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 3 months to 30 March 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
3 months to
30 Mar 2017
Same period 2016 Same period 2015
Rank 54 42 47
Rank change year-on-year -12 +5  
Contract jobs citing Data Modelling 19 49 40
As % of all contract IT jobs advertised in Edinburgh 2.06% 3.23% 2.76%
As % of the Processes & Methodologies category 2.44% 3.90% 3.37%
Number of daily rates quoted 13 43 20
Median daily rate £450 £500 £450
Median daily rate % change year-on-year -10.00% +11.11%  
90% offered a daily rate of more than £315 £354 £375
10% offered a daily rate of more than £495 £596 £525
UK excluding London median daily rate £438 £450 £425
% change year-on-year -2.77% +5.88%  
Number of hourly rates quoted 0 0 0
Median hourly rate - - -
UK excluding London median hourly rate £38.37 £49.82 £40.00
% change year-on-year -22.98% +24.55%  

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 contract job vacancies advertised in Edinburgh with a requirement for process and methodology skills.

Contract Process & Methodology Skills
Edinburgh
Contract job vacancies with a requirement for process and methodology skills 780 1256 1188
As % of all contract IT job vacancies advertised in Edinburgh 84.69% 82.74% 81.93%
Number of daily rates quoted 503 706 673
Median daily rate £400 £413 £400
Median daily rate % change year-on-year -3.03% +3.12%  
90% offered a daily rate of more than £275 £294 £275
10% offered a daily rate of more than £500 £575 £500
UK excluding London median daily rate £410 £400 £396
% change year-on-year +2.50% +1.01%  
Number of hourly rates quoted 9 6 13
Median hourly rate £15.18 £39.00 £37.50
Median hourly rate % change year-on-year -61.07% +4.00%  
90% offered a hourly rate of more than £11.78 £17.75 £14.00
10% offered a hourly rate of more than £33.12 £40.00 £47.50
UK excluding London median hourly rate £35.75 £38.00 £30.00
% change year-on-year -5.92% +26.66%  

Data Modelling
Job Vacancy Trend in Edinburgh

The job posting trend of jobs advertised in Edinburgh citing Data Modelling as a proportion of all contract or permanent IT jobs with a match in the Processes & Methodologies category.

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 3 months to 30 March 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 30 March 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 15 (39.47%) SQL
2 12 (31.58%) ETL
2 12 (31.58%) Oracle
3 11 (28.95%) Data Warehouse
4 10 (26.32%) Relational Database
5 9 (23.68%) Logical Data Model
5 9 (23.68%) Agile Software Development
6 8 (21.05%) SAS
6 8 (21.05%) Data Management
7 7 (18.42%) Use Case
7 7 (18.42%) Banking
8 6 (15.79%) Finance
8 6 (15.79%) UML
8 6 (15.79%) Physical Data Model
8 6 (15.79%) Analytics
9 5 (13.16%) Oracle Database
9 5 (13.16%) Performance Tuning
9 5 (13.16%) CRM
9 5 (13.16%) Java
9 5 (13.16%) SOA
9 5 (13.16%) RDBMS
9 5 (13.16%) Migration
9 5 (13.16%) Hadoop
9 5 (13.16%) Data Architecture
9 5 (13.16%) Cloudera
9 5 (13.16%) BPMN
9 5 (13.16%) Document Management
9 5 (13.16%) Data Analysis
10 4 (10.53%) Retail Banking
10 4 (10.53%) Marketing

