Period
to 21 June 2018

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 June 2018 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 Jun 2018
Same period 2017 Same period 2016
Rank 45 58 48
Rank change year-on-year +13 -10 +2
Contract jobs citing Data Modelling 100 50 100
As % of all contract IT jobs advertised in Edinburgh 3.46% 2.42% 3.48%
As % of the Processes & Methodologies category 3.97% 2.85% 4.08%
Number of daily rates quoted 66 33 75
Edinburgh median daily rate £418 £450 £475
Median daily rate % change year-on-year -7.22% -5.26% +11.76%
10th Percentile £293 £313 £335
90th Percentile £581 £575 £600
Scotland median daily rate £425 £400 £450
% change year-on-year +6.25% -11.11% +12.50%
Number of hourly rates quoted 0 0 0
Edinburgh median hourly rate - - -
Scotland median hourly rate - - -

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 2,517 1,757 2,449
As % of all contract IT jobs advertised in Edinburgh 87.03% 85.00% 85.24%
Number of daily rates quoted 1,497 1,083 1,344
Edinburgh median daily rate £405 £400 £400
Median daily rate % change year-on-year +1.25% - +6.67%
10th Percentile £289 £260 £275
90th Percentile £568 £550 £561
Scotland median daily rate £400 £376 £375
% change year-on-year +6.31% +0.33% -
Number of hourly rates quoted 23 20 13
Edinburgh median hourly rate £35.00 £16.93 £15.82
Median hourly rate % change year-on-year +106.73% +7.05% -42.49%
10th Percentile £12.74 £12.37 £11.10
90th Percentile £48.28 £43.77 £43.50
Scotland median hourly rate £17.50 £26.75 £36.00
% change year-on-year -34.58% -25.69% +20.00%

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 June 2018.

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 June 2018, IT contractor jobs citing Data Modelling also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all contract job ads across the Edinburgh region with a requirement for Data Modelling.

1 36 (36.00%) SQL
2 33 (33.00%) ETL
3 28 (28.00%) Data Warehouse
4 26 (26.00%) Oracle
4 26 (26.00%) Finance
5 25 (25.00%) Agile Software Development
6 23 (23.00%) Data Analysis
6 23 (23.00%) Business Intelligence
7 20 (20.00%) Banking
7 20 (20.00%) Data Architecture
8 19 (19.00%) Java
9 18 (18.00%) Use Case
9 18 (18.00%) Relational Database
10 17 (17.00%) Logical Data Model
10 17 (17.00%) Migration
11 16 (16.00%) Hadoop
12 15 (15.00%) Stakeholder Management
12 15 (15.00%) Business Analysis
13 14 (14.00%) TOGAF
13 14 (14.00%) Data Quality
14 13 (13.00%) Data Integration
14 13 (13.00%) Teradata
14 13 (13.00%) RDBMS
14 13 (13.00%) Informatica
15 12 (12.00%) OO
15 12 (12.00%) Data Migration
15 12 (12.00%) Oracle Database
16 11 (11.00%) ETL Development
16 11 (11.00%) Waterfall
16 11 (11.00%) Microsoft

