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 27 June 2017 with a comparison to the same period in the previous 2 years.

Data Management
Scotland / Edinburgh
3 months to
27 Jun 2017
Same period 2016 Same period 2015
Rank 48 70 75
Rank change year-on-year +22 +5  
Permanent jobs citing Data Management 55 26 26
As % of all permanent IT jobs advertised in Edinburgh 4.42% 2.18% 1.87%
As % of the Processes & Methodologies category 4.82% 2.38% 2.08%
Number of salaries quoted 13 15 19
Median salary £55,000 £42,500 £47,500
Median salary % change year-on-year +29.41% -10.52%  
90% offered a salary of more than £41,000 £35,500 £35,000
10% offered a salary of more than £65,000 £65,000 £61,500
UK excluding London median salary £49,000 £45,000 £42,500
% change year-on-year +8.88% +5.88%  

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 1142 1094 1249
As % of all permanent IT job vacancies advertised in Edinburgh 91.80% 91.62% 89.79%
Number of salaries quoted 697 624 763
Median salary £45,000 £47,500 £45,000
Median salary % change year-on-year -5.26% +5.55%  
90% offered a salary of more than £30,000 £29,000 £32,500
10% offered a salary of more than £70,000 £60,000 £70,000
UK excluding London median salary £45,000 £45,000 £44,000
% change year-on-year - +2.27%  

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 27 June 2017.

Salary histogram for Data Management in Edinburgh

For the 6 months to 27 June 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 48 (68.57%) Business Intelligence
2 45 (64.29%) Finance
3 36 (51.43%) SQL
4 28 (40.00%) Analytical Skills
5 26 (37.14%) Banking
6 24 (34.29%) Retail
6 24 (34.29%) Retail Banking
6 24 (34.29%) Infrastructure Management
7 20 (28.57%) SAS
8 19 (27.14%) Data Analysis
9 17 (24.29%) Teradata
9 17 (24.29%) Master Data Management
10 16 (22.86%) Agile Software Development
11 15 (21.43%) ETL
11 15 (21.43%) Oracle
11 15 (21.43%) Data Warehouse
12 14 (20.00%) Analytics
13 12 (17.14%) Hadoop
14 11 (15.71%) Data Quality
14 11 (15.71%) Informatica
14 11 (15.71%) Data Mining
14 11 (15.71%) Stakeholder Management
15 10 (14.29%) Degree
15 10 (14.29%) Data Modelling
15 10 (14.29%) PowerCenter
15 10 (14.29%) Tableau
15 10 (14.29%) Machine Learning
16 9 (12.86%) Apache Spark
16 9 (12.86%) SQL Server
17 8 (11.43%) Python

