The following table provides summary statistics for permanent job vacancies advertised in Edinburgh with a requirement for Data Architecture skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Architecture over the 3 months to 25 March 2017 with a comparison to the same period in the previous 2 years.

3 months to
25 Mar 2017
Same period 2016 Same period 2015
Data Architecture
Scotland / Edinburgh
Rank 88 89 97
Rank change year-on-year +1 +8  
Permanent jobs citing Data Architecture 7 6 4
As % of all permanent IT jobs advertised in Edinburgh 0.62% 0.45% 0.30%
As % of the Processes & Methodologies category 0.67% 0.49% 0.34%
Number of salaries quoted 6 4 3
Median salary £77,500 £63,250 £57,500
Median salary % change year-on-year +22.52% +10.00%  
UK excluding London median salary £55,000 £57,500 £60,000
% change year-on-year -4.34% -4.16%  

Data Architecture is in the process and methodology skills category. The next table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Edinburgh with a requirement for process and methodology skills.

Process & Methodology Skills
Edinburgh
Permanent job vacancies with a requirement for process and methodology skills 1049 1214 1191
As % of all permanent IT job vacancies advertised in Edinburgh 93.08% 90.87% 88.75%
Number of salaries quoted 679 817 712
Median salary £47,500 £47,500 £44,000
Median salary % change year-on-year - +7.95%  
90% offered a salary of more than £34,000 £32,500 £32,500
10% offered a salary of more than £72,500 £59,000 £67,500
UK excluding London median salary £45,000 £45,000 £43,000
% change year-on-year - +4.65%  

Data Architecture
Job Vacancy Trend in Edinburgh

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

Job vacancy trend for Data Architecture 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 in Edinburgh.

Salary trend for Data Architecture in Edinburgh

Data Architecture
Top 30 Related IT Skills in Edinburgh

For the 6 months to 25 March 2017, 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 13 (92.86%) Data Management
2 12 (85.71%) Data Modelling
3 11 (78.57%) Finance
4 10 (71.43%) Hadoop
4 10 (71.43%) Business Intelligence
4 10 (71.43%) RDBMS
4 10 (71.43%) Machine Learning
4 10 (71.43%) Analytics
4 10 (71.43%) Relational Database
5 7 (50.00%) Open Source
6 6 (42.86%) Data Mapping
6 6 (42.86%) Data Integration
6 6 (42.86%) Predictive Analytics
6 6 (42.86%) Data Warehouse
6 6 (42.86%) Metadata Management
6 6 (42.86%) Big Data
6 6 (42.86%) NoSQL
7 5 (35.71%) IBM
7 5 (35.71%) ERwin
8 4 (28.57%) Oracle
8 4 (28.57%) SQL Server
8 4 (28.57%) Data Security
8 4 (28.57%) SOA
8 4 (28.57%) ETL
8 4 (28.57%) Teradata
8 4 (28.57%) Computer Science
8 4 (28.57%) Taxonomies
8 4 (28.57%) Ontologies
8 4 (28.57%) Degree
8 4 (28.57%) Validation

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 4 (28.57%) Apache Spark
1 4 (28.57%) Oracle SOA Suite
Applications
1 1 (7.14%) MS Visio
Database & Business Intelligence
1 10 (71.43%) Hadoop
1 10 (71.43%) RDBMS
1 10 (71.43%) Relational Database
2 6 (42.86%) Big Data
2 6 (42.86%) Data Warehouse
2 6 (42.86%) NoSQL
3 4 (28.57%) Apache Hive
3 4 (28.57%) HBase
3 4 (28.57%) SQL Server
Development Applications
1 5 (35.71%) ERwin
General
1 11 (78.57%) Finance
2 1 (7.14%) Banking
2 1 (7.14%) Retail
2 1 (7.14%) Retail Banking
Job Titles
1 12 (85.71%) Architect
1 12 (85.71%) Data Architect
2 11 (78.57%) Senior Architect
2 11 (78.57%) Senior Data Architect
3 2 (14.29%) Head of Data Management
4 1 (7.14%) Infrastructure Architect
Libraries, Frameworks & Software Standards
1 4 (28.57%) Kafka
Miscellaneous
1 4 (28.57%) Analytical Skills
1 4 (28.57%) Computer Science
1 4 (28.57%) Taxonomies
Processes & Methodologies
1 13 (92.86%) Data Management
2 12 (85.71%) Data Modelling
3 10 (71.43%) Analytics
3 10 (71.43%) Business Intelligence
3 10 (71.43%) Machine Learning
4 7 (50.00%) Open Source
5 6 (42.86%) Data Integration
5 6 (42.86%) Data Mapping
5 6 (42.86%) Metadata Management
5 6 (42.86%) Predictive Analytics
6 4 (28.57%) Data Security
6 4 (28.57%) Enterprise Architecture
6 4 (28.57%) ETL
6 4 (28.57%) IT Strategy
6 4 (28.57%) Master Data Management
6 4 (28.57%) Ontologies
6 4 (28.57%) Service Design
6 4 (28.57%) SOA
6 4 (28.57%) Validation
7 2 (14.29%) Stakeholder Management
Qualifications
1 4 (28.57%) Degree
Quality Assurance & Compliance
1 1 (7.14%) Data Quality
Vendors
1 5 (35.71%) IBM
2 4 (28.57%) Oracle
2 4 (28.57%) Teradata
3 2 (14.29%) SAP