Period
to 10 December 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 10 December 2018 with a comparison to the same period in the previous 2 years.

Data Transformation
Scotland > Edinburgh
6 months to
10 Dec 2018
Same period 2017 Same period 2016
Rank 148 149 136
Rank change year-on-year +1 -13 +17
Permanent jobs citing Data Transformation 4 3 4
As % of all permanent IT jobs advertised in Edinburgh 0.16% 0.11% 0.17%
As % of the Processes & Methodologies category 0.17% 0.12% 0.19%
Number of salaries quoted 3 2 4
Edinburgh median annual salary £47,500 £27,000 £65,000
Median salary % change year-on-year +75.93% -58.46% +73.33%
10th Percentile £35,750 £27,000 £50,250
90th Percentile £76,250 £27,000 £67,500
Scotland median annual salary £77,500 £45,000 £55,000
% change year-on-year +72.22% -18.18% +46.67%

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 2,397 2,449 2,150
As % of all permanent IT jobs advertised in Edinburgh 94.07% 92.55% 93.97%
Number of salaries quoted 1,446 1,517 1,427
Edinburgh median annual salary £45,000 £42,500 £45,000
Median salary % change year-on-year +5.88% -5.56% +2.27%
10th Percentile £28,750 £27,300 £29,750
90th Percentile £73,750 £66,250 £70,000
Scotland median annual salary £45,000 £44,705 £44,500
% change year-on-year +0.66% +0.46% +4.71%

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

Data Transformation
Salary Histogram in Edinburgh

The salary distribution of IT jobs citing Data Transformation in Edinburgh over the 6 months to 10 December 2018.

Salary histogram for Data Transformation in Edinburgh

For the 6 months to 10 December 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 3 (75.00%) Finance
2 2 (50.00%) SQL
2 2 (50.00%) ETL
3 1 (25.00%) GAP Analysis
3 1 (25.00%) Java
3 1 (25.00%) SAS
3 1 (25.00%) Business Intelligence
3 1 (25.00%) Informatica
3 1 (25.00%) SQL Server
3 1 (25.00%) Linux
3 1 (25.00%) Python
3 1 (25.00%) Data Warehouse
3 1 (25.00%) Data Modelling
3 1 (25.00%) Migration
3 1 (25.00%) PostgreSQL
3 1 (25.00%) Agile Software Development
3 1 (25.00%) TDD
3 1 (25.00%) Banking
3 1 (25.00%) Data Analysis
3 1 (25.00%) SQL Server Integration Services
3 1 (25.00%) Retail Banking
3 1 (25.00%) Wealth Management
3 1 (25.00%) ERD
3 1 (25.00%) Data Migration
3 1 (25.00%) Data Cleansing
3 1 (25.00%) Data Integration
3 1 (25.00%) Security Cleared
3 1 (25.00%) Data Architecture
3 1 (25.00%) Git (software)
3 1 (25.00%) Hadoop

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 (25.00%) Apache Spark
1 1 (25.00%) SAS
Cloud Services
1 1 (25.00%) Amazon AWS
Database & Business Intelligence
1 1 (25.00%) Data Warehouse
1 1 (25.00%) Hadoop
1 1 (25.00%) PostgreSQL
1 1 (25.00%) SQL Server
1 1 (25.00%) SQL Server Integration Services
Development Applications
1 1 (25.00%) Git (software)
1 1 (25.00%) Jenkins
General
1 3 (75.00%) Finance
2 1 (25.00%) Banking
2 1 (25.00%) Retail Banking
Job Titles
1 2 (50.00%) Developer
2 1 (25.00%) Analyst
2 1 (25.00%) Business Intelligence Analyst
2 1 (25.00%) Consultant
2 1 (25.00%) Data Analyst
2 1 (25.00%) Data Migration Analyst
2 1 (25.00%) ETL Analyst
2 1 (25.00%) Migration Analyst
2 1 (25.00%) SAS Developer
2 1 (25.00%) Software Developer
2 1 (25.00%) SQL Analyst
2 1 (25.00%) SQL Data Analyst
2 1 (25.00%) SQL Server Analyst
2 1 (25.00%) SSIS Analyst
Libraries, Frameworks & Software Standards
1 1 (25.00%) Kafka
1 1 (25.00%) PostGIS
Miscellaneous
1 1 (25.00%) Fintech
Operating Systems
1 1 (25.00%) Linux
Processes & Methodologies
1 2 (50.00%) ETL
2 1 (25.00%) Agile Software Development
2 1 (25.00%) BDD
2 1 (25.00%) Business Intelligence
2 1 (25.00%) Data Analysis
2 1 (25.00%) Data Architecture
2 1 (25.00%) Data Cleansing
2 1 (25.00%) Data Integration
2 1 (25.00%) Data Migration
2 1 (25.00%) Data Modelling
2 1 (25.00%) DevOps
2 1 (25.00%) ERD
2 1 (25.00%) ETL Development
2 1 (25.00%) GAP Analysis
2 1 (25.00%) Microservices
2 1 (25.00%) Migration
2 1 (25.00%) TDD
2 1 (25.00%) Wealth Management
Programming Languages
1 2 (50.00%) SQL
2 1 (25.00%) Java
2 1 (25.00%) Python
Qualifications
1 1 (25.00%) Security Cleared
Quality Assurance & Compliance
1 1 (25.00%) Data Quality
System Software
1 1 (25.00%) Docker
Systems Management
1 1 (25.00%) Ansible
Vendors
1 1 (25.00%) Informatica