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 March 2017 with a comparison to the same period in the previous 2 years.

3 months to
27 Mar 2017
Same period 2016 Same period 2015
Data Modelling
UK / Scotland
Rank 77 73 69
Rank change year-on-year -4 -4  
Permanent jobs citing Data Modelling 66 96 94
As % of all permanent IT jobs advertised in Scotland 2.87% 3.27% 3.02%
As % of the Processes & Methodologies category 3.14% 3.61% 3.39%
Number of salaries quoted 50 43 72
Median salary £50,000 £52,500 £44,000
Median salary % change year-on-year -4.76% +19.31%  
90% offered a salary of more than £34,000 £46,150 £36,000
10% offered a salary of more than £77,500 £62,250 £64,750
UK excluding London median salary £50,000 £47,500 £47,500
% change year-on-year +5.26% -  

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 2101 2659 2772
As % of all permanent IT job vacancies advertised in Scotland 91.39% 90.53% 89.07%
Number of salaries quoted 1317 1716 1690
Median salary £45,000 £46,000 £44,000
Median salary % change year-on-year -2.17% +4.54%  
90% offered a salary of more than £32,500 £32,000 £32,500
10% offered a salary of more than £70,000 £60,000 £65,000
UK excluding London median salary £45,000 £45,000 £43,000
% change year-on-year - +4.65%  

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 March 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 March 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 -11 35 £60,000 +20.00% 4
Glasgow +13 30 £45,000 -18.18% 2
West Lothian -9 1 £43,500 -13.00%
Inverclyde - 1 £42,500 -
Data Modelling
UK

Data Modelling
Top 30 Related IT Skills in Scotland

For the 6 months to 27 March 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 53 (39.85%) Data Warehouse
2 51 (38.35%) Finance
3 50 (37.59%) Oracle
4 48 (36.09%) SQL
4 48 (36.09%) Relational Database
5 38 (28.57%) ETL
6 32 (24.06%) Logical Data Model
7 31 (23.31%) Business Intelligence
8 30 (22.56%) PL/SQL
8 30 (22.56%) Use Case
9 28 (21.05%) UML
10 27 (20.30%) RDBMS
11 26 (19.55%) Analytics
12 25 (18.80%) SOA
13 24 (18.05%) SQL Server
14 23 (17.29%) Data Management
15 22 (16.54%) Analytical Skills
16 21 (15.79%) Data Architecture
17 20 (15.04%) Stakeholder Management
17 20 (15.04%) Performance Tuning
18 19 (14.29%) MicroStrategy
18 19 (14.29%) Java
18 19 (14.29%) OO
18 19 (14.29%) Oracle SOA Suite
19 18 (13.53%) Oracle Database
19 18 (13.53%) Infrastructure Management
20 17 (12.78%) Domain Models
20 17 (12.78%) ERwin
20 17 (12.78%) Agile Software Development
21 16 (12.03%) JBoss

