96%) PL/SQL Developer
10 6 (4.26%) Data Analyst
10 6 (4.26%) SQL Server Developer
10 6 (4.26%) Systems Analyst
11 5 (3.55%) Business Intelligence Analyst
11 5 (3.55%) Business Systems Analyst
Libraries, Frameworks & Software Standards
1 13 (9.22%) Apache CXF
1 13 (9.22%) JPA
1 13 (9.22%) JSF
1 13 (9.22%) RichFaces
2 9 (6.38%) Drools
2 9 (6.38%) XML
3 5 (3.55%) Hibernate
3 5 (3.55%) Kafka
3 5 (3.55%) XML Schema
4 4 (2.84%) Ehcache
5 3 (2.13%) .NET
6 2 (1.42%) REST
7 1 (0.71%) .NET Framework
7 1 (0.71%) AngularJS
7 1 (0.71%) ASP.NET
7 1 (0.71%) ASP.NET MVC
7 1 (0.71%) ASP.NET Web API
7 1 (0.71%) Entity Framework
7 1 (0.71%) Ruby on Rails
7 1 (0.71%) WCF
Miscellaneous
1 29 (20.57%) Analytical Skills
2 22 (15.60%) Data Integration
3 12 (8.51%) Taxonomies
4 11 (7.80%) Ontologies
5 7 (4.96%) Visualisation
6 4 (2.84%) Enterprise Software
6 4 (2.84%) Mathematics
6 4 (2.84%) N-Tier
6 4 (2.84%) Reference Data
7 3 (2.13%) Computer Science
7 3 (2.13%) Data Structures
7 3 (2.13%) Management Information System
7 3 (2.13%) SCADA
7 3 (2.13%) Statistics
8 2 (1.42%) User Experience
Operating Systems
1 17 (12.06%) Unix
2 5 (3.55%) Windows
Processes & Methodologies
1 41 (29.08%) ETL
2 34 (24.11%) Business Intelligence
3 33 (23.40%) Logical Data Model
4 32 (22.70%) Analytics
5 29 (20.57%) UML
6 27 (19.15%) Data Management
7 26 (18.44%) Use Case
8 23 (16.31%) SOA
9 22 (15.60%) Data Architecture
10 21 (14.89%) Performance Tuning
11 20 (14.18%) Stakeholder Management
12 19 (13.48%) Agile Software Development
13 18 (12.77%) Infrastructure Management
14 16 (11.35%) ETL Development
14 16 (11.35%) OO
15 14 (9.93%) Business Analysis
16 12 (8.51%) BPMN
16 12 (8.51%) Metadata Management
17 11 (7.80%) Open Source
18 10 (7.09%) Data Analytics
Programming Languages
1 50 (35.46%) SQL
2 28 (19.86%) PL/SQL
3 15 (10.64%) Java
4 11 (7.80%) T-SQL
5 5 (3.55%) C#
6 2 (1.42%) Perl
7 1 (0.71%) JavaScript
7 1 (0.71%) Python
7 1 (0.71%) R
7 1 (0.71%) Ruby
7 1 (0.71%) Shell Script
7 1 (0.71%) VBA
7 1 (0.71%) XPath
Qualifications
1 17 (12.06%) Degree
2 11 (7.80%) Security Cleared
3 6 (4.26%) ISEB
4 1 (0.71%) ITIL Certification
4 1 (0.71%) SC Cleared
Quality Assurance & Compliance
1 14 (9.93%) Data Quality
2 5 (3.55%) ISO20022
System Software
1 3 (2.13%) HDFS
2 1 (0.71%) Firmware
Systems Management
1 3 (2.13%) Oozie
2 1 (0.71%) HP Quality Center
Vendors
1 53 (37.59%) Oracle
2 17 (12.06%) MicroStrategy
3 13 (9.22%) Talend
3 13 (9.22%) Teradata
4 12 (8.51%) IBM
4 12 (8.51%) Informatica
5 8 (5.67%) Pega
6 7 (4.96%) Microsoft
7 5 (3.55%) Sybase
8 4 (2.84%) Cognos
8 4 (2.84%) Tableau
8 4 (2.84%) Terracotta
9 3 (2.13%) Google
10 2 (1.42%) Hyperion
11 1 (0.71%) Alteryx
11 1 (0.71%) HP
11 1 (0.71%) MuleSoft
11 1 (0.71%) Remedy
11 1 (0.71%) Sun
Edinburgh, Midlothian
Churchill Frank
Salary: £40000 - £50000 per annum
Posted: 4 days ago
Edinburgh
TDA Group
Salary: £45000 - £55000 per annum + Bonus
Posted: 9 days ago
Glasgow
Cathcart Associates
Salary: £45000 - £58000 per annum
Posted: 12 days ago
Edinburgh
Cathcart Associates
Salary: £35000 - £47000 per annum + Benefits
Posted: 20 days ago
Glasgow
Huxley
Salary: £35000 - £43000 per annum + Excellent Benefits
Posted: 26 days ago
Edinburgh, Midlothian
CGI
Salary: £42000 - £48000 per annum + benefits
Posted: 10 days ago
Edinburgh, Midlothian
CGI
Salary: £60000 - £65000 per annum + benefits
Posted: 12 days ago