The table below looks at the statistics for Data Architecture skills in IT jobs advertised for the Scotland region. Included is a guide to the salaries offered in IT jobs that have cited Data Architecture over the 3 months to 19 February 2017 with a comparison to the same period over the previous 2 years.

3 months to
19 Feb 2017
Same period 2016 Same period 2015
Data Architecture
UK / Scotland
Rank 119 150 151
Rank change year-on-year
+31 +1
Permanent jobs citing Data Architecture 13 10 14
As % of all permanent IT jobs located in Scotland 0.57% 0.34% 0.44%
As % of the Processes & Methodologies category 0.64% 0.37% 0.51%
Number of salaries quoted 12 8 12
Median salary £71,500 £59,250 £65,000
Median salary % change year-on-year
+20.67% -8.84%
UK excluding London median salary £58,500 £62,500 £60,000
% change year-on-year
-6.40% +4.16%

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

Processes & Methodologies Category
Scotland
Permanent IT job ads with a match in the
Processes & Methodologies category
2039 2688 2759
As % of all permanent IT jobs located in Scotland 89.82% 90.38% 87.53%
Number of salaries quoted 1322 1716 1761
Median salary £45,000 £45,000 £43,250
Median salary % change year-on-year
- +4.04%
90% offered a salary of more than £32,500 £32,500 £32,500
10% offered a salary of more than £65,000 £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 Scotland

The demand trend of job ads across the Scotland 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 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 across the Scotland region.

Data Architecture Salary Trend in Scotland

Data Architecture
Salary Histogram in Scotland

This chart provides a salary histogram for IT jobs citing Data Architecture across the Scotland region over the 3 months to 19 February 2017.

Data Architecture Salary Histogram 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 19 February 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 +11 11 £71,500 +10.00%
Glasgow +19 3 £70,000 +22.80%
Data Architecture
UK

Data Architecture
Top 30 Related IT Skills in Scotland

For the 6 months to 19 February 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 22 (81.48%) Data Modelling
2 21 (77.78%) Data Management
3 16 (59.26%) Finance
3 16 (59.26%) Data Warehouse
4 15 (55.56%) Data Integration
5 12 (44.44%) Analytics
6 11 (40.74%) Metadata Management
7 10 (37.04%) Information Architecture
7 10 (37.04%) Hadoop
7 10 (37.04%) Big Data
7 10 (37.04%) Business Intelligence
7 10 (37.04%) Ontologies
8 9 (33.33%) ERwin
8 9 (33.33%) RDBMS
8 9 (33.33%) IBM
8 9 (33.33%) NoSQL
8 9 (33.33%) Relational Database
8 9 (33.33%) Machine Learning
9 8 (29.63%) Data Lineage
9 8 (29.63%) Analytical Skills
10 7 (25.93%) Logical Data Model
10 7 (25.93%) Data Quality
10 7 (25.93%) Open Source
10 7 (25.93%) OLAP
10 7 (25.93%) Degree
10 7 (25.93%) Taxonomies
10 7 (25.93%) Enterprise Architecture
11 6 (22.22%) Data Mapping
11 6 (22.22%) MagicDraw
11 6 (22.22%) Predictive Analytics

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 3 (11.11%) Apache Spark
1 3 (11.11%) Oracle SOA Suite
Applications
1 1 (3.70%) MS Visio
Database & Business Intelligence
1 16 (59.26%) Data Warehouse
2 10 (37.04%) Big Data
2 10 (37.04%) Hadoop
3 9 (33.33%) NoSQL
3 9 (33.33%) RDBMS
3 9 (33.33%) Relational Database
4 7 (25.93%) OLAP
5 6 (22.22%) Data Lake
5 6 (22.22%) OLTP
6 4 (14.81%) Apache Hive
6 4 (14.81%) HBase
6 4 (14.81%) Star Schema
7 3 (11.11%) SQL Server
8 1 (3.70%) Oracle OLAP
Development Applications
1 9 (33.33%) ERwin
2 6 (22.22%) MagicDraw
General
1 16 (59.26%) Finance
2 5 (18.52%) Banking
3 4 (14.81%) Back Office
3 4 (14.81%) General Ledger
4 2 (7.41%) Retail
5 1 (3.70%) Games
5 1 (3.70%) Retail Banking
5 1 (3.70%) Telecoms
Job Titles
1 21 (77.78%) Architect
2 13 (48.15%) Data Architect
2 13 (48.15%) Senior Architect
3 11 (40.74%) Senior Data Architect
4 7 (25.93%) Information Architect
5 3 (11.11%) Designer
5 3 (11.11%) Head of Data Management
6 2 (7.41%) Senior Information Architect
7 1 (3.70%) Data Modeller
7 1 (3.70%) Infrastructure Architect
7 1 (3.70%) Senior Data Modeller
7 1 (3.70%) Solutions Architect
Libraries, Frameworks & Software Standards
1 5 (18.52%) XML
2 4 (14.81%) XML Schema
3 3 (11.11%) Kafka
4 1 (3.70%) REST
Miscellaneous
1 15 (55.56%) Data Integration
2 10 (37.04%) Ontologies
3 8 (29.63%) Analytical Skills
4 7 (25.93%) Taxonomies
5 5 (18.52%) Reference Data
6 4 (14.81%) Management Information System
7 3 (11.11%) Computer Science
7 3 (11.11%) Data Structures
7 3 (11.11%) Visualisation
Processes & Methodologies
1 22 (81.48%) Data Modelling
2 21 (77.78%) Data Management
3 12 (44.44%) Analytics
4 11 (40.74%) Metadata Management
5 10 (37.04%) Business Intelligence
5 10 (37.04%) Information Architecture
6 9 (33.33%) Machine Learning
7 8 (29.63%) Data Lineage
8 7 (25.93%) Enterprise Architecture
8 7 (25.93%) Logical Data Model
8 7 (25.93%) Open Source
9 6 (22.22%) Data Mapping
9 6 (22.22%) Physical Data Model
9 6 (22.22%) Predictive Analytics
9 6 (22.22%) SOA
9 6 (22.22%) UML
10 5 (18.52%) Migration
11 4 (14.81%) Cash Management
11 4 (14.81%) ETL
11 4 (14.81%) TOGAF
Programming Languages
1 1 (3.70%) Perl
1 1 (3.70%) Shell Script
1 1 (3.70%) SQL
Qualifications
1 7 (25.93%) Degree
Quality Assurance & Compliance
1 7 (25.93%) Data Quality
2 5 (18.52%) ISO20022
3 1 (3.70%) Basel II
3 1 (3.70%) MiFID
3 1 (3.70%) PCI DSS
Vendors
1 9 (33.33%) IBM
2 4 (14.81%) Oracle
3 3 (11.11%) SAP
3 3 (11.11%) Teradata
4 1 (3.70%) Cognos
4 1 (3.70%) Informatica