Period
to 18 November 2017

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 18 November 2017 with a comparison to the same period in the previous 2 years.

Data Management
Scotland > Edinburgh
6 months to
18 Nov 2017
Same period 2016 Same period 2015
Rank 44 77 85
Rank change year-on-year +33 +8 +29
Permanent jobs citing Data Management 136 61 73
As % of all permanent IT jobs advertised in Edinburgh 5.04% 2.63% 2.39%
As % of the Processes & Methodologies category 5.53% 2.85% 2.61%
Number of salaries quoted 37 57 83
Edinburgh median annual salary £45,000 £60,000 £47,500
Median salary % change year-on-year -25.00% +26.32% -
10th Percentile £26,716 £29,000 £41,250
90th Percentile £73,500 £74,250 £75,500
Scotland median annual salary £45,000 £50,000 £47,500
% change year-on-year -10.00% +5.26% -

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 2460 2142 2798
As % of all permanent IT jobs advertised in Edinburgh 91.21% 92.49% 91.59%
Number of salaries quoted 1481 1386 1760
Edinburgh median annual salary £42,500 £45,000 £43,000
Median salary % change year-on-year -5.56% +4.65% +2.38%
10th Percentile £27,000 £29,575 £27,500
90th Percentile £66,250 £70,000 £65,000
Scotland median annual salary £45,000 £44,000 £42,500
% change year-on-year +2.27% +3.53% +2.41%

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 18 November 2017.

Salary histogram for Data Management in Edinburgh

For the 6 months to 18 November 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.

1 109 (80.15%) SQL
2 106 (77.94%) Business Intelligence
3 100 (73.53%) Finance
4 79 (58.09%) Banking
5 75 (55.15%) Retail Banking
5 75 (55.15%) Infrastructure Management
6 62 (45.59%) SAS
7 52 (38.24%) Teradata
8 46 (33.82%) Stakeholder Management
8 46 (33.82%) Data Mining
9 42 (30.88%) Analytical Skills
10 40 (29.41%) Data Analysis
11 27 (19.85%) Informatica
12 22 (16.18%) Analytics
13 18 (13.24%) Agile Software Development
14 13 (9.56%) Business Analytics
14 13 (9.56%) Data Quality
14 13 (9.56%) ETL
14 13 (9.56%) Data Warehouse
15 12 (8.82%) QlikView
15 12 (8.82%) Master Data Management
15 12 (8.82%) Collaborative Working
16 11 (8.09%) Customer Analytics
16 11 (8.09%) Base SAS
16 11 (8.09%) Information Management
16 11 (8.09%) PowerCenter
17 10 (7.35%) Oracle
17 10 (7.35%) Tableau
18 9 (6.62%) Customer Engagement
18 9 (6.62%) MicroStrategy

