The table below looks at the statistics for Data Architecture skills in IT jobs advertised for the Edinburgh region. Included is a guide to the salaries offered in IT jobs that have cited Data Architecture over the 3 months to 31 August 2016 with a comparison to the same period over the previous 2 years.

3 months to
31 Aug 2016
Same period 2015 Same period 2014
Data Architecture
Rank 62 103 106
Rank change year-on-year
+41 +3
Permanent jobs citing Data Architecture 30 8 1
As % of all permanent IT jobs located in Edinburgh 2.46% 0.51% 0.068%
As % of the Processes & Methodologies category 2.70% 0.56% 0.078%
Number of salaries quoted 13 6 1
Median salary £55,000 £63,500 £70,000
Median salary % change year-on-year
-13.38% -9.28%
UK excluding London median salary £57,500 £57,500 £60,000
% change year-on-year
- -4.16%
Data Architecture
Scotland

The following table is for comparison with the above and provides statistics for the entire Processes & Methodologies category in permanent jobs advertised in the Edinburgh region.

Processes & Methodologies Category
Edinburgh
Permanent IT job ads with a match in the
Processes & Methodologies category
1110 1422 1277
As % of all permanent IT jobs located in Edinburgh 91.06% 90.11% 86.99%
Number of salaries quoted 755 907 842
Median salary £50,000 £45,000 £42,000
Median salary % change year-on-year
+11.11% +7.14%
90% offered a salary of more than £32,500 £32,000 £30,000
10% offered a salary of more than £70,000 £60,000 £65,000
UK excluding London median salary £45,000 £45,000 £42,500
% change year-on-year
- +5.88%

Data Architecture
Jobs Demand Trend in Edinburgh

The demand trend of job ads across the Edinburgh region citing Data Architecture as a proportion of all IT jobs with a match in the Processes & Methodologies category.

Data Architecture Jobs Demand Trend in Edinburgh

Data Architecture
Salary Trend in Edinburgh

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Data Architecture across the Edinburgh region.

Data Architecture Salary Trend in Edinburgh

Data Architecture
Salary Histogram in Edinburgh

This chart provides a salary histogram for IT jobs citing Data Architecture across the Edinburgh region over the 3 months to 31 August 2016.

Data Architecture Salary Histogram in Edinburgh

Data Architecture
Top 30 Related IT Skills in Edinburgh

For the 6 months to 31 August 2016, IT 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 job ads across the Edinburgh region with a requirement for Data Architecture.

1 31 (83.78%) Finance
2 27 (72.97%) ETL
3 16 (43.24%) Banking
4 15 (40.54%) Oracle
4 15 (40.54%) Big Data
5 14 (37.84%) Investment Management
5 14 (37.84%) Information Management
5 14 (37.84%) Project Management
5 14 (37.84%) Disruptive Innovation
6 13 (35.14%) Retail
6 13 (35.14%) Data Warehouse
6 13 (35.14%) Data Modelling
6 13 (35.14%) Informatica
6 13 (35.14%) Kanban
6 13 (35.14%) Apache Hive
6 13 (35.14%) Hadoop
6 13 (35.14%) Scrum
6 13 (35.14%) Agile Software Development
6 13 (35.14%) Data Governance
6 13 (35.14%) Logical Data Model
7 12 (32.43%) Physical Data Model
7 12 (32.43%) REST
7 12 (32.43%) HBase
7 12 (32.43%) Oracle OLAP
7 12 (32.43%) Shell Script
7 12 (32.43%) OLAP
7 12 (32.43%) Perl
7 12 (32.43%) Software Engineering
7 12 (32.43%) Telecoms
7 12 (32.43%) Games

Data Architecture
Top Related 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 2 (5.41%) SAS
Business Applications
1 1 (2.70%) Oracle ERP
Database & Business Intelligence
1 15 (40.54%) Big Data
2 13 (35.14%) Apache Hive
2 13 (35.14%) Data Warehouse
2 13 (35.14%) Hadoop
3 12 (32.43%) HBase
3 12 (32.43%) OLAP
3 12 (32.43%) Oracle OLAP
4 2 (5.41%) QlikView
5 1 (2.70%) NoSQL
General
1 31 (83.78%) Finance
2 16 (43.24%) Banking
3 13 (35.14%) Retail
4 12 (32.43%) Games
4 12 (32.43%) Telecoms
5 2 (5.41%) Marketing
6 1 (2.70%) Retail Banking
Job Titles
1 34 (91.89%) Architect
2 17 (45.95%) Data Architect
2 17 (45.95%) Solutions Architect
3 5 (13.51%) Hadoop Architect
4 2 (5.41%) Analytics Consultant
4 2 (5.41%) Consultant
4 2 (5.41%) Customer Analytics Consultant
4 2 (5.41%) Digital Analytics Consultant
4 2 (5.41%) Senior Consultant
5 1 (2.70%) Business Intelligence Architect
5 1 (2.70%) Data Manager
5 1 (2.70%) ETL Architect
5 1 (2.70%) Java Architect
5 1 (2.70%) Lead Architect
5 1 (2.70%) Lead Data Architect
5 1 (2.70%) Oracle Architect
5 1 (2.70%) Oracle Solutions Architect
5 1 (2.70%) Strategy Manager
Libraries, Frameworks & Software Standards
1 12 (32.43%) REST
Miscellaneous
1 2 (5.41%) PMI
1 2 (5.41%) Visualisation
2 1 (2.70%) Management Information System
Processes & Methodologies
1 27 (72.97%) ETL
2 14 (37.84%) Disruptive Innovation
2 14 (37.84%) Information Management
2 14 (37.84%) Investment Management
2 14 (37.84%) Project Management
3 13 (35.14%) Agile Software Development
3 13 (35.14%) Data Governance
3 13 (35.14%) Data Modelling
3 13 (35.14%) Kanban
3 13 (35.14%) Logical Data Model
3 13 (35.14%) Scrum
4 12 (32.43%) Physical Data Model
4 12 (32.43%) Software Engineering
5 5 (13.51%) Analytics
6 4 (10.81%) Stakeholder Management
7 3 (8.11%) Data Analytics
8 2 (5.41%) Customer Analytics
8 2 (5.41%) Data Management
8 2 (5.41%) Digital Analytics
8 2 (5.41%) Digital Marketing
Programming Languages
1 12 (32.43%) Perl
1 12 (32.43%) Shell Script
2 1 (2.70%) Java
2 1 (2.70%) PL/SQL
2 1 (2.70%) SQL
Qualifications
1 3 (8.11%) Degree
2 2 (5.41%) PMI Certification
Quality Assurance & Compliance
1 1 (2.70%) Data Quality
Vendors
1 15 (40.54%) Oracle
2 13 (35.14%) Informatica
3 1 (2.70%) Ab Initio