Period
to 21 November 2017

The following table provides summary statistics for contract job vacancies advertised in Edinburgh with a requirement for Data Modelling skills. Included is a benchmarking guide to the contractor rates offered in vacancies that have cited Data Modelling over the 6 months to 21 November 2017 with a comparison to the same period in the previous 2 years.

Note that daily and hourly rates are treated separately in these statistics. When calculating contractor rate percentiles, daily rates are never derived from quoted hourly rates or vice versa.

Data Modelling
Scotland > Edinburgh
6 months to
21 Nov 2017
Same period 2016 Same period 2015
Rank 78 66 42
Rank change year-on-year -12 -24 0
Contract jobs citing Data Modelling 57 62 108
As % of all contract IT jobs advertised in Edinburgh 1.94% 2.93% 3.39%
As % of the Processes & Methodologies category 2.30% 3.49% 4.08%
Number of daily rates quoted 39 37 69
Edinburgh median daily rate £425 £400 £425
Median daily rate % change year-on-year +6.25% -5.88% -
10th Percentile £345 £295 £313
90th Percentile £575 £525 £668
Scotland median daily rate £418 £400 £400
% change year-on-year +4.38% - -
Number of hourly rates quoted 0 0 0
Edinburgh median hourly rate - - -
Scotland median hourly rate £24.00 £38.00 -
% change year-on-year -36.84% - -

Data Modelling is in the Processes and Methodologies category. The following table is for comparison with the above and provides summary statistics for all contract job vacancies advertised in Edinburgh with a requirement for process or methodology skills.

All Process and Methodology Skills
Edinburgh
Contract vacancies with a requirement for process or methodology skills 2476 1775 2647
As % of all contract IT jobs advertised in Edinburgh 84.25% 84.00% 83.16%
Number of daily rates quoted 1444 1016 1367
Edinburgh median daily rate £400 £388 £388
Median daily rate % change year-on-year +3.23% - -3.13%
10th Percentile £261 £260 £263
90th Percentile £550 £525 £525
Scotland median daily rate £388 £360 £375
% change year-on-year +7.64% -4.00% -
Number of hourly rates quoted 18 26 20
Edinburgh median hourly rate £21.00 £19.75 £17.76
Median hourly rate % change year-on-year +6.33% +11.20% +5.18%
10th Percentile £11.22 £11.25 £11.87
90th Percentile £37.52 £46.69 £40.38
Scotland median hourly rate £25.00 £21.00 £25.00
% change year-on-year +19.05% -16.00% +11.11%

Data Modelling
Job Vacancy Trend in Edinburgh

Job postings citing Data Modelling as a percentage of all IT jobs advertised in Edinburgh.

Job vacancy trend for Data Modelling in Edinburgh

Data Modelling
Contractor Daily Rate Trend in Edinburgh

This chart provides the 3-month moving average for daily rates quoted in contract jobs citing Data Modelling in Edinburgh.

Contractor daily rate trend for Data Modelling in Edinburgh

Data Modelling
Contractor Daily Rate Histogram in Edinburgh

The daily rate distribution of IT jobs citing Data Modelling in Edinburgh over the 6 months to 21 November 2017.

Contractor daily rate histogram for Data Modelling in Edinburgh

Data Modelling
Contractor Hourly Rate Trend in Edinburgh

This chart provides the 3-month moving average for contractor hourly rates quoted in IT jobs citing Data Modelling in Edinburgh.

Contractor hourly rate trend for Data Modelling in Edinburgh

For the 6 months to 21 November 2017, IT contractor 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 contract ads across the Edinburgh region with a requirement for Data Modelling.

1 25 (43.86%) SQL
2 17 (29.82%) Business Intelligence
3 16 (28.07%) Finance
4 14 (24.56%) ETL
5 11 (19.30%) Oracle
5 11 (19.30%) SQL Server
6 10 (17.54%) UML
6 10 (17.54%) Banking
6 10 (17.54%) Analytical Skills
7 9 (15.79%) Use Case
8 8 (14.04%) Data Analysis
8 8 (14.04%) Java
8 8 (14.04%) Data Warehouse
8 8 (14.04%) Migration
8 8 (14.04%) Mentoring
8 8 (14.04%) Physical Data Model
8 8 (14.04%) Analytics
9 7 (12.28%) Oracle SOA Suite
9 7 (12.28%) Data Quality
9 7 (12.28%) Wireframes
9 7 (12.28%) Domain Models
9 7 (12.28%) Hibernate
9 7 (12.28%) SOA
9 7 (12.28%) Microsoft
9 7 (12.28%) T-SQL
9 7 (12.28%) Web Services
9 7 (12.28%) OO
9 7 (12.28%) JSF
9 7 (12.28%) Data Management
9 7 (12.28%) Apache CXF