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 8 (21.05%) SAS
2 3 (7.89%) JBoss
3 2 (5.26%) Oracle SOA Suite
3 2 (5.26%) SharePoint
4 1 (2.63%) Apache Spark
4 1 (2.63%) CMS
4 1 (2.63%) Oracle Workflow
Applications
1 2 (5.26%) MS Visio
Business Applications
1 3 (7.89%) Oracle BPM
2 1 (2.63%) thinkFolio
Database & Business Intelligence
1 11 (28.95%) Data Warehouse
2 10 (26.32%) Relational Database
3 5 (13.16%) Hadoop
3 5 (13.16%) Oracle Database
3 5 (13.16%) RDBMS
4 4 (10.53%) PostgreSQL
4 4 (10.53%) Spatial Data
5 3 (7.89%) Big Data
5 3 (7.89%) GIS
5 3 (7.89%) QGIS
5 3 (7.89%) SQL Server
6 2 (5.26%) OLAP
6 2 (5.26%) SQL Server 2008
6 2 (5.26%) SQL Server 2012
7 1 (2.63%) Data Lake
7 1 (2.63%) Enterprise Data Warehouse
7 1 (2.63%) Geospatial Data
7 1 (2.63%) Oracle Database 11g
7 1 (2.63%) Oracle Database 12c
7 1 (2.63%) TKPROF
Development Applications
1 4 (10.53%) Jenkins
2 3 (7.89%) Flyway
2 3 (7.89%) Git (software)
3 2 (5.26%) ERwin
4 1 (2.63%) Oracle Forms
4 1 (2.63%) Selenium
General
1 7 (18.42%) Banking
2 6 (15.79%) Finance
3 4 (10.53%) Marketing
3 4 (10.53%) Retail
3 4 (10.53%) Retail Banking
4 2 (5.26%) Legal
4 2 (5.26%) Telecoms
Job Titles
1 15 (39.47%) Analyst
2 10 (26.32%) Architect
3 7 (18.42%) Designer
4 6 (15.79%) Business Analyst
5 5 (13.16%) Data Architect
6 4 (10.53%) Data Analyst
6 4 (10.53%) Developer
6 4 (10.53%) Geospatial Architect
6 4 (10.53%) Solutions Designer
7 3 (7.89%) Data Modeller
7 3 (7.89%) Database Designer
7 3 (7.89%) Systems Analyst
7 3 (7.89%) Technical Architect
8 2 (5.26%) SAS Analyst
8 2 (5.26%) Senior Analyst
8 2 (5.26%) Solutions Architect
8 2 (5.26%) SQL Developer
9 1 (2.63%) Banking Analyst
9 1 (2.63%) Solutions Analyst
9 1 (2.63%) UML Business Analyst
Libraries, Frameworks & Software Standards
1 4 (10.53%) PostGIS
2 3 (7.89%) Apache CXF
2 3 (7.89%) JPA
2 3 (7.89%) JSF
2 3 (7.89%) Middleware
2 3 (7.89%) RichFaces
2 3 (7.89%) Web Services
3 2 (5.26%) Drools
3 2 (5.26%) Hibernate
Miscellaneous
1 3 (7.89%) Data Structures
1 3 (7.89%) Taxonomies
2 2 (5.26%) Analytical Skills
2 2 (5.26%) Credit Risk
2 2 (5.26%) Management Information System
3 1 (2.63%) Social Media
Operating Systems
1 3 (7.89%) Unix
Processes & Methodologies
1 12 (31.58%) ETL
2 9 (23.68%) Agile Software Development
2 9 (23.68%) Logical Data Model
3 8 (21.05%) Data Management
4 7 (18.42%) Use Case
5 6 (15.79%) Analytics
5 6 (15.79%) Physical Data Model
5 6 (15.79%) UML
6 5 (13.16%) BPMN
6 5 (13.16%) CRM
6 5 (13.16%) Data Analysis
6 5 (13.16%) Data Architecture
6 5 (13.16%) Document Management
6 5 (13.16%) Migration
6 5 (13.16%) Performance Tuning
6 5 (13.16%) SOA
7 4 (10.53%) Continuous Integration
7 4 (10.53%) Domain-Driven Design
7 4 (10.53%) Enterprise Architecture
7 4 (10.53%) Visualisation
Programming Languages
1 15 (39.47%) SQL
2 5 (13.16%) Java
3 4 (10.53%) PL/SQL
4 2 (5.26%) MATLAB
5 1 (2.63%) R
5 1 (2.63%) Scala
5 1 (2.63%) VBA
Qualifications
1 2 (5.26%) BPSS Clearance
1 2 (5.26%) Degree
1 2 (5.26%) SC Cleared
1 2 (5.26%) Security Cleared
2 1 (2.63%) MCITP
2 1 (2.63%) MCSA
2 1 (2.63%) Microsoft Certification
2 1 (2.63%) Oracle Certification
Quality Assurance & Compliance
1 2 (5.26%) Disclosure Scotland
System Software
1 3 (7.89%) Docker
Systems Management
1 4 (10.53%) Ansible
Vendors
1 12 (31.58%) Oracle
2 5 (13.16%) Cloudera
3 4 (10.53%) Teradata
4 1 (2.63%) Charles River
4 1 (2.63%) IBM
4 1 (2.63%) MapR
4 1 (2.63%) Pega
4 1 (2.63%) Splunk
Edinburgh, Midlothian
Harvey Nash plc
Posted: 6 days ago
Edinburgh, Midlothian
Spring Technology
Posted: 6 days ago