Period
to 23 November 2017

The following table provides summary statistics for contract job vacancies advertised in Edinburgh with a requirement for Data Architecture skills. Included is a benchmarking guide to the contractor rates offered in vacancies that have cited Data Architecture over the 6 months to 23 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 Architecture
Scotland > Edinburgh
6 months to
23 Nov 2017
Same period 2016 Same period 2015
Rank 126 105 117
Rank change year-on-year -21 +12 -13
Contract jobs citing Data Architecture 10 22 18
As % of all contract IT jobs advertised in Edinburgh 0.34% 1.04% 0.56%
As % of the Processes & Methodologies category 0.40% 1.24% 0.68%
Number of daily rates quoted 6 16 8
Edinburgh median daily rate £488 £488 £488
10th Percentile £425 £406 £403
90th Percentile £588 £569 £583
Scotland median daily rate £475 £475 £500
% change year-on-year - -5.00% +19.05%
Number of hourly rates quoted 0 0 0
Edinburgh median hourly rate - - -
Scotland median hourly rate - - -

Data Architecture 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 2490 1777 2658
As % of all contract IT jobs advertised in Edinburgh 84.41% 83.78% 83.22%
Number of daily rates quoted 1456 1025 1370
Edinburgh median daily rate £400 £388 £388
Median daily rate % change year-on-year +3.23% - -3.13%
10th Percentile £263 £260 £262
90th Percentile £550 £525 £525
Scotland median daily rate £390 £360 £375
% change year-on-year +8.33% -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% +12.62%
10th Percentile £11.22 £11.25 £11.87
90th Percentile £35.00 £46.69 £40.38
Scotland median hourly rate £24.50 £21.00 £25.00
% change year-on-year +16.67% -16.00% +11.11%

Data Architecture
Job Vacancy Trend in Edinburgh

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

Job vacancy trend for Data Architecture in Edinburgh

Data Architecture
Contractor Daily Rate Trend in Edinburgh

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

Contractor daily rate trend for Data Architecture in Edinburgh

Data Architecture
Contractor Daily Rate Histogram in Edinburgh

The daily rate distribution of IT jobs citing Data Architecture in Edinburgh over the 6 months to 23 November 2017.

Contractor daily rate histogram for Data Architecture in Edinburgh

For the 6 months to 23 November 2017, IT contractor jobs citing Data Architecture 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 Architecture.

1 5 (50.00%) Data Warehouse
1 5 (50.00%) ETL
2 3 (30.00%) Data Modelling
2 3 (30.00%) Business Intelligence
2 3 (30.00%) SQL Server
2 3 (30.00%) Agile Software Development
2 3 (30.00%) Data Governance
3 2 (20.00%) Data Quality
3 2 (20.00%) SQL Server Integration Services
3 2 (20.00%) Relational Database
3 2 (20.00%) Data Management
3 2 (20.00%) Data Analysis
3 2 (20.00%) Microsoft Azure
3 2 (20.00%) Amazon AWS
3 2 (20.00%) Finance
3 2 (20.00%) Migration
3 2 (20.00%) Stakeholder Management
3 2 (20.00%) Oracle
3 2 (20.00%) SQL
3 2 (20.00%) Microsoft
3 2 (20.00%) Power BI
3 2 (20.00%) GDPR
3 2 (20.00%) Greenfield Project
3 2 (20.00%) Data Strategy
3 2 (20.00%) Azure SQL Data Warehouse
4 1 (10.00%) ERwin
4 1 (10.00%) Project Management
4 1 (10.00%) SAS
4 1 (10.00%) .NET
4 1 (10.00%) C#

Data Architecture
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 1 (10.00%) SAS
1 1 (10.00%) SharePoint
Business Applications
1 1 (10.00%) Dynamics CRM
Cloud Services
1 2 (20.00%) Amazon AWS
1 2 (20.00%) Microsoft Azure
2 1 (10.00%) Google Cloud Platform
Database & Business Intelligence
1 5 (50.00%) Data Warehouse
2 3 (30.00%) SQL Server
3 2 (20.00%) Azure SQL Data Warehouse
3 2 (20.00%) Power BI
3 2 (20.00%) Relational Database
3 2 (20.00%) SQL Server Integration Services
4 1 (10.00%) Big Data
4 1 (10.00%) Oracle Database
4 1 (10.00%) SQL Server Reporting Services
Development Applications
1 1 (10.00%) ERwin
General
1 2 (20.00%) Finance
2 1 (10.00%) Banking
2 1 (10.00%) Retail Banking
Job Titles
1 6 (60.00%) Architect
1 6 (60.00%) Data Architect
2 2 (20.00%) Analyst
2 2 (20.00%) Data Modeller
2 2 (20.00%) Solutions Architect
3 1 (10.00%) Big Data Analyst
3 1 (10.00%) Business Analyst
3 1 (10.00%) Cloud Architect
3 1 (10.00%) Cloud Solutions Architect
3 1 (10.00%) CRM Developer
3 1 (10.00%) Data Analyst
3 1 (10.00%) Data Warehouse Analyst
3 1 (10.00%) Data Warehouse Architect
3 1 (10.00%) Designer
3 1 (10.00%) Developer
3 1 (10.00%) Dynamics CRM Developer
3 1 (10.00%) Microsoft Solutions Architect
3 1 (10.00%) Solutions Designer
3 1 (10.00%) Telephony Analyst
Libraries, Frameworks & Software Standards
1 1 (10.00%) .NET
1 1 (10.00%) CSS
1 1 (10.00%) HTML
1 1 (10.00%) Web Services
Miscellaneous
1 2 (20.00%) Greenfield Project
2 1 (10.00%) Analytical Skills
2 1 (10.00%) Data Structures
Processes & Methodologies
1 5 (50.00%) ETL
2 3 (30.00%) Agile Software Development
2 3 (30.00%) Business Intelligence
2 3 (30.00%) Data Governance
2 3 (30.00%) Data Modelling
3 2 (20.00%) Data Analysis
3 2 (20.00%) Data Management
3 2 (20.00%) Data Strategy
3 2 (20.00%) Migration
3 2 (20.00%) Stakeholder Management
4 1 (10.00%) CRM
4 1 (10.00%) ETL Development
4 1 (10.00%) Information Governance
4 1 (10.00%) Information Management
4 1 (10.00%) Information Security
4 1 (10.00%) Project Management
4 1 (10.00%) Quality Management
4 1 (10.00%) TOGAF
4 1 (10.00%) UML
4 1 (10.00%) Zachman Framework
Programming Languages
1 2 (20.00%) SQL
2 1 (10.00%) C#
2 1 (10.00%) JavaScript
Quality Assurance & Compliance
1 2 (20.00%) Data Quality
1 2 (20.00%) GDPR
2 1 (10.00%) QA
Vendors
1 2 (20.00%) Microsoft
1 2 (20.00%) Oracle
2 1 (10.00%) Ab Initio
2 1 (10.00%) Cloudera
2 1 (10.00%) Google
2 1 (10.00%) Netezza
2 1 (10.00%) Tableau
2 1 (10.00%) Teradata