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 24 June 2017 with a comparison to the same period in the previous 2 years.

Data Architecture
Scotland / Edinburgh
3 months to
24 Jun 2017
Same period 2016 Same period 2015
Rank 98 78 90
Rank change year-on-year -20 +12  
Permanent jobs citing Data Architecture 3 16 10
As % of all permanent IT jobs advertised in Edinburgh 0.25% 1.33% 0.72%
As % of the Processes & Methodologies category 0.27% 1.45% 0.80%
Number of salaries quoted 2 5 4
Median salary £62,500 £55,000 £52,500
Median salary % change year-on-year +13.63% +4.76%  
90% offered a salary of more than £50,500 £55,000 £48,250
10% offered a salary of more than £74,500 £62,800 £58,500
UK excluding London median salary £57,000 £57,500 £55,000
% change year-on-year -0.86% +4.54%  

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 1122 1107 1249
As % of all permanent IT job vacancies advertised in Edinburgh 91.89% 91.71% 89.66%
Number of salaries quoted 684 632 762
Median salary £45,000 £47,500 £45,000
Median salary % change year-on-year -5.26% +5.55%  
90% offered a salary of more than £30,000 £27,500 £32,500
10% offered a salary of more than £70,000 £60,000 £70,000
UK excluding London median salary £45,000 £45,000 £44,000
% change year-on-year - +2.27%  

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
Salary Histogram in Edinburgh

The salary distribution of IT jobs citing Data Architecture in Edinburgh over the 3 months to 24 June 2017.

Salary histogram for Data Architecture in Edinburgh

For the 6 months to 24 June 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 9 (90.00%) Data Modelling
1 9 (90.00%) Business Intelligence
1 9 (90.00%) RDBMS
1 9 (90.00%) Relational Database
2 8 (80.00%) Machine Learning
3 7 (70.00%) Finance
3 7 (70.00%) Data Management
3 7 (70.00%) Hadoop
3 7 (70.00%) Analytics
4 6 (60.00%) ERwin
4 6 (60.00%) ETL
4 6 (60.00%) Oracle
5 5 (50.00%) SQL Server
5 5 (50.00%) SOA
5 5 (50.00%) IBM
5 5 (50.00%) Data Security
5 5 (50.00%) Computer Science
5 5 (50.00%) Enterprise Architecture
5 5 (50.00%) Taxonomies
5 5 (50.00%) Ontologies
5 5 (50.00%) Degree
5 5 (50.00%) Validation
5 5 (50.00%) Teradata
5 5 (50.00%) HBase
5 5 (50.00%) Oracle SOA Suite
5 5 (50.00%) Apache Hive
5 5 (50.00%) Analytical Skills
5 5 (50.00%) Apache Spark
5 5 (50.00%) Master Data Management
5 5 (50.00%) Service Design

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 5 (50.00%) Apache Spark
1 5 (50.00%) Oracle SOA Suite
Database & Business Intelligence
1 9 (90.00%) RDBMS
1 9 (90.00%) Relational Database
2 7 (70.00%) Hadoop
3 5 (50.00%) Apache Hive
3 5 (50.00%) HBase
3 5 (50.00%) SQL Server
4 4 (40.00%) Data Warehouse
5 3 (30.00%) NoSQL
6 2 (20.00%) Big Data
Development Applications
1 6 (60.00%) ERwin
2 1 (10.00%) Git (software)
General
1 7 (70.00%) Finance
Job Titles
1 8 (80.00%) Architect
1 8 (80.00%) Data Architect
2 7 (70.00%) Senior Architect
2 7 (70.00%) Senior Data Architect
3 1 (10.00%) Administrator
3 1 (10.00%) Data Modeller
3 1 (10.00%) DBA
3 1 (10.00%) Infrastructure Architect
Libraries, Frameworks & Software Standards
1 5 (50.00%) Kafka
Miscellaneous
1 5 (50.00%) Analytical Skills
1 5 (50.00%) Computer Science
1 5 (50.00%) Taxonomies
2 1 (10.00%) Data Structures
Operating Systems
1 1 (10.00%) Linux
Processes & Methodologies
1 9 (90.00%) Business Intelligence
1 9 (90.00%) Data Modelling
2 8 (80.00%) Machine Learning
3 7 (70.00%) Analytics
3 7 (70.00%) Data Management
4 6 (60.00%) ETL
5 5 (50.00%) Data Security
5 5 (50.00%) Enterprise Architecture
5 5 (50.00%) IT Strategy
5 5 (50.00%) Master Data Management
5 5 (50.00%) Ontologies
5 5 (50.00%) Service Design
5 5 (50.00%) SOA
5 5 (50.00%) Validation
6 3 (30.00%) Data Integration
7 2 (20.00%) Data Mapping
7 2 (20.00%) Metadata Management
7 2 (20.00%) Open Source
7 2 (20.00%) Predictive Analytics
8 1 (10.00%) Logical Data Model
Qualifications
1 5 (50.00%) Degree
2 1 (10.00%) Oracle Certification
Quality Assurance & Compliance
1 1 (10.00%) Data Quality
Vendors
1 6 (60.00%) Oracle
2 5 (50.00%) IBM
2 5 (50.00%) Teradata
3 1 (10.00%) Cognos