The following table provides summary statistics for permanent job vacancies advertised in Scotland with a requirement for Data Mapping skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Mapping over the 3 months to 25 April 2017 with a comparison to the same period in the previous 2 years.

Data Mapping
UK / Scotland
3 months to
25 Apr 2017
Same period 2016 Same period 2015
Rank - 157 157
Permanent jobs citing Data Mapping 0 1 8
As % of all permanent IT jobs advertised in Scotland - 0.034% 0.25%
As % of the Processes & Methodologies category - 0.038% 0.28%
Number of salaries quoted 0 0 7
Median salary - - £36,000
UK excluding London median salary £42,500 £47,500 £40,000
% change year-on-year -10.52% +18.75%  

Data Mapping is in the process and methodology skills category. The next table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Scotland with a requirement for process and methodology skills.

Process & Methodology Skills
Scotland
Permanent job vacancies with a requirement for process and methodology skills 2180 2659 2864
As % of all permanent IT job vacancies advertised in Scotland 91.94% 90.26% 89.78%
Number of salaries quoted 1373 1659 1754
Median salary £45,000 £45,000 £45,000
90% offered a salary of more than £32,000 £30,000 £32,500
10% offered a salary of more than £70,000 £60,000 £65,000
UK excluding London median salary £45,000 £45,000 £44,000
% change year-on-year - +2.27%  

Data Mapping
Job Vacancy Trend in Scotland

The job posting trend of jobs advertised in Scotland citing Data Mapping as a proportion of all permanent or contract IT jobs with a match in the Processes & Methodologies category.

Job vacancy trend for Data Mapping in Scotland

Data Mapping
Salary Trend in Scotland

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

Salary trend for Data Mapping in Scotland

For the 6 months to 25 April 2017, IT jobs citing Data Mapping 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 Mapping.

1 7 (77.78%) Finance
1 7 (77.78%) Data Management
2 6 (66.67%) Data Integration
2 6 (66.67%) Data Architecture
2 6 (66.67%) Predictive Analytics
2 6 (66.67%) Hadoop
2 6 (66.67%) Open Source
2 6 (66.67%) NoSQL
2 6 (66.67%) Machine Learning
2 6 (66.67%) Big Data
2 6 (66.67%) Analytics
2 6 (66.67%) Metadata Management
2 6 (66.67%) Relational Database
2 6 (66.67%) Data Warehouse
2 6 (66.67%) Data Modelling
2 6 (66.67%) Business Intelligence
2 6 (66.67%) RDBMS
3 3 (33.33%) ETL
3 3 (33.33%) SQL
4 2 (22.22%) T-SQL
4 2 (22.22%) SQL Server
4 2 (22.22%) OLAP
4 2 (22.22%) OLTP
4 2 (22.22%) SQL Server 2005
4 2 (22.22%) SQL Server Integration Services
4 2 (22.22%) Mentoring
5 1 (11.11%) Portfolio Management
5 1 (11.11%) Microsoft Azure
5 1 (11.11%) Amazon AWS
5 1 (11.11%) Wealth Management

Data Mapping
Co-occurring 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:

Cloud Services
1 1 (11.11%) Amazon AWS
1 1 (11.11%) Microsoft Azure
Database & Business Intelligence
1 6 (66.67%) Big Data
1 6 (66.67%) Data Warehouse
1 6 (66.67%) Hadoop
1 6 (66.67%) NoSQL
1 6 (66.67%) RDBMS
1 6 (66.67%) Relational Database
2 2 (22.22%) OLAP
2 2 (22.22%) OLTP
2 2 (22.22%) SQL Server
2 2 (22.22%) SQL Server 2005
2 2 (22.22%) SQL Server Integration Services
3 1 (11.11%) SQL Server 2012
Development Applications
1 1 (11.11%) JIRA
General
1 7 (77.78%) Finance
2 1 (11.11%) Legal
Job Titles
1 6 (66.67%) Architect
1 6 (66.67%) Data Architect
1 6 (66.67%) Senior Architect
1 6 (66.67%) Senior Data Architect
2 2 (22.22%) Developer
2 2 (22.22%) Senior Developer
2 2 (22.22%) Senior SQL Developer
2 2 (22.22%) SQL Developer
3 1 (11.11%) Analyst
3 1 (11.11%) Business Analyst
3 1 (11.11%) Senior SQL Server Developer
3 1 (11.11%) SQL Server Developer
Miscellaneous
1 1 (11.11%) Derivative
1 1 (11.11%) Reference Data
1 1 (11.11%) Swaptions
Processes & Methodologies
1 7 (77.78%) Data Management
2 6 (66.67%) Analytics
2 6 (66.67%) Business Intelligence
2 6 (66.67%) Data Architecture
2 6 (66.67%) Data Integration
2 6 (66.67%) Data Modelling
2 6 (66.67%) Machine Learning
2 6 (66.67%) Metadata Management
2 6 (66.67%) Open Source
2 6 (66.67%) Predictive Analytics
3 3 (33.33%) ETL
4 2 (22.22%) Mentoring
5 1 (11.11%) Client Onboarding
5 1 (11.11%) E-Commerce
5 1 (11.11%) Performance Tuning
5 1 (11.11%) Portfolio Management
5 1 (11.11%) Project Management
5 1 (11.11%) Reference Data Management
5 1 (11.11%) Reverse Engineering
5 1 (11.11%) Wealth Management
Programming Languages
1 3 (33.33%) SQL
2 2 (22.22%) T-SQL
3 1 (11.11%) C
3 1 (11.11%) C#
Quality Assurance & Compliance
1 1 (11.11%) EMIR
1 1 (11.11%) MiFID
1 1 (11.11%) UCITS
Vendors
1 1 (11.11%) Charles River
1 1 (11.11%) Microsoft