Period
to 15 October 2018

The following table provides summary statistics for permanent job vacancies advertised in Edinburgh with a requirement for Data Management skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Management over the 6 months to 15 October 2018 with a comparison to the same period in the previous 2 years.

Data Management
Scotland > Edinburgh
6 months to
15 Oct 2018
Same period 2017 Same period 2016
Rank 114 47 84
Rank change year-on-year -67 +37 +19
Permanent jobs citing Data Management 36 130 54
As % of all permanent IT jobs advertised in Edinburgh 1.43% 4.90% 2.35%
As % of the Processes & Methodologies category 1.54% 5.27% 2.53%
Number of salaries quoted 27 29 52
Edinburgh median annual salary £55,000 £42,500 £60,000
Median salary % change year-on-year +29.41% -29.17% +26.32%
10th Percentile £36,300 £29,741 £29,000
90th Percentile £67,500 £72,500 £73,750
Scotland median annual salary £55,500 £44,500 £55,000
% change year-on-year +24.72% -19.09% +15.79%

Data Management 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 2,341 2,465 2,138
As % of all permanent IT jobs advertised in Edinburgh 93.08% 92.88% 93.08%
Number of salaries quoted 1,427 1,477 1,358
Edinburgh median annual salary £47,500 £42,500 £45,000
Median salary % change year-on-year +11.76% -5.56% +5.88%
10th Percentile £29,250 £27,500 £28,675
90th Percentile £75,000 £66,250 £70,075
Scotland median annual salary £45,500 £44,000 £44,000
% change year-on-year +3.41% - +3.53%

Data Management
Job Vacancy Trend in Edinburgh

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

Job vacancy trend for Data Management in Edinburgh

Data Management
Salary Trend in Edinburgh

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

Salary trend for Data Management in Edinburgh

Data Management
Salary Histogram in Edinburgh

The salary distribution of IT jobs citing Data Management in Edinburgh over the 6 months to 15 October 2018.

Salary histogram for Data Management in Edinburgh

For the 6 months to 15 October 2018, IT jobs citing Data Management 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 Management.

1 18 (50.00%) Finance
1 18 (50.00%) Analytics
2 12 (33.33%) SQL
2 12 (33.33%) SAS
3 11 (30.56%) Agile Software Development
4 10 (27.78%) Business Intelligence
5 8 (22.22%) Analytical Skills
6 7 (19.44%) Data Warehouse
6 7 (19.44%) Data Quality
7 6 (16.67%) Visualisation
7 6 (16.67%) Technical Architecture
7 6 (16.67%) Migration
7 6 (16.67%) Stakeholder Management
8 5 (13.89%) Qlik Sense
8 5 (13.89%) Power BI
8 5 (13.89%) Coaching
8 5 (13.89%) SQL Server Reporting Services
8 5 (13.89%) SQL Server
8 5 (13.89%) Data Modelling
8 5 (13.89%) SQL Server Integration Services
8 5 (13.89%) QlikView
8 5 (13.89%) SQL Server Analysis Services
8 5 (13.89%) Data Migration
8 5 (13.89%) Data Visualisation
8 5 (13.89%) Continuous Improvement
9 4 (11.11%) Big Data
9 4 (11.11%) Business Analytics
9 4 (11.11%) Data Integration
9 4 (11.11%) Problem Management
9 4 (11.11%) JavaScript

