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 23 March 2017 with a comparison to the same period in the previous 2 years.

3 months to
23 Mar 2017
Same period 2016 Same period 2015
Data Architecture
UK / Scotland
Rank 131 143 148
Rank change year-on-year +12 +5  
Permanent jobs citing Data Architecture 10 13 11
As % of all permanent IT jobs advertised in Scotland 0.44% 0.45% 0.36%
As % of the Processes & Methodologies category 0.48% 0.49% 0.40%
Number of salaries quoted 9 6 10
Median salary £77,500 £63,250 £62,000
Median salary % change year-on-year +22.52% +2.01%  
90% offered a salary of more than £59,500 £57,500 £44,750
10% offered a salary of more than £78,000 £89,000 £75,000
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 Scotland with a requirement for process and methodology skills.

Process & Methodology Skills
Scotland
Permanent job vacancies with a requirement for process and methodology skills 2077 2635 2743
As % of all permanent IT job vacancies advertised in Scotland 91.18% 90.61% 88.94%
Number of salaries quoted 1306 1701 1676
Median salary £45,000 £47,000 £44,000
Median salary % change year-on-year -4.25% +6.81%  
90% offered a salary of more than £32,500 £32,500 £32,500
10% offered a salary of more than £70,000 £60,000 £65,000
UK excluding London median salary £45,000 £45,000 £43,000
% change year-on-year - +4.65%  

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 23 March 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 23 March 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
Edinburgh +3 7 £77,500 +22.52%
Glasgow +18 4 £60,000 -29.41%
Data Architecture
UK

Data Architecture
Top 30 Related IT Skills in Scotland

For the 6 months to 23 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 Scotland region with a requirement for Data Architecture.

1 21 (87.50%) Data Modelling
2 20 (83.33%) Data Management
3 15 (62.50%) Finance
3 15 (62.50%) Data Warehouse
4 13 (54.17%) Data Integration
5 12 (50.00%) Analytics
6 11 (45.83%) Metadata Management
6 11 (45.83%) Relational Database
6 11 (45.83%) RDBMS
7 10 (41.67%) Business Intelligence
7 10 (41.67%) IBM
7 10 (41.67%) ERwin
7 10 (41.67%) Hadoop
7 10 (41.67%) Ontologies
7 10 (41.67%) Machine Learning
8 9 (37.50%) Big Data
8 9 (37.50%) Analytical Skills
8 9 (37.50%) Information Architecture
8 9 (37.50%) NoSQL
9 8 (33.33%) Taxonomies
9 8 (33.33%) Degree
10 7 (29.17%) Enterprise Architecture
10 7 (29.17%) Open Source
10 7 (29.17%) SOA
10 7 (29.17%) Data Lineage
11 6 (25.00%) Logical Data Model
11 6 (25.00%) Data Lake
11 6 (25.00%) Data Quality
11 6 (25.00%) OLTP
11 6 (25.00%) OLAP

Data Architecture
Top Related 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 4 (16.67%) Apache Spark
1 4 (16.67%) Oracle SOA Suite
Applications
1 1 (4.17%) MS Visio
Database & Business Intelligence
1 15 (62.50%) Data Warehouse
2 11 (45.83%) RDBMS
2 11 (45.83%) Relational Database
3 10 (41.67%) Hadoop
4 9 (37.50%) Big Data
4 9 (37.50%) NoSQL
5 6 (25.00%) Data Lake
5 6 (25.00%) OLAP
5 6 (25.00%) OLTP
6 4 (16.67%) Apache Hive
6 4 (16.67%) HBase
6 4 (16.67%) SQL Server
6 4 (16.67%) Star Schema
Development Applications
1 10 (41.67%) ERwin
2 6 (25.00%) MagicDraw
General
1 15 (62.50%) Finance
2 5 (20.83%) Banking
3 4 (16.67%) Back Office
3 4 (16.67%) General Ledger
4 1 (4.17%) Retail
4 1 (4.17%) Retail Banking
Job Titles
1 19 (79.17%) Architect
2 13 (54.17%) Data Architect
2 13 (54.17%) Senior Architect
3 12 (50.00%) Senior Data Architect
4 6 (25.00%) Information Architect
5 3 (12.50%) Designer
6 2 (8.33%) Head of Data Management
7 1 (4.17%) Data Modeller
7 1 (4.17%) Digital Designer
7 1 (4.17%) Infrastructure Architect
7 1 (4.17%) Senior Data Modeller
7 1 (4.17%) Senior Information Architect
Libraries, Frameworks & Software Standards
1 5 (20.83%) XML
2 4 (16.67%) Kafka
2 4 (16.67%) XML Schema
3 1 (4.17%) J2EE
3 1 (4.17%) Spring
Miscellaneous
1 9 (37.50%) Analytical Skills
2 8 (33.33%) Taxonomies
3 4 (16.67%) Computer Science
3 4 (16.67%) Reference Data
4 3 (12.50%) Management Information System
5 2 (8.33%) Data Structures
Processes & Methodologies
1 21 (87.50%) Data Modelling
2 20 (83.33%) Data Management
3 13 (54.17%) Data Integration
4 12 (50.00%) Analytics
5 11 (45.83%) Metadata Management
6 10 (41.67%) Business Intelligence
6 10 (41.67%) Machine Learning
6 10 (41.67%) Ontologies
7 9 (37.50%) Information Architecture
8 7 (29.17%) Data Lineage
8 7 (29.17%) Enterprise Architecture
8 7 (29.17%) Open Source
8 7 (29.17%) SOA
9 6 (25.00%) Data Mapping
9 6 (25.00%) Logical Data Model
9 6 (25.00%) Predictive Analytics
9 6 (25.00%) UML
10 5 (20.83%) IT Strategy
10 5 (20.83%) Migration
10 5 (20.83%) Physical Data Model
Qualifications
1 8 (33.33%) Degree
Quality Assurance & Compliance
1 6 (25.00%) Data Quality
2 5 (20.83%) ISO20022
Vendors
1 10 (41.67%) IBM
2 4 (16.67%) Oracle
2 4 (16.67%) Teradata
3 2 (8.33%) SAP