Data Modelling
Co-occurring IT Skills in Edinburgh 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 7 (12.28%) Oracle SOA Suite
2 5 (8.77%) SAS
3 4 (7.02%) SharePoint
4 1 (1.75%) CMS
4 1 (1.75%) JBoss
4 1 (1.75%) Sitecore CMS
Applications
1 2 (3.51%) MS Visio
2 1 (1.75%) OmniGraffle
Business Applications
1 2 (3.51%) Markit EDM
2 1 (1.75%) Cognos TM1
Cloud Services
1 1 (1.75%) Lucidchart
Database & Business Intelligence
1 11 (19.30%) SQL Server
2 8 (14.04%) Data Warehouse
3 7 (12.28%) SQL Server Analysis Services
4 5 (8.77%) Big Data
4 5 (8.77%) Hadoop
4 5 (8.77%) Power BI
4 5 (8.77%) SQL Server 2012
5 4 (7.02%) Apache Hive
5 4 (7.02%) Oracle Database
5 4 (7.02%) PowerPivot
5 4 (7.02%) Relational Database
5 4 (7.02%) SAS EBI
6 3 (5.26%) SQL Server Reporting Services
7 2 (3.51%) Microsoft Analysis Services
8 1 (1.75%) MOLAP
8 1 (1.75%) Oracle BI EE
8 1 (1.75%) Oracle Database 11g
8 1 (1.75%) RDBMS
8 1 (1.75%) SQL Server 2008
8 1 (1.75%) SQL Server Integration Services
Development Applications
1 6 (10.53%) ERwin
2 2 (3.51%) XMLSpy
3 1 (1.75%) Axure RP
3 1 (1.75%) Balsamiq Mockups
3 1 (1.75%) JIRA
General
1 16 (28.07%) Finance
2 10 (17.54%) Banking
3 2 (3.51%) Retail Banking
4 1 (1.75%) Investment Banking
Job Titles
1 15 (26.32%) Analyst
2 13 (22.81%) Developer
3 11 (19.30%) Architect
4 9 (15.79%) Designer
5 7 (12.28%) Business Analyst
6 6 (10.53%) Data Architect
6 6 (10.53%) Senior Analyst
7 5 (8.77%) Business Intelligence Developer
7 5 (8.77%) Consultant
7 5 (8.77%) Data Analyst
7 5 (8.77%) Data Modeller
8 4 (7.02%) Big Data Analyst
8 4 (7.02%) SAS Developer
8 4 (7.02%) Senior Test Analyst
8 4 (7.02%) Solutions Architect
8 4 (7.02%) Test Analyst
9 3 (5.26%) Data Business Analyst
9 3 (5.26%) Solutions Designer
9 3 (5.26%) Technical Architect
10 2 (3.51%) Senior Business Analyst
Libraries, Frameworks & Software Standards
1 7 (12.28%) Apache CXF
1 7 (12.28%) Hibernate
1 7 (12.28%) JPA
1 7 (12.28%) JSF
1 7 (12.28%) Web Services
2 6 (10.53%) Apache OpenJPA
2 6 (10.53%) RichFaces
3 1 (1.75%) Drools
3 1 (1.75%) Entity Framework
3 1 (1.75%) Middleware
Miscellaneous
1 10 (17.54%) Analytical Skills
2 2 (3.51%) Data Structures
2 2 (3.51%) Enterprise Software
3 1 (1.75%) Foreign Exchange (FX)
3 1 (1.75%) Greenfield Project
3 1 (1.75%) Management Information System
3 1 (1.75%) N-Tier
3 1 (1.75%) Virtual Team
Operating Systems
1 1 (1.75%) Unix
1 1 (1.75%) Windows
Processes & Methodologies
1 17 (29.82%) Business Intelligence
2 14 (24.56%) ETL
3 10 (17.54%) UML
4 9 (15.79%) Use Case
5 8 (14.04%) Analytics
5 8 (14.04%) Data Analysis
5 8 (14.04%) Mentoring
5 8 (14.04%) Migration
5 8 (14.04%) Physical Data Model
6 7 (12.28%) BPMN
6 7 (12.28%) Data Management
6 7 (12.28%) Domain Models
6 7 (12.28%) OO
6 7 (12.28%) SOA
6 7 (12.28%) Wireframes
7 6 (10.53%) Data Migration
7 6 (10.53%) OOA/OOD
7 6 (10.53%) SOLID
7 6 (10.53%) Stakeholder Management
8 5 (8.77%) Logical Data Model
Programming Languages
1 25 (43.86%) SQL
2 8 (14.04%) Java
3 7 (12.28%) T-SQL
4 5 (8.77%) Data Analysis Expressions (DAX)
5 2 (3.51%) C#
6 1 (1.75%) COBOL
6 1 (1.75%) JavaScript
6 1 (1.75%) JCL
6 1 (1.75%) MATLAB
6 1 (1.75%) PL/SQL
6 1 (1.75%) Python
6 1 (1.75%) R
Qualifications
1 4 (7.02%) Degree
2 1 (1.75%) BPSS Clearance
2 1 (1.75%) ISEB
Quality Assurance & Compliance
1 7 (12.28%) Data Quality
2 2 (3.51%) QA
3 1 (1.75%) COBIT
3 1 (1.75%) Disclosure Scotland
Systems Management
1 1 (1.75%) Kibana
Vendors
1 11 (19.30%) Oracle
2 7 (12.28%) Microsoft
3 6 (10.53%) Red Hat
4 2 (3.51%) Ab Initio
4 2 (3.51%) Bloomberg
4 2 (3.51%) Cognos
4 2 (3.51%) FactSet
4 2 (3.51%) Informatica
5 1 (1.75%) CA
5 1 (1.75%) IBM
5 1 (1.75%) Sitecore
5 1 (1.75%) Teradata