Period
to 24 September 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 24 September 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
24 Sep 2018
Same period 2017 Same period 2016
Rank 71 71 61
Rank change year-on-year 0 -10 -10
Contract jobs citing Data Modelling 73 60 77
As % of all contract IT jobs advertised in Edinburgh 2.48% 2.26% 3.23%
As % of the Processes & Methodologies category 2.81% 2.67% 3.78%
Number of daily rates quoted 35 42 47
Edinburgh median daily rate £450 £425 £400
Median daily rate % change year-on-year +5.88% +6.25% -5.88%
10th Percentile £363 £328 £328
90th Percentile £608 £575 £525
Scotland median daily rate £425 £421 £400
% change year-on-year +0.89% +5.31% +6.67%
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 2,597 2,248 2,037
As % of all contract IT jobs advertised in Edinburgh 88.06% 84.64% 85.37%
Number of daily rates quoted 1,386 1,317 1,168
Edinburgh median daily rate £425 £400 £394
Median daily rate % change year-on-year +6.13% +1.59% +5.00%
10th Percentile £281 £263 £266
90th Percentile £575 £550 £525
Scotland median daily rate £400 £388 £360
% change year-on-year +3.23% +7.64% -4.00%
Number of hourly rates quoted 29 18 19
Edinburgh median hourly rate £25.00 £20.00 £15.82
Median hourly rate % change year-on-year +25.00% +26.46% -4.15%
10th Percentile £10.75 £11.22 £10.96
90th Percentile £44.27 £43.39 £48.38
Scotland median hourly rate £24.55 £26.25 £34.50
% change year-on-year -6.48% -23.91% +60.47%

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 24 September 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 24 September 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 28 (38.36%) SQL
2 26 (35.62%) Agile Software Development
3 23 (31.51%) Java
4 21 (28.77%) Scrum
5 20 (27.40%) Python
6 19 (26.03%) Oracle
7 18 (24.66%) Logical Data Model
8 17 (23.29%) Ansible
8 17 (23.29%) Amazon AWS
9 16 (21.92%) Physical Data Model
10 15 (20.55%) SQL Server
11 14 (19.18%) Migration
11 14 (19.18%) Kanban
11 14 (19.18%) User Experience
11 14 (19.18%) Microservices
12 13 (17.81%) REST
12 13 (17.81%) TDD
12 13 (17.81%) Banking
13 12 (16.44%) JavaScript
13 12 (16.44%) Re-Platforming
14 10 (13.70%) Finance
14 10 (13.70%) Microsoft
14 10 (13.70%) CSS
14 10 (13.70%) Opscode Chef
14 10 (13.70%) Data Analytics
14 10 (13.70%) Analytics
14 10 (13.70%) Git (software)
14 10 (13.70%) Puppet
15 9 (12.33%) Data Migration
15 9 (12.33%) Domain-Driven Design

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 4 (5.48%) Apache
1 4 (5.48%) Confluence
1 4 (5.48%) Tomcat
2 2 (2.74%) SAS
3 1 (1.37%) Apache Pig
3 1 (1.37%) Apache Solr
3 1 (1.37%) Apache Spark
3 1 (1.37%) Elasticsearch
3 1 (1.37%) Oracle SOA Suite
Applications
1 4 (5.48%) Microsoft Excel
1 4 (5.48%) MS Visio
2 1 (1.37%) Microsoft Office
Business Applications
1 2 (2.74%) Markit EDM
1 2 (2.74%) thinkFolio
2 1 (1.37%) Dynamics CRM
Cloud Services
1 17 (23.29%) Amazon AWS
2 8 (10.96%) OpenShift
3 6 (8.22%) npm
3 6 (8.22%) Yarn
4 2 (2.74%) Microsoft Azure
5 1 (1.37%) Azure Data Factory
5 1 (1.37%) Data Lake Analytics
5 1 (1.37%) IaaS
5 1 (1.37%) Office 365
5 1 (1.37%) PaaS
Communications & Networking
1 1 (1.37%) Firewall
1 1 (1.37%) Network Security
1 1 (1.37%) VPN
Database & Business Intelligence
1 15 (20.55%) SQL Server
2 9 (12.33%) Big Data
2 9 (12.33%) Hadoop
3 8 (10.96%) MongoDB
4 7 (9.59%) NoSQL
5 6 (8.22%) Data Warehouse
6 5 (6.85%) Informix
6 5 (6.85%) Oracle Database
6 5 (6.85%) Relational Database
6 5 (6.85%) SQL Server Integration Services
7 4 (5.48%) MySQL
7 4 (5.48%) PostgreSQL
8 3 (4.11%) InfluxDB
