The following table provides summary statistics for permanent job vacancies advertised in Scotland 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 27 June 2017 with a comparison to the same period in the previous 2 years.

Data Architecture
UK / Scotland
3 months to
27 Jun 2017
Same period 2016 Same period 2015
Rank 150 143 146
Rank change year-on-year -7 +3  
Permanent jobs citing Data Architecture 7 19 20
As % of all permanent IT jobs advertised in Scotland 0.26% 0.66% 0.64%
As % of the Processes & Methodologies category 0.28% 0.73% 0.71%
Number of salaries quoted 5 5 11
Median salary £57,500 £55,000 £50,000
Median salary % change year-on-year +4.54% +10.00%  
90% offered a salary of more than £51,500 £55,000 £37,500
10% offered a salary of more than £69,500 £62,800 £72,500
UK excluding London median salary £56,993 £57,500 £55,000
% change year-on-year -0.88% +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 Scotland with a requirement for process and methodology skills.

Process & Methodology Skills
Scotland
Permanent job vacancies with a requirement for process and methodology skills 2480 2618 2803
As % of all permanent IT job vacancies advertised in Scotland 91.38% 91.35% 89.93%
Number of salaries quoted 1589 1478 1763
Median salary £45,000 £45,000 £44,000
Median salary % change year-on-year - +2.27%  
90% offered a salary of more than £31,500 £30,000 £32,000
10% offered a salary of more than £67,500 £60,000 £65,000
UK excluding London median salary £45,000 £45,000 £44,000
% change year-on-year - +2.27%  

Data Architecture
Job Vacancy Trend in Scotland

The job posting trend of jobs advertised in Scotland 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 Scotland

Data Architecture
Salary Trend in Scotland

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

Salary trend for Data Architecture in Scotland

Data Architecture
Salary Histogram in Scotland

The salary distribution of IT jobs citing Data Architecture in Scotland over the 3 months to 27 June 2017.

Salary histogram for Data Architecture in Scotland

Data Architecture
Job Locations in Scotland

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Architecture within the Scotland region over the 3 months to 27 June 2017. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 3 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Last 3 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Glasgow +6 4 £57,500 -
Edinburgh -18 3 £62,500 +13.63%
Data Architecture
UK

For the 6 months to 27 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 Scotland region with a requirement for Data Architecture.

1 13 (76.47%) RDBMS
1 13 (76.47%) Relational Database
2 12 (70.59%) Data Modelling
2 12 (70.59%) Data Management
3 10 (58.82%) Finance
3 10 (58.82%) SOA
3 10 (58.82%) Data Warehouse
3 10 (58.82%) Enterprise Architecture
4 9 (52.94%) Business Intelligence
5 8 (47.06%) NoSQL
5 8 (47.06%) Machine Learning
5 8 (47.06%) Analytics
6 7 (41.18%) IT Strategy
6 7 (41.18%) Big Data
6 7 (41.18%) Hadoop
6 7 (41.18%) ERwin
7 6 (35.29%) ETL
7 6 (35.29%) Oracle
7 6 (35.29%) Data Integration
7 6 (35.29%) Taxonomies
7 6 (35.29%) Ontologies
8 5 (29.41%) Degree
8 5 (29.41%) Computer Science
8 5 (29.41%) Kafka
8 5 (29.41%) HBase
8 5 (29.41%) Oracle SOA Suite
8 5 (29.41%) Apache Hive
8 5 (29.41%) SQL Server
8 5 (29.41%) IBM
8 5 (29.41%) Validation

Data Architecture
Co-occurring IT Skills in Scotland 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 (29.41%) Apache Spark
1 5 (29.41%) Oracle SOA Suite
Database & Business Intelligence
1 13 (76.47%) RDBMS
1 13 (76.47%) Relational Database
2 10 (58.82%) Data Warehouse
3 8 (47.06%) NoSQL
4 7 (41.18%) Big Data
4 7 (41.18%) Hadoop
5 5 (29.41%) Apache Hive
5 5 (29.41%) HBase
5 5 (29.41%) SQL Server
6 1 (5.88%) Data Mining
6 1 (5.88%) Star Schema
Development Applications
1 7 (41.18%) ERwin
2 1 (5.88%) Git (software)
2 1 (5.88%) MagicDraw
General
1 10 (58.82%) Finance
Job Titles
1 12 (70.59%) Architect
2 10 (58.82%) Senior Architect
3 8 (47.06%) Data Architect
4 7 (41.18%) Senior Data Architect
5 5 (29.41%) Designer
6 4 (23.53%) Digital Designer
7 2 (11.76%) Digital Architect
7 2 (11.76%) Information Architect
7 2 (11.76%) Senior Designer
7 2 (11.76%) Senior Digital Architect
7 2 (11.76%) Senior Digital Designer
8 1 (5.88%) Administrator
8 1 (5.88%) Data Modeller
8 1 (5.88%) DBA
8 1 (5.88%) Infrastructure Architect
8 1 (5.88%) Senior Information Architect
Libraries, Frameworks & Software Standards
1 5 (29.41%) Kafka
2 4 (23.53%) J2EE
2 4 (23.53%) Spring
3 1 (5.88%) XML
3 1 (5.88%) XML Schema
Miscellaneous
1 6 (35.29%) Taxonomies
2 5 (29.41%) Analytical Skills
2 5 (29.41%) Computer Science
3 3 (17.65%) Management Information System
4 2 (11.76%) Data Structures
Operating Systems
1 1 (5.88%) Linux
Processes & Methodologies
1 12 (70.59%) Data Management
1 12 (70.59%) Data Modelling
2 10 (58.82%) Enterprise Architecture
2 10 (58.82%) SOA
3 9 (52.94%) Business Intelligence
4 8 (47.06%) Analytics
4 8 (47.06%) Machine Learning
5 7 (41.18%) IT Strategy
6 6 (35.29%) Data Integration
6 6 (35.29%) ETL
6 6 (35.29%) Ontologies
7 5 (29.41%) Data Security
7 5 (29.41%) Line Management
7 5 (29.41%) Master Data Management
7 5 (29.41%) Service Design
7 5 (29.41%) Validation
8 4 (23.53%) Information Architecture
8 4 (23.53%) Metadata Management
8 4 (23.53%) Microservices
8 4 (23.53%) Technical Architecture
Qualifications
1 5 (29.41%) Degree
2 1 (5.88%) Oracle Certification
Quality Assurance & Compliance
1 1 (5.88%) Data Quality
Vendors
1 6 (35.29%) Oracle
2 5 (29.41%) IBM
2 5 (29.41%) Teradata
3 1 (5.88%) Cognos