Period
to 12 December 2017

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 12 December 2017 with a comparison to the same period in the previous 2 years.

Data Transformation
Scotland > Edinburgh
6 months to
12 Dec 2017
Same period 2016 Same period 2015
Rank 147 136 153
Rank change year-on-year -11 +17 +4
Permanent jobs citing Data Transformation 3 4 7
As % of all permanent IT jobs advertised in Edinburgh 0.11% 0.17% 0.23%
As % of the Processes & Methodologies category 0.12% 0.19% 0.25%
Number of salaries quoted 2 4 7
Edinburgh median annual salary £27,000 £65,000 £37,500
Median salary % change year-on-year -58.46% +73.33% -
Scotland median annual salary £45,000 £55,000 £37,500
% change year-on-year -18.18% +46.67% +7.14%

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 2422 2144 2761
As % of all permanent IT jobs advertised in Edinburgh 91.26% 92.81% 92.03%
Number of salaries quoted 1485 1430 1749
Edinburgh median annual salary £42,500 £45,500 £44,500
Median salary % change year-on-year -6.59% +2.25% +5.95%
10th Percentile £27,200 £30,000 £27,750
90th Percentile £66,250 £70,000 £65,000
Scotland median annual salary £45,000 £45,000 £42,500
% change year-on-year - +5.88% +2.41%

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 12 December 2017, IT jobs citing Data Transformation 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 Transformation.

1 3 (100.00%) SQL
1 3 (100.00%) VBA
1 3 (100.00%) Microsoft Office
1 3 (100.00%) Microsoft Excel
1 3 (100.00%) SharePoint
1 3 (100.00%) Microsoft
1 3 (100.00%) Service Delivery
1 3 (100.00%) Management Information System
1 3 (100.00%) Finance
1 3 (100.00%) Validation
1 3 (100.00%) Stakeholder Management
1 3 (100.00%) Minitab
1 3 (100.00%) Statistical Analysis
1 3 (100.00%) Time Management
1 3 (100.00%) Tableau
1 3 (100.00%) Data Governance
1 3 (100.00%) Demand Management
1 3 (100.00%) Analytical Skills
1 3 (100.00%) Collaborative Working

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 3 (100.00%) SharePoint
Applications
1 3 (100.00%) Microsoft Excel
1 3 (100.00%) Microsoft Office
General
1 3 (100.00%) Finance
Job Titles
1 3 (100.00%) Analyst
1 3 (100.00%) Data Analyst
Miscellaneous
1 3 (100.00%) Analytical Skills
1 3 (100.00%) Management Information System
Processes & Methodologies
1 3 (100.00%) Collaborative Working
1 3 (100.00%) Data Governance
1 3 (100.00%) Demand Management
1 3 (100.00%) Service Delivery
1 3 (100.00%) Stakeholder Management
1 3 (100.00%) Statistical Analysis
1 3 (100.00%) Time Management
1 3 (100.00%) Validation
Programming Languages
1 3 (100.00%) SQL
1 3 (100.00%) VBA
Vendors
1 3 (100.00%) Microsoft
1 3 (100.00%) Minitab
1 3 (100.00%) Tableau