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 9 (9.00%) PowerExchange
2 6 (6.00%) Confluence
3 5 (5.00%) Apache
3 5 (5.00%) SAS
4 4 (4.00%) Oracle SOA Suite
4 4 (4.00%) Tomcat
5 2 (2.00%) Apache Pig
5 2 (2.00%) Apache Spark
5 2 (2.00%) JBoss
Applications
1 5 (5.00%) Microsoft Excel
1 5 (5.00%) MS Visio
Business Applications
1 1 (1.00%) Dynamics CRM
Cloud Services
1 3 (3.00%) Amazon AWS
2 2 (2.00%) Microsoft Azure
2 2 (2.00%) npm
2 2 (2.00%) Yarn
3 1 (1.00%) Azure Data Factory
3 1 (1.00%) Data Lake Analytics
3 1 (1.00%) Dynamics 365
3 1 (1.00%) Google Analytics
3 1 (1.00%) IaaS
3 1 (1.00%) PaaS
Communications & Networking
1 1 (1.00%) Firewall
1 1 (1.00%) Network Security
1 1 (1.00%) VPN
Database & Business Intelligence
1 28 (28.00%) Data Warehouse
2 18 (18.00%) Relational Database
3 16 (16.00%) Hadoop
4 13 (13.00%) RDBMS
5 12 (12.00%) Oracle Database
6 10 (10.00%) PowerCenter
7 6 (6.00%) SQL Server Reporting Services
8 5 (5.00%) Big Data
8 5 (5.00%) NoSQL
8 5 (5.00%) SQL Server
8 5 (5.00%) SQL Server Integration Services
9 4 (4.00%) MongoDB
9 4 (4.00%) MySQL
9 4 (4.00%) SQL Server Analysis Services
10 3 (3.00%) Data Lake
10 3 (3.00%) Microsoft Analysis Services
10 3 (3.00%) Power BI
11 2 (2.00%) PostgreSQL
11 2 (2.00%) QlikView
11 2 (2.00%) SQL Server 2008
Development Applications
1 10 (10.00%) ERwin
2 6 (6.00%) JIRA
3 4 (4.00%) Git (software)
4 2 (2.00%) Babel
4 2 (2.00%) Jenkins
4 2 (2.00%) Mocha
4 2 (2.00%) webpack
5 1 (1.00%) Oracle APEX
5 1 (1.00%) Oracle Forms
General
1 26 (26.00%) Finance
2 20 (20.00%) Banking
3 5 (5.00%) Financial Institution
4 2 (2.00%) Legal
5 1 (1.00%) Electronics
5 1 (1.00%) Front Office
5 1 (1.00%) Investment Banking
5 1 (1.00%) Manufacturing
5 1 (1.00%) Marketing
5 1 (1.00%) Private Banking
5 1 (1.00%) Retail Banking
5 1 (1.00%) Telecoms
Job Titles
1 32 (32.00%) Analyst
2 31 (31.00%) Architect
3 27 (27.00%) Business Analyst
4 23 (23.00%) Developer
5 17 (17.00%) Data Architect
6 10 (10.00%) Informatica Developer
6 10 (10.00%) Technical Architect
7 7 (7.00%) Designer
8 5 (5.00%) Business Intelligence Analyst
8 5 (5.00%) Business Intelligence Business Analyst
8 5 (5.00%) Consultant
8 5 (5.00%) Solutions Architect
9 4 (4.00%) Data Analyst
9 4 (4.00%) Junior
9 4 (4.00%) Junior Analyst
9 4 (4.00%) Junior Business Analyst
9 4 (4.00%) Senior Analyst
10 3 (3.00%) Data Scientist
10 3 (3.00%) ETL Architect
10 3 (3.00%) Senior Architect
Libraries, Frameworks & Software Standards
1 10 (10.00%) Hibernate
2 7 (7.00%) JSF
3 6 (6.00%) Apache CXF
3 6 (6.00%) CSS
3 6 (6.00%) JPA
4 5 (5.00%) Node.js
4 5 (5.00%) Spring
4 5 (5.00%) Web Services
5 4 (4.00%) .NET
5 4 (4.00%) Ajax
5 4 (4.00%) AngularJS
5 4 (4.00%) Apache OpenJPA
5 4 (4.00%) CSS3
5 4 (4.00%) HTML
5 4 (4.00%) HTML5
5 4 (4.00%) J2EE
5 4 (4.00%) JSON
5 4 (4.00%) REST
5 4 (4.00%) RichFaces
5 4 (4.00%) XML
Miscellaneous
1 8 (8.00%) Analytical Skills
2 4 (4.00%) User Experience
2 4 (4.00%) Wiki
3 3 (3.00%) Cloud Native
3 3 (3.00%) Enterprise Software
3 3 (3.00%) Greenfield Project
3 3 (3.00%) Self-Motivation
4 2 (2.00%) Computer Science
4 2 (2.00%) Data Structures
4 2 (2.00%) Online Banking
5 1 (1.00%) Fixed Income
5 1 (1.00%) Mainframe
5 1 (1.00%) Management Information System
Operating Systems
1 9 (9.00%) Unix
2 2 (2.00%) Linux
Processes & Methodologies
1 33 (33.00%) ETL
2 25 (25.00%) Agile Software Development
3 23 (23.00%) Business Intelligence
3 23 (23.00%) Data Analysis
4 20 (20.00%) Data Architecture
5 18 (18.00%) Use Case
6 17 (17.00%) Logical Data Model
6 17 (17.00%) Migration
7 15 (15.00%) Business Analysis
7 15 (15.00%) Stakeholder Management
8 14 (14.00%) TOGAF
9 13 (13.00%) Data Integration
10 12 (12.00%) Data Migration
10 12 (12.00%) OO
11 11 (11.00%) ETL Development
11 11 (11.00%) Information Security
11 11 (11.00%) Waterfall
12 10 (10.00%) Physical Data Model
12 10 (10.00%) SOA
13 9 (9.00%) Project Management
Programming Languages
1 36 (36.00%) SQL
2 19 (19.00%) Java
3 9 (9.00%) PL/SQL
4 8 (8.00%) JavaScript
5 6 (6.00%) Python
6 4 (4.00%) Java 8
7 3 (3.00%) Scala
8 2 (2.00%) C#
8 2 (2.00%) ES6
8 2 (2.00%) R
9 1 (1.00%) ABAP
9 1 (1.00%) T-SQL
Qualifications
1 5 (5.00%) Degree
2 2 (2.00%) BPSS Clearance
2 2 (2.00%) Security Cleared
2 2 (2.00%) TOGAF Certification
3 1 (1.00%) MCITP
3 1 (1.00%) MCSA
3 1 (1.00%) Microsoft Certification
Quality Assurance & Compliance
1 14 (14.00%) Data Quality
2 7 (7.00%) Disclosure Scotland
System Software
1 2 (2.00%) Docker
2 1 (1.00%) Virtual Machines
Systems Management
1 2 (2.00%) Ambari
1 2 (2.00%) Ansible
Vendors
1 26 (26.00%) Oracle
2 13 (13.00%) Informatica
2 13 (13.00%) Teradata
3 11 (11.00%) Microsoft
4 10 (10.00%) CA
5 5 (5.00%) Red Hat
6 4 (4.00%) Atlassian
7 3 (3.00%) IBM
7 3 (3.00%) SAP
8 2 (2.00%) Cloudera
9 1 (1.00%) Charles River
9 1 (1.00%) Cognos
9 1 (1.00%) Google