8 3 (4.11%) SQL Server 2012
8 3 (4.11%) SQL Server 2016
8 3 (4.11%) SQL Server Analysis Services
8 3 (4.11%) SQL Server Reporting Services
9 2 (2.74%) Microsoft Analysis Services
9 2 (2.74%) Power BI
10 1 (1.37%) Oracle Database 10g
Development Applications
1 10 (13.70%) Git (software)
2 7 (9.59%) Jenkins
3 6 (8.22%) Babel
3 6 (8.22%) Mocha
3 6 (8.22%) webpack
4 4 (5.48%) JIRA
5 2 (2.74%) FitNesse
General
1 13 (17.81%) Banking
2 10 (13.70%) Finance
3 4 (5.48%) Financial Institution
4 1 (1.37%) Front Office
4 1 (1.37%) Legal
4 1 (1.37%) Retail
4 1 (1.37%) Retail Banking
Job Titles
1 19 (26.03%) Developer
2 15 (20.55%) Analyst
2 15 (20.55%) Architect
3 11 (15.07%) DBA
4 10 (13.70%) Business Analyst
5 7 (9.59%) Enterprise Architect
6 6 (8.22%) Designer
6 6 (8.22%) JavaScript Developer
6 6 (8.22%) React Developer
7 5 (6.85%) Data Analyst
7 5 (6.85%) Solutions Designer
7 5 (6.85%) SQL DBA
7 5 (6.85%) SQL Server DBA
8 4 (5.48%) Front End Developer (Client-Side Developer)
8 4 (5.48%) Technical Architect
9 3 (4.11%) AWS Developer
9 3 (4.11%) Data Architect
9 3 (4.11%) Migration Analyst
9 3 (4.11%) Node.js Developer
9 3 (4.11%) Solutions Architect
Libraries, Frameworks & Software Standards
1 13 (17.81%) REST
2 10 (13.70%) CSS
3 7 (9.59%) Node.js
4 6 (8.22%) .NET
4 6 (8.22%) Chai
4 6 (8.22%) Enzyme
4 6 (8.22%) React
4 6 (8.22%) Redux
5 5 (6.85%) Hibernate
5 5 (6.85%) Spring
6 4 (5.48%) Ajax
6 4 (5.48%) AngularJS
6 4 (5.48%) CSS3
6 4 (5.48%) HTML
6 4 (5.48%) HTML5
6 4 (5.48%) J2EE
6 4 (5.48%) jQuery
6 4 (5.48%) JSON
6 4 (5.48%) PostGIS
6 4 (5.48%) XML
Miscellaneous
1 14 (19.18%) User Experience
2 8 (10.96%) Analytical Skills
2 8 (10.96%) Cloud Native
3 6 (8.22%) Self-Motivation
4 4 (5.48%) Replication
4 4 (5.48%) Wiki
5 3 (4.11%) Data Structures
5 3 (4.11%) Enterprise Software
5 3 (4.11%) Greenfield Project
6 2 (2.74%) Clustering
7 1 (1.37%) Computer Science
Operating Systems
1 7 (9.59%) Linux
2 2 (2.74%) Red Hat Enterprise Linux
2 2 (2.74%) Windows
Processes & Methodologies
1 26 (35.62%) Agile Software Development
2 21 (28.77%) Scrum
3 18 (24.66%) Logical Data Model
4 16 (21.92%) Physical Data Model
5 14 (19.18%) Kanban
5 14 (19.18%) Microservices
5 14 (19.18%) Migration
6 13 (17.81%) TDD
7 12 (16.44%) Re-Platforming
8 10 (13.70%) Analytics
8 10 (13.70%) Data Analytics
9 9 (12.33%) Data Migration
9 9 (12.33%) DevOps
9 9 (12.33%) Domain-Driven Design
9 9 (12.33%) ETL
10 8 (10.96%) Continuous Integration
10 8 (10.96%) Project Management
10 8 (10.96%) Visualisation
11 7 (9.59%) BDD
11 7 (9.59%) Continuous Delivery
Programming Languages
1 28 (38.36%) SQL
2 23 (31.51%) Java
3 20 (27.40%) Python
4 12 (16.44%) JavaScript
5 6 (8.22%) ES6
6 4 (5.48%) T-SQL
7 3 (4.11%) Bash Shell
7 3 (4.11%) Scala
7 3 (4.11%) Shell Script
8 2 (2.74%) PL/SQL
9 1 (1.37%) Java 8
9 1 (1.37%) R
Qualifications
1 4 (5.48%) Degree
2 1 (1.37%) BPSS Clearance
Quality Assurance & Compliance
1 3 (4.11%) GDPR
2 2 (2.74%) Data Quality
2 2 (2.74%) PMO
3 1 (1.37%) Disclosure Scotland
System Software
1 7 (9.59%) Docker
2 1 (1.37%) Virtual Machines
Systems Management
1 17 (23.29%) Ansible
2 10 (13.70%) Opscode Chef
2 10 (13.70%) Puppet
3 8 (10.96%) Kubernetes
4 3 (4.11%) Grafana
4 3 (4.11%) Prometheus
4 3 (4.11%) SCOM
Vendors
1 19 (26.03%) Oracle
2 10 (13.70%) Microsoft
3 4 (5.48%) Atlassian
4 3 (4.11%) Charles River
4 3 (4.11%) IBM
4 3 (4.11%) Red Hat
4 3 (4.11%) SolarWinds
4 3 (4.11%) Teradata
5 2 (2.74%) Bloomberg
5 2 (2.74%) Cloudera
5 2 (2.74%) FactSet
5 2 (2.74%) Informatica
6 1 (1.37%) Cognos
6 1 (1.37%) SaltStack
6 1 (1.37%) SAP
6 1 (1.37%) Tableau
6 1 (1.37%) Talend