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 3 months to 26 March 2017 with a comparison to the same period in the previous 2 years.

3 months to
26 Mar 2017
Same period 2016 Same period 2015
Data Management
Scotland / Edinburgh
Rank 77 53 77
Rank change year-on-year -24 +24  
Permanent jobs citing Data Management 15 46 25
As % of all permanent IT jobs advertised in Edinburgh 1.35% 3.44% 1.87%
As % of the Processes & Methodologies category 1.44% 3.78% 2.11%
Number of salaries quoted 13 32 13
Median salary £71,500 £46,250 £45,000
Median salary % change year-on-year +54.59% +2.77%  
90% offered a salary of more than £41,500 £30,000 £40,500
10% offered a salary of more than £77,500 £51,100 £82,000
UK excluding London median salary £45,000 £45,000 £47,500
% change year-on-year - -5.26%  

Data Management 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 Edinburgh with a requirement for process and methodology skills.

Process & Methodology Skills
Edinburgh
Permanent job vacancies with a requirement for process and methodology skills 1039 1216 1185
As % of all permanent IT job vacancies advertised in Edinburgh 93.18% 90.88% 88.83%
Number of salaries quoted 673 818 708
Median salary £47,500 £47,500 £44,000
Median salary % change year-on-year - +7.95%  
90% offered a salary of more than £34,000 £32,500 £32,500
10% offered a salary of more than £72,500 £59,000 £67,500
UK excluding London median salary £45,000 £45,000 £43,000
% change year-on-year - +4.65%  

Data Management
Job Vacancy Trend in Edinburgh

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

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 3 months to 26 March 2017.

Salary histogram for Data Management in Edinburgh

Data Management
Top 30 Related IT Skills in Edinburgh

For the 6 months to 26 March 2017, IT jobs citing Data Management 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 Management.

1 26 (74.29%) Finance
2 15 (42.86%) Business Intelligence
2 15 (42.86%) Analytics
3 14 (40.00%) Data Warehouse
3 14 (40.00%) Data Modelling
3 14 (40.00%) Agile Software Development
4 12 (34.29%) Data Architecture
4 12 (34.29%) Hadoop
5 11 (31.43%) RDBMS
5 11 (31.43%) Relational Database
6 10 (28.57%) Machine Learning
6 10 (28.57%) Big Data
7 9 (25.71%) SQL Server
8 8 (22.86%) C#
8 8 (22.86%) Oracle
8 8 (22.86%) Open Source
8 8 (22.86%) Waterfall
8 8 (22.86%) Analytical Skills
9 7 (20.00%) Data Integration
9 7 (20.00%) .NET
9 7 (20.00%) Scrum
10 6 (17.14%) ERwin
10 6 (17.14%) SQL
10 6 (17.14%) IBM
10 6 (17.14%) Data Mapping
10 6 (17.14%) Selenium
10 6 (17.14%) Predictive Analytics
10 6 (17.14%) Integration Testing
10 6 (17.14%) Teradata
10 6 (17.14%) NoSQL