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 62 (45.59%) SAS
2 3 (2.21%) Apache Spark
3 2 (1.47%) ArcGIS
4 1 (0.74%) Confluence
Applications
1 5 (3.68%) Microsoft Excel
Business Applications
1 2 (1.47%) Cognos Business Intelligence
2 1 (0.74%) Dynamics CRM
2 1 (0.74%) FastStats
Cloud Services
1 2 (1.47%) Amazon AWS
2 1 (0.74%) Force.com
2 1 (0.74%) Google Analytics
Communications & Networking
1 1 (0.74%) FTP
Database & Business Intelligence
1 46 (33.82%) Data Mining
2 13 (9.56%) Data Warehouse
3 12 (8.82%) QlikView
4 11 (8.09%) Base SAS
4 11 (8.09%) PowerCenter
5 8 (5.88%) BusinessObjects
6 7 (5.15%) SAS Enterprise Guide
7 6 (4.41%) SQL Server
8 4 (2.94%) Big Data
8 4 (2.94%) SAS EBI
9 3 (2.21%) Hadoop
9 3 (2.21%) OLAP
9 3 (2.21%) SAS Data Integration Studio
9 3 (2.21%) SAS Visual Analytics
10 2 (1.47%) Cognos Report Studio
10 2 (1.47%) GIS
10 2 (1.47%) MS Access
10 2 (1.47%) Oracle OLAP
10 2 (1.47%) Relational Database
10 2 (1.47%) Spotfire
Development Applications
1 1 (0.74%) FinalBuilder
1 1 (0.74%) Team Foundation Server
1 1 (0.74%) TeamCity
1 1 (0.74%) Visual Studio
General
1 100 (73.53%) Finance
2 79 (58.09%) Banking
3 75 (55.15%) Retail Banking
4 1 (0.74%) Billing
4 1 (0.74%) International Banking
4 1 (0.74%) Manufacturing
4 1 (0.74%) Marketing
4 1 (0.74%) Publishing
4 1 (0.74%) Retail
Job Titles
1 84 (61.76%) Analyst
2 57 (41.91%) SQL Analyst
3 50 (36.76%) Data Analyst
4 41 (30.15%) Business Analyst
5 37 (27.21%) Technical Analyst
5 37 (27.21%) Technical Business Analyst
6 35 (25.74%) Senior Analyst
7 30 (22.06%) SQL Data Analyst
8 26 (19.12%) Developer
9 18 (13.24%) Senior Business Analyst
9 18 (13.24%) Senior Technical Analyst
9 18 (13.24%) Senior Technical Business Analyst
10 15 (11.03%) Consultant
10 15 (11.03%) Senior Data Analyst
11 14 (10.29%) Business Data Analyst
11 14 (10.29%) Data Business Analyst
12 7 (5.15%) Data Consultant
12 7 (5.15%) Informatica Developer
13 6 (4.41%) ETL Developer
13 6 (4.41%) SAS Developer
Libraries, Frameworks & Software Standards
1 2 (1.47%) .NET
1 2 (1.47%) HTML
2 1 (0.74%) AngularJS
2 1 (0.74%) ArcObjects
2 1 (0.74%) CSS
2 1 (0.74%) jQuery
2 1 (0.74%) WinForms
2 1 (0.74%) WPF
2 1 (0.74%) XML
Miscellaneous
1 42 (30.88%) Analytical Skills
2 6 (4.41%) Management Information System
3 3 (2.21%) Replication
4 2 (1.47%) Data Structures
5 1 (0.74%) Computer Science
5 1 (0.74%) Credit Risk
Operating Systems
1 4 (2.94%) Windows
2 3 (2.21%) Unix
Processes & Methodologies
1 106 (77.94%) Business Intelligence
2 75 (55.15%) Infrastructure Management
3 46 (33.82%) Stakeholder Management
4 40 (29.41%) Data Analysis
5 22 (16.18%) Analytics
6 18 (13.24%) Agile Software Development
7 13 (9.56%) Business Analytics
7 13 (9.56%) ETL
8 12 (8.82%) Collaborative Working
8 12 (8.82%) Master Data Management
9 11 (8.09%) Customer Analytics
9 11 (8.09%) Information Management
10 9 (6.62%) Customer Engagement
11 7 (5.15%) Migration
12 5 (3.68%) Visualisation
13 4 (2.94%) Business Development
13 4 (2.94%) IT Strategy
13 4 (2.94%) Open Source
14 3 (2.21%) Resource Management
14 3 (2.21%) Scrum
Programming Languages
1 109 (80.15%) SQL
2 6 (4.41%) Python
3 3 (2.21%) C#
3 3 (2.21%) Scala
4 2 (1.47%) Java
4 2 (1.47%) MATLAB
4 2 (1.47%) VB.NET
4 2 (1.47%) VBA
5 1 (0.74%) JavaScript
5 1 (0.74%) R
5 1 (0.74%) SAS Macro
5 1 (0.74%) T-SQL
Qualifications
1 5 (3.68%) Degree
2 3 (2.21%) PRINCE2 Certification
3 1 (0.74%) Computer Science Degree
Quality Assurance & Compliance
1 13 (9.56%) Data Quality
2 2 (1.47%) QA
Vendors
1 52 (38.24%) Teradata
2 27 (19.85%) Informatica
3 10 (7.35%) Oracle
3 10 (7.35%) Tableau
4 9 (6.62%) MicroStrategy
5 6 (4.41%) Netezza
6 3 (2.21%) Cognos
6 3 (2.21%) Microsoft
7 2 (1.47%) SAP
7 2 (1.47%) Workday
8 1 (0.74%) ESRI
8 1 (0.74%) Google
8 1 (0.74%) Salesforce.com