Period
to 24 June 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 24 June 2018 with a comparison to the same period in the previous 2 years.

Data Transformation
Scotland > Edinburgh
6 months to
24 Jun 2018
Same period 2017 Same period 2016
Rank 154 134 136
Rank change year-on-year -20 +2 +18
Permanent jobs citing Data Transformation 2 5 14
As % of all permanent IT jobs advertised in Edinburgh 0.073% 0.21% 0.55%
As % of the Processes & Methodologies category 0.079% 0.23% 0.60%
Number of salaries quoted 1 3 15
Edinburgh median annual salary £47,500 £27,000 £40,000
Median salary % change year-on-year +75.93% -32.50% -11.11%
10th Percentile £43,750 £27,000 £37,500
90th Percentile £51,250 £27,000 £72,500
Scotland median annual salary £50,000 £42,500 £40,000
% change year-on-year +17.65% +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 2,542 2,191 2,338
As % of all permanent IT jobs advertised in Edinburgh 93.32% 93.19% 91.90%
Number of salaries quoted 1,621 1,376 1,456
Edinburgh median annual salary £45,000 £45,000 £45,000
10th Percentile £28,000 £28,750 £27,500
90th Percentile £70,000 £72,500 £70,000
Scotland median annual salary £45,000 £45,000 £45,000

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 24 June 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%) ETL
1 2 (100.00%) GAP Analysis
1 2 (100.00%) Finance
1 2 (100.00%) Migration
1 2 (100.00%) SQL Server Integration Services
1 2 (100.00%) ERD
1 2 (100.00%) Data Migration
1 2 (100.00%) Data Cleansing
1 2 (100.00%) Data Architecture
1 2 (100.00%) Data Quality
1 2 (100.00%) Fintech
2 1 (50.00%) Analytical Thinking
2 1 (50.00%) SQL Server
2 1 (50.00%) Analytical Skills
2 1 (50.00%) ETL Development
2 1 (50.00%) Degree
2 1 (50.00%) Wealth Management
2 1 (50.00%) Time Management
2 1 (50.00%) Legal
2 1 (50.00%) Business Intelligence
2 1 (50.00%) Microsoft
2 1 (50.00%) Informatica
2 1 (50.00%) Project Management

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:

Database & Business Intelligence
1 2 (100.00%) SQL Server Integration Services
2 1 (50.00%) SQL Server
General
1 2 (100.00%) Finance
2 1 (50.00%) Legal
Job Titles
1 2 (100.00%) Analyst
1 2 (100.00%) Data Analyst
1 2 (100.00%) Data Migration Analyst
1 2 (100.00%) Migration Analyst
2 1 (50.00%) Business Intelligence Analyst
2 1 (50.00%) ETL Analyst
2 1 (50.00%) SQL Analyst
2 1 (50.00%) SQL Data Analyst
2 1 (50.00%) SQL Server Analyst
2 1 (50.00%) SSIS Analyst
Miscellaneous
1 2 (100.00%) Fintech
2 1 (50.00%) Analytical Skills
Processes & Methodologies
1 2 (100.00%) Data Architecture
1 2 (100.00%) Data Cleansing
1 2 (100.00%) Data Migration
1 2 (100.00%) ERD
1 2 (100.00%) ETL
1 2 (100.00%) GAP Analysis
1 2 (100.00%) Migration
2 1 (50.00%) Analytical Thinking
2 1 (50.00%) Business Intelligence
2 1 (50.00%) ETL Development
2 1 (50.00%) Project Management
2 1 (50.00%) Time Management
2 1 (50.00%) Wealth Management
Qualifications
1 1 (50.00%) Degree
Quality Assurance & Compliance
1 2 (100.00%) Data Quality
Vendors
1 1 (50.00%) Informatica
1 1 (50.00%) Microsoft