Data Management
Top Related 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 5 (14.29%) Apache Spark
2 4 (11.43%) Oracle SOA Suite
3 1 (2.86%) nginx
3 1 (2.86%) SAS
3 1 (2.86%) WordPress
Applications
1 1 (2.86%) Adobe Illustrator
1 1 (2.86%) InDesign
1 1 (2.86%) MS Excel
1 1 (2.86%) MS Visio
1 1 (2.86%) Photoshop
Business Applications
1 4 (11.43%) Markit EDM
Cloud Services
1 1 (2.86%) Google Analytics
Database & Business Intelligence
1 14 (40.00%) Data Warehouse
2 12 (34.29%) Hadoop
3 11 (31.43%) RDBMS
3 11 (31.43%) Relational Database
4 10 (28.57%) Big Data
5 9 (25.71%) SQL Server
6 6 (17.14%) NoSQL
7 5 (14.29%) Apache Hive
7 5 (14.29%) HBase
8 2 (5.71%) SQL Server Integration Services
9 1 (2.86%) Geospatial Data
9 1 (2.86%) MS Access
9 1 (2.86%) MySQL
9 1 (2.86%) PostgreSQL
9 1 (2.86%) SQL Server 2012
9 1 (2.86%) SQL Server 2014
9 1 (2.86%) SQL Server Analysis Services
9 1 (2.86%) SQL Server Reporting Services
Development Applications
1 6 (17.14%) ERwin
1 6 (17.14%) Selenium
2 4 (11.43%) Team Foundation Server
2 4 (11.43%) Visual Studio
3 1 (2.86%) Git (software)
General
1 26 (74.29%) Finance
2 2 (5.71%) Banking
3 1 (2.86%) Advertising
3 1 (2.86%) Marketing
3 1 (2.86%) Retail
3 1 (2.86%) Retail Banking
3 1 (2.86%) Telecoms
Job Titles
1 12 (34.29%) Architect
1 12 (34.29%) Data Architect
1 12 (34.29%) Senior Architect
1 12 (34.29%) Senior Data Architect
2 5 (14.29%) Analyst
2 5 (14.29%) Developer
3 4 (11.43%) Applications Engineer
3 4 (11.43%) Test Engineer
4 3 (8.57%) Consultant
5 2 (5.71%) Big Data Consultant
5 2 (5.71%) Business Intelligence Consultant
5 2 (5.71%) Business Intelligence Lead
5 2 (5.71%) Data Consultant
5 2 (5.71%) Data Manager
5 2 (5.71%) Senior Applications Engineer
5 2 (5.71%) Senior Test Engineer
5 2 (5.71%) Test Analyst
5 2 (5.71%) Test Automation Engineer
6 1 (2.86%) Senior Developer
6 1 (2.86%) Senior Manager
Libraries, Frameworks & Software Standards
1 7 (20.00%) .NET
2 5 (14.29%) Kafka
3 3 (8.57%) ASP.NET
4 1 (2.86%) AngularJS
4 1 (2.86%) Django
4 1 (2.86%) jQuery
4 1 (2.86%) LEMP Stack
Miscellaneous
1 8 (22.86%) Analytical Skills
2 5 (14.29%) Taxonomies
3 4 (11.43%) Computer Science
4 3 (8.57%) Virtual Team
5 2 (5.71%) Management Information System
6 1 (2.86%) Blog
6 1 (2.86%) Enterprise Software
6 1 (2.86%) Social Media
Operating Systems
1 1 (2.86%) Linux
Processes & Methodologies
1 15 (42.86%) Analytics
1 15 (42.86%) Business Intelligence
2 14 (40.00%) Agile Software Development
2 14 (40.00%) Data Modelling
3 12 (34.29%) Data Architecture
4 10 (28.57%) Machine Learning
5 8 (22.86%) Open Source
5 8 (22.86%) Waterfall
6 7 (20.00%) Data Integration
6 7 (20.00%) Scrum
7 6 (17.14%) Data Mapping
7 6 (17.14%) Integration Testing
7 6 (17.14%) Master Data Management
7 6 (17.14%) Metadata Management
7 6 (17.14%) Predictive Analytics
8 5 (14.29%) Enterprise Architecture
8 5 (14.29%) IT Strategy
8 5 (14.29%) Ontologies
8 5 (14.29%) Test Automation
8 5 (14.29%) Test Strategy
Programming Languages
1 8 (22.86%) C#
2 6 (17.14%) SQL
3 1 (2.86%) C++
3 1 (2.86%) Java
3 1 (2.86%) Python
3 1 (2.86%) T-SQL
3 1 (2.86%) TypeScript
Qualifications
1 4 (11.43%) Degree
1 4 (11.43%) ISEB
2 1 (2.86%) ITIL Certification
Quality Assurance & Compliance
1 1 (2.86%) Data Quality
1 1 (2.86%) QA
System Software
1 1 (2.86%) Hyper-V
Systems Management
1 4 (11.43%) HP Quality Center
Vendors
1 8 (22.86%) Oracle
2 6 (17.14%) IBM
2 6 (17.14%) Teradata
3 4 (11.43%) HP
4 2 (5.71%) Tableau
5 1 (2.86%) Adobe
5 1 (2.86%) Facebook
5 1 (2.86%) Google
5 1 (2.86%) Hootsuite
5 1 (2.86%) Microsoft
5 1 (2.86%) Pardot
5 1 (2.86%) Salesforce.com
5 1 (2.86%) SAP
5 1 (2.86%) Twitter
Edinburgh
Churchill Frank
Salary: £40000 - £50000 per annum
Posted: 3 days ago
Edinburgh, Midlothian
Churchill Frank
Salary: £35000 - £50000 per annum + Bonus, Pension, SAS Training & More
Posted: 6 days ago
Edinburgh
Nigel Frank International
Posted: 3 days ago
Edinburgh & Lothians
ANSON MCCADE
Salary: £45,000 - £85,000 + extensive benefits package
Posted: 6 days ago