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 20 (28.57%) SAS
2 9 (12.86%) Apache Spark
3 5 (7.14%) Oracle SOA Suite
4 3 (4.29%) ArcGIS
5 1 (1.43%) Confluence
5 1 (1.43%) nginx
Applications
1 1 (1.43%) Microsoft Excel
1 1 (1.43%) Microsoft Project
Business Applications
1 4 (5.71%) Markit EDM
2 1 (1.43%) Cognos Business Intelligence
Cloud Services
1 4 (5.71%) Amazon AWS
2 1 (1.43%) Cloud Computing
2 1 (1.43%) Google Analytics
Database & Business Intelligence
1 15 (21.43%) Data Warehouse
2 12 (17.14%) Hadoop
3 11 (15.71%) Data Mining
4 10 (14.29%) PowerCenter
5 9 (12.86%) SQL Server
6 8 (11.43%) RDBMS
6 8 (11.43%) Relational Database
7 7 (10.00%) Big Data
7 7 (10.00%) HBase
8 6 (8.57%) Apache Hive
8 6 (8.57%) BusinessObjects
9 5 (7.14%) Base SAS
10 3 (4.29%) GIS
10 3 (4.29%) QlikView
10 3 (4.29%) SAS Enterprise Guide
10 3 (4.29%) Spatial Data
11 2 (2.86%) NoSQL
11 2 (2.86%) SAS Data Integration Studio
11 2 (2.86%) SAS EBI
11 2 (2.86%) Spotfire
Development Applications
1 6 (8.57%) ERwin
2 3 (4.29%) Team Foundation Server
2 3 (4.29%) Visual Studio
3 2 (2.86%) Git (software)
4 1 (1.43%) Atlassian Bamboo
4 1 (1.43%) Bitbucket
4 1 (1.43%) Jenkins
4 1 (1.43%) JIRA
4 1 (1.43%) Subversion
General
1 45 (64.29%) Finance
2 26 (37.14%) Banking
3 24 (34.29%) Retail
3 24 (34.29%) Retail Banking
4 2 (2.86%) Games
5 1 (1.43%) International Banking
5 1 (1.43%) Legal
5 1 (1.43%) Manufacturing
Job Titles
1 35 (50.00%) Analyst
2 21 (30.00%) Business Analyst
3 20 (28.57%) Technical Analyst
3 20 (28.57%) Technical Business Analyst
4 19 (27.14%) Senior Analyst
5 15 (21.43%) Developer
6 13 (18.57%) Data Analyst
7 12 (17.14%) Senior Business Analyst
7 12 (17.14%) Senior Technical Analyst
7 12 (17.14%) Senior Technical Business Analyst
7 12 (17.14%) SQL Analyst
8 9 (12.86%) Consultant
9 8 (11.43%) Architect
9 8 (11.43%) Business Data Analyst
9 8 (11.43%) Data Architect
9 8 (11.43%) Data Business Analyst
9 8 (11.43%) Senior Architect
9 8 (11.43%) Senior Data Architect
10 7 (10.00%) Data Consultant
11 6 (8.57%) ETL Consultant
Libraries, Frameworks & Software Standards
1 6 (8.57%) Kafka
2 4 (5.71%) XML
3 3 (4.29%) HTML
4 2 (2.86%) .NET
4 2 (2.86%) ASP.NET
5 1 (1.43%) Ajax
5 1 (1.43%) AngularJS
5 1 (1.43%) Django
5 1 (1.43%) jQuery
5 1 (1.43%) JSON
5 1 (1.43%) LEMP Stack
5 1 (1.43%) RESTful
5 1 (1.43%) RSS
Miscellaneous
1 28 (40.00%) Analytical Skills
2 6 (8.57%) Taxonomies
3 5 (7.14%) Computer Science
4 2 (2.86%) Virtual Team
5 1 (1.43%) Algorithms
5 1 (1.43%) Credit Risk
5 1 (1.43%) Data Structures
5 1 (1.43%) Enterprise Software
Operating Systems
1 3 (4.29%) Windows
2 2 (2.86%) Linux
2 2 (2.86%) Unix
Processes & Methodologies
1 48 (68.57%) Business Intelligence
2 24 (34.29%) Infrastructure Management
3 19 (27.14%) Data Analysis
4 17 (24.29%) Master Data Management
5 16 (22.86%) Agile Software Development
6 15 (21.43%) ETL
7 14 (20.00%) Analytics
8 11 (15.71%) Stakeholder Management
9 10 (14.29%) Data Modelling
9 10 (14.29%) Machine Learning
10 8 (11.43%) Customer Engagement
10 8 (11.43%) Information Management
11 7 (10.00%) Data Architecture
12 6 (8.57%) Data Security
12 6 (8.57%) Enterprise Architecture
12 6 (8.57%) IT Strategy
12 6 (8.57%) Ontologies
13 5 (7.14%) Service Design
13 5 (7.14%) SOA
13 5 (7.14%) Validation
Programming Languages
1 36 (51.43%) SQL
2 8 (11.43%) Python
3 5 (7.14%) Java
4 3 (4.29%) C#
5 2 (2.86%) MATLAB
5 2 (2.86%) R
5 2 (2.86%) Scala
6 1 (1.43%) C
6 1 (1.43%) JavaScript
6 1 (1.43%) PHP
6 1 (1.43%) SAS Macro
6 1 (1.43%) Shell Script
6 1 (1.43%) T-SQL
6 1 (1.43%) TypeScript
Qualifications
1 10 (14.29%) Degree
2 1 (1.43%) ITIL Certification
2 1 (1.43%) PhD
Quality Assurance & Compliance
1 11 (15.71%) Data Quality
2 1 (1.43%) SLA
System Software
1 1 (1.43%) Apache Flume
1 1 (1.43%) HDFS
1 1 (1.43%) KVM
1 1 (1.43%) Virtual Machines
Vendors
1 17 (24.29%) Teradata
2 15 (21.43%) Oracle
3 11 (15.71%) Informatica
4 10 (14.29%) Tableau
5 6 (8.57%) IBM
5 6 (8.57%) MicroStrategy
5 6 (8.57%) Netezza
6 3 (4.29%) Microsoft
7 1 (1.43%) Bloomberg
7 1 (1.43%) Cognos
7 1 (1.43%) FactSet
7 1 (1.43%) Google
7 1 (1.43%) SAP
Edinburgh
Churchill Frank
Salary: £40000 - £50000 per annum
Posted: 11 days ago
Edinburgh
Churchill Frank
Salary: £40000 - £50000 per annum
Posted: 11 days ago
Edinburgh & Lothians
ANSON MCCADE
Salary: £45,000 - £60,000k plus brilliant package and unrivalled development
Posted: 6 days ago
Edinburgh
Churchill Frank
Salary: £40000 - £50000 per annum
Posted: 15 days ago
Edinburgh
Churchill Frank
Salary: £30000 - £36000 per annum + Lifestyle
Posted: 21 days ago