Data Management
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 12 (33.33%) SAS
2 1 (2.78%) ArcGIS
Applications
1 1 (2.78%) MS Visio
Business Applications
1 1 (2.78%) Dynamics CRM
1 1 (2.78%) Markit EDM
Cloud Services
1 1 (2.78%) Force.com
Database & Business Intelligence
1 7 (19.44%) Data Warehouse
2 5 (13.89%) Power BI
2 5 (13.89%) Qlik Sense
2 5 (13.89%) QlikView
2 5 (13.89%) SQL Server
2 5 (13.89%) SQL Server Analysis Services
2 5 (13.89%) SQL Server Integration Services
2 5 (13.89%) SQL Server Reporting Services
3 4 (11.11%) Big Data
4 3 (8.33%) SAS Data Integration Studio
5 2 (5.56%) BusinessObjects
5 2 (5.56%) IBM InfoSphere
5 2 (5.56%) NoSQL
5 2 (5.56%) Oracle Database
5 2 (5.56%) Relational Database
6 1 (2.78%) GIS
6 1 (2.78%) SAS EBI
6 1 (2.78%) SAS Visual Analytics
Development Applications
1 1 (2.78%) JIRA
General
1 18 (50.00%) Finance
2 2 (5.56%) Banking
2 2 (5.56%) Marketing
3 1 (2.78%) Investment Banking
3 1 (2.78%) Legal
Job Titles
1 8 (22.22%) Developer
2 7 (19.44%) Consultant
3 6 (16.67%) Analytics Manager
3 6 (16.67%) Data Analytics Manager
4 5 (13.89%) Analyst
4 5 (13.89%) Architect
4 5 (13.89%) Data Manager
5 4 (11.11%) Data Architect
6 3 (8.33%) Business Analyst
7 2 (5.56%) .NET Developer
7 2 (5.56%) C# Developer
7 2 (5.56%) Data Analyst
7 2 (5.56%) Database Developer
7 2 (5.56%) Governance Analyst
7 2 (5.56%) Oracle Developer
7 2 (5.56%) SAS Developer
7 2 (5.56%) Senior Software Engineer
7 2 (5.56%) Software Developer
7 2 (5.56%) Software Engineer
7 2 (5.56%) Technical Analyst
Libraries, Frameworks & Software Standards
1 4 (11.11%) CSS
2 2 (5.56%) .NET
2 2 (5.56%) AngularJS
2 2 (5.56%) ASP.NET
2 2 (5.56%) HTML
3 1 (2.78%) XML
Miscellaneous
1 8 (22.22%) Analytical Skills
2 4 (11.11%) Greenfield Project
3 2 (5.56%) Smartphone
3 2 (5.56%) User Experience
4 1 (2.78%) Computer Science
4 1 (2.78%) FMCG
4 1 (2.78%) Management Information System
Processes & Methodologies
1 18 (50.00%) Analytics
2 11 (30.56%) Agile Software Development
3 10 (27.78%) Business Intelligence
4 6 (16.67%) Migration
4 6 (16.67%) Stakeholder Management
4 6 (16.67%) Technical Architecture
4 6 (16.67%) Visualisation
5 5 (13.89%) Coaching
5 5 (13.89%) Continuous Improvement
5 5 (13.89%) Data Migration
5 5 (13.89%) Data Modelling
5 5 (13.89%) Data Visualisation
6 4 (11.11%) Business Analytics
6 4 (11.11%) Data Integration
6 4 (11.11%) Data Science
6 4 (11.11%) Decision-Making
6 4 (11.11%) Problem Management
6 4 (11.11%) Project Management
6 4 (11.11%) SFIA
6 4 (11.11%) Strategic Thinking
Programming Languages
1 12 (33.33%) SQL
2 4 (11.11%) C
2 4 (11.11%) JavaScript
3 3 (8.33%) Python
4 2 (5.56%) C#
4 2 (5.56%) Java
4 2 (5.56%) VB.NET
5 1 (2.78%) Apex Code
5 1 (2.78%) MATLAB
Qualifications
1 2 (5.56%) Degree
2 1 (2.78%) TOGAF Certification
Quality Assurance & Compliance
1 7 (19.44%) Data Quality
2 3 (8.33%) QA
Vendors
1 3 (8.33%) Microsoft
1 3 (8.33%) SAP
1 3 (8.33%) Teradata
2 2 (5.56%) IBM
2 2 (5.56%) Oracle
2 2 (5.56%) Tableau
3 1 (2.78%) ESRI
3 1 (2.78%) hybris
3 1 (2.78%) Salesforce.com