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 19 (14.29%) Oracle SOA Suite
2 16 (12.03%) JBoss
3 6 (4.51%) Apache Spark
4 3 (2.26%) Apache Pig
4 3 (2.26%) SAS
4 3 (2.26%) SharePoint
5 1 (0.75%) Confluence
5 1 (0.75%) IIS
Applications
1 8 (6.02%) MS Visio
2 3 (2.26%) MS Excel
3 1 (0.75%) MS Office
3 1 (0.75%) MS PowerPoint
3 1 (0.75%) Spreadsheet
Business Applications
1 16 (12.03%) Oracle BPM
2 3 (2.26%) Oracle 11i
2 3 (2.26%) Oracle EBS
2 3 (2.26%) Oracle EBS R12
3 2 (1.50%) Dynamics CRM
3 2 (1.50%) Oracle Applications
4 1 (0.75%) Cognos Business Intelligence
4 1 (0.75%) HFM
4 1 (0.75%) Hyperion Planning
4 1 (0.75%) Markit EDM
4 1 (0.75%) Oracle ERP
Cloud Services
1 2 (1.50%) Microsoft Azure
1 2 (1.50%) SaaS
2 1 (0.75%) Google Analytics
2 1 (0.75%) iPaaS
2 1 (0.75%) PaaS
Communications & Networking
1 1 (0.75%) Network Security
1 1 (0.75%) TCP/IP
Database & Business Intelligence
1 53 (39.85%) Data Warehouse
2 48 (36.09%) Relational Database
3 27 (20.30%) RDBMS
4 24 (18.05%) SQL Server
5 18 (13.53%) Oracle Database
6 15 (11.28%) Hadoop
6 15 (11.28%) Oracle Database 10g
6 15 (11.28%) Oracle Database 11g
7 13 (9.77%) Oracle8/8i Database
7 13 (9.77%) Oracle9i Database
8 11 (8.27%) Big Data
9 10 (7.52%) SQL Server Integration Services
10 9 (6.77%) Apache Hive
10 9 (6.77%) HBase
11 8 (6.02%) NoSQL
12 7 (5.26%) Data Mart
13 6 (4.51%) Data Lake
13 6 (4.51%) OLAP
13 6 (4.51%) OLTP
14 5 (3.76%) DB2
Development Applications
1 17 (12.78%) ERwin
2 14 (10.53%) Talend Open Studio
3 13 (9.77%) PVCS
4 6 (4.51%) MagicDraw
5 3 (2.26%) Oracle Forms
5 3 (2.26%) Visual Studio
6 2 (1.50%) Eclipse
6 2 (1.50%) JDeveloper
6 2 (1.50%) Jenkins
6 2 (1.50%) JUnit
6 2 (1.50%) Maven
6 2 (1.50%) NSubstitute
7 1 (0.75%) JIRA
7 1 (0.75%) Team Foundation Server
General
1 51 (38.35%) Finance
2 9 (6.77%) Banking
3 6 (4.51%) Marketing
4 5 (3.76%) General Ledger
5 4 (3.01%) Back Office
6 3 (2.26%) Spanish Language
7 2 (1.50%) Retail
8 1 (0.75%) Legal
8 1 (0.75%) Retail Banking
Job Titles
1 43 (32.33%) Architect
2 34 (25.56%) Developer
3 32 (24.06%) Analyst
4 18 (13.53%) Senior Developer
5 17 (12.78%) Business Analyst
6 16 (12.03%) Oracle Developer
6 16 (12.03%) Solutions Architect
7 15 (11.28%) Data Architect
7 15 (11.28%) Senior Architect
8 14 (10.53%) Senior Data Architect
9 13 (9.77%) Senior Oracle Developer
9 13 (9.77%) SQL Developer
10 7 (5.26%) PL/SQL Developer
11 6 (4.51%) Data Modeller
11 6 (4.51%) Information Architect
11 6 (4.51%) SQL Server Developer
12 5 (3.76%) Business Intelligence Analyst
12 5 (3.76%) Senior Analyst
12 5 (3.76%) Senior SQL Developer
12 5 (3.76%) Senior SQL Server Developer
Libraries, Frameworks & Software Standards
1 16 (12.03%) Apache CXF
1 16 (12.03%) JPA
1 16 (12.03%) JSF
1 16 (12.03%) RichFaces
2 9 (6.77%) XML
3 8 (6.02%) Drools
3 8 (6.02%) Hibernate
4 6 (4.51%) Kafka
4 6 (4.51%) XML Schema
5 4 (3.01%) .NET
6 3 (2.26%) HTML
7 2 (1.50%) AngularJS
7 2 (1.50%) ASP.NET
7 2 (1.50%) ASP.NET MVC
7 2 (1.50%) ASP.NET Web API
7 2 (1.50%) CGI
7 2 (1.50%) CSS
7 2 (1.50%) SOAP
7 2 (1.50%) Web Services
7 2 (1.50%) XSLT
Miscellaneous
1 22 (16.54%) Analytical Skills
2 9 (6.77%) Taxonomies
3 4 (3.01%) Computer Science
3 4 (3.01%) Management Information System
3 4 (3.01%) Reference Data
4 3 (2.26%) SCADA
5 2 (1.50%) Data Structures
5 2 (1.50%) Enterprise Software
5 2 (1.50%) User Experience
6 1 (0.75%) Client/Server
Operating Systems
1 16 (12.03%) Unix
2 1 (0.75%) Windows
Processes & Methodologies
1 38 (28.57%) ETL
2 32 (24.06%) Logical Data Model
3 31 (23.31%) Business Intelligence
4 30 (22.56%) Use Case
5 28 (21.05%) UML
6 26 (19.55%) Analytics
7 25 (18.80%) SOA
8 23 (17.29%) Data Management
9 21 (15.79%) Data Architecture
10 20 (15.04%) Performance Tuning
10 20 (15.04%) Stakeholder Management
11 19 (14.29%) OO
12 18 (13.53%) Infrastructure Management
13 17 (12.78%) Agile Software Development
13 17 (12.78%) Domain Models
14 16 (12.03%) Data Integration
15 15 (11.28%) BPMN
16 14 (10.53%) Business Analysis
17 13 (9.77%) ETL Development
17 13 (9.77%) Metadata Management
Programming Languages
1 48 (36.09%) SQL
2 30 (22.56%) PL/SQL
3 19 (14.29%) Java
4 9 (6.77%) T-SQL
5 4 (3.01%) C#
6 3 (2.26%) JavaScript
7 2 (1.50%) Ruby
7 2 (1.50%) XPath
8 1 (0.75%) VBA
Qualifications
1 14 (10.53%) Security Cleared
2 12 (9.02%) Degree
3 5 (3.76%) ISEB
4 1 (0.75%) ACCA
4 1 (0.75%) IIBA
4 1 (0.75%) ITIL Certification
4 1 (0.75%) SC Cleared
Quality Assurance & Compliance
1 10 (7.52%) Data Quality
2 5 (3.76%) ISO20022
3 1 (0.75%) SLA
System Software
1 3 (2.26%) HDFS
2 1 (0.75%) Firmware
Systems Management
1 3 (2.26%) Oozie
2 1 (0.75%) HP Quality Center
Vendors
1 50 (37.59%) Oracle
2 19 (14.29%) MicroStrategy
3 14 (10.53%) Talend
4 13 (9.77%) IBM
5 11 (8.27%) Teradata
6 9 (6.77%) Microsoft
7 7 (5.26%) Informatica
8 6 (4.51%) Cognos
9 5 (3.76%) Pega
10 3 (2.26%) Hyperion
11 2 (1.50%) MuleSoft
11 2 (1.50%) Tableau
12 1 (0.75%) CA
12 1 (0.75%) CODA
12 1 (0.75%) Google
12 1 (0.75%) HP
12 1 (0.75%) Remedy
12 1 (0.75%) Sun
Edinburgh
Churchill Frank
Salary: £40000 - £50000 per annum
Posted: 3 days ago
Glasgow, Lanarkshire
Sopra Steria Recruitment
Salary: From £40,000 to £50,000 per annum Plus excellent benefits
Posted: 5 days ago
Edinburgh, Midlothian
FPSG Connect
Salary: £30000 - £50000 per annum + Excellent Benefits, Career & Travel
Posted: 4 days ago