Period
to 25 February 2018

The following table provides summary statistics for permanent job vacancies advertised in Edinburgh with a requirement for Data Transformation skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Transformation over the 6 months to 25 February 2018 with a comparison to the same period in the previous 2 years.

Data Transformation
Scotland > Edinburgh
6 months to
25 Feb 2018
Same period 2017 Same period 2016
Rank 144 127 136
Rank change year-on-year -17 +9 +17
Permanent jobs citing Data Transformation 2 1 18
As % of all permanent IT jobs advertised in Edinburgh 0.076% 0.046% 0.65%
As % of the Processes & Methodologies category 0.083% 0.049% 0.71%
Number of salaries quoted 0 0 18
Edinburgh median annual salary - - £40,000
Scotland median annual salary £57,500 £42,500 £40,000
% change year-on-year +35.29% +6.25% +14.29%

Data Transformation is in the Processes and Methodologies category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Edinburgh with a requirement for process or methodology skills.

All Process and Methodology Skills
Edinburgh
Permanent vacancies with a requirement for process or methodology skills 2,411 2,022 2,526
As % of all permanent IT jobs advertised in Edinburgh 91.05% 92.67% 91.32%
Number of salaries quoted 1,550 1,327 1,621
Edinburgh median annual salary £45,000 £45,000 £45,000
10th Percentile £27,500 £30,000 £28,750
90th Percentile £67,550 £70,000 £66,500
Scotland median annual salary £45,000 £45,000 £43,000
% change year-on-year - +4.65% +1.18%

Data Transformation
Job Vacancy Trend in Edinburgh

Job postings citing Data Transformation as a percentage of all IT jobs advertised in Edinburgh.

Job vacancy trend for Data Transformation in Edinburgh

Data Transformation
Salary Trend in Edinburgh

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

Salary trend for Data Transformation in Edinburgh

For the 6 months to 25 February 2018, IT jobs citing Data Transformation also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the Edinburgh region with a requirement for Data Transformation.

1 2 (100.00%) Management Information System
2 1 (50.00%) Finance
2 1 (50.00%) Validation
2 1 (50.00%) Stakeholder Management
2 1 (50.00%) PostgreSQL
2 1 (50.00%) Scrum
2 1 (50.00%) Minitab
2 1 (50.00%) Agile Software Development
2 1 (50.00%) TDD
2 1 (50.00%) Software Engineering
2 1 (50.00%) BS7666
2 1 (50.00%) Statistical Analysis
2 1 (50.00%) Requirements Analysis
2 1 (50.00%) QA
2 1 (50.00%) Time Management
2 1 (50.00%) Bash Shell
2 1 (50.00%) Tableau
2 1 (50.00%) Data Governance
2 1 (50.00%) Demand Management
2 1 (50.00%) Business Transformation
2 1 (50.00%) PostGIS
2 1 (50.00%) Relational Database
2 1 (50.00%) Ansible
2 1 (50.00%) Docker
2 1 (50.00%) Analytical Skills
2 1 (50.00%) Microservices
2 1 (50.00%) SDLC
2 1 (50.00%) QGIS
2 1 (50.00%) Spatial Data
2 1 (50.00%) Geospatial Data

Data Transformation
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 1 (50.00%) SharePoint
Applications
1 1 (50.00%) Microsoft Excel
1 1 (50.00%) Microsoft Office
Database & Business Intelligence
1 1 (50.00%) Data Warehouse
1 1 (50.00%) Geospatial Data
1 1 (50.00%) GIS
1 1 (50.00%) PostgreSQL
1 1 (50.00%) QGIS
1 1 (50.00%) Relational Database
1 1 (50.00%) Spatial Data
General
1 1 (50.00%) Finance
Job Titles
1 1 (50.00%) Analyst
1 1 (50.00%) Data Analyst
1 1 (50.00%) Data Engineer
1 1 (50.00%) Senior Data Engineer
Libraries, Frameworks & Software Standards
1 1 (50.00%) PostGIS
Miscellaneous
1 2 (100.00%) Management Information System
2 1 (50.00%) Analytical Skills
Operating Systems
1 1 (50.00%) Linux
1 1 (50.00%) Unix
Processes & Methodologies
1 1 (50.00%) Agile Software Development
1 1 (50.00%) Business Transformation
1 1 (50.00%) Collaborative Working
1 1 (50.00%) Data Governance
1 1 (50.00%) Demand Management
1 1 (50.00%) ETL
1 1 (50.00%) Microservices
1 1 (50.00%) Requirements Analysis
1 1 (50.00%) Scrum
1 1 (50.00%) SDLC
1 1 (50.00%) Service Delivery
1 1 (50.00%) Software Engineering
1 1 (50.00%) Stakeholder Management
1 1 (50.00%) Statistical Analysis
1 1 (50.00%) TDD
1 1 (50.00%) Time Management
1 1 (50.00%) Validation
Programming Languages
1 1 (50.00%) Bash Shell
1 1 (50.00%) C++
1 1 (50.00%) Python
1 1 (50.00%) SQL
1 1 (50.00%) VBA
Qualifications
1 1 (50.00%) Postgraduate
Quality Assurance & Compliance
1 1 (50.00%) BS7666
1 1 (50.00%) QA
System Software
1 1 (50.00%) Docker
Systems Management
1 1 (50.00%) Ansible
Vendors
1 1 (50.00%) Microsoft
1 1 (50.00%) Minitab
1 1 (50.00%) Tableau