Period
to 19 January 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 19 January 2018 with a comparison to the same period in the previous 2 years.

Data Management
Scotland > Edinburgh
6 months to
19 Jan 2018
Same period 2017 Same period 2016
Rank 48 81 66
Rank change year-on-year +33 -15 +38
Permanent jobs citing Data Management 120 54 93
As % of all permanent IT jobs advertised in Edinburgh 4.55% 2.48% 3.32%
As % of the Processes & Methodologies category 4.97% 2.68% 3.62%
Number of salaries quoted 45 51 114
Edinburgh median annual salary £42,500 £60,000 £47,500
Median salary % change year-on-year -29.17% +26.32% +11.76%
10th Percentile £27,229 £29,000 £43,750
90th Percentile £73,500 £77,250 £67,625
Scotland median annual salary £42,500 £52,500 £47,500
% change year-on-year -19.05% +10.53% +11.76%

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 2,413 2,017 2,566
As % of all permanent IT jobs advertised in Edinburgh 91.40% 92.48% 91.48%
Number of salaries quoted 1,507 1,352 1,636
Edinburgh median annual salary £44,000 £45,000 £45,000
Median salary % change year-on-year -2.22% - +5.88%
10th Percentile £27,500 £30,000 £28,750
90th Percentile £66,250 £70,000 £66,250
Scotland median annual salary £45,000 £45,000 £42,500
% change year-on-year - +5.88% -

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 19 January 2018.

Salary histogram for Data Management in Edinburgh

For the 6 months to 19 January 2018, 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 82 (68.33%) SQL
2 80 (66.67%) Finance
3 68 (56.67%) Business Intelligence
4 54 (45.00%) Infrastructure Management
5 52 (43.33%) SAS
6 51 (42.50%) Banking
7 46 (38.33%) Retail Banking
8 44 (36.67%) Data Mining
9 41 (34.17%) Data Analysis
10 40 (33.33%) Stakeholder Management
11 37 (30.83%) Teradata
12 28 (23.33%) Analytics
13 26 (21.67%) Analytical Skills
14 16 (13.33%) Informatica
15 14 (11.67%) Agile Software Development
16 12 (10.00%) Collaborative Working
17 11 (9.17%) Windows
17 11 (9.17%) Business Analytics
18 10 (8.33%) Customer Analytics
18 10 (8.33%) QlikView
18 10 (8.33%) Base SAS
19 9 (7.50%) Oracle
19 9 (7.50%) Degree
19 9 (7.50%) Data Analytics
20 8 (6.67%) GDPR
20 8 (6.67%) Data Quality
20 8 (6.67%) SQL Server
20 8 (6.67%) Linux
20 8 (6.67%) ETL
20 8 (6.67%) Management Information System

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 52 (43.33%) SAS
2 2 (1.67%) Tomcat
3 1 (0.83%) Apache Spark
3 1 (0.83%) ArcGIS
3 1 (0.83%) Confluence
3 1 (0.83%) Oracle SOA Suite
Applications
1 4 (3.33%) Microsoft Excel
1 4 (3.33%) Microsoft Office
Business Applications
1 2 (1.67%) Dynamics CRM
2 1 (0.83%) Cognos Business Intelligence
2 1 (0.83%) FastStats
Cloud Services
1 2 (1.67%) IaaS
1 2 (1.67%) PaaS
1 2 (1.67%) SaaS
2 1 (0.83%) Force.com
2 1 (0.83%) Google Analytics
Communications & Networking
1 1 (0.83%) FTP
1 1 (0.83%) SMS
1 1 (0.83%) TCP/IP
Database & Business Intelligence
1 44 (36.67%) Data Mining
2 10 (8.33%) Base SAS
2 10 (8.33%) QlikView
3 8 (6.67%) SQL Server
4 7 (5.83%) Big Data
4 7 (5.83%) SAS Enterprise Guide
5 6 (5.00%) BusinessObjects
6 3 (2.50%) Data Warehouse
6 3 (2.50%) PostgreSQL
6 3 (2.50%) Relational Database
6 3 (2.50%) SAS EBI
6 3 (2.50%) SAS Visual Analytics
7 2 (1.67%) Apache Cassandra
7 2 (1.67%) DB2
7 2 (1.67%) Oracle Database
7 2 (1.67%) Oracle Database 10g
7 2 (1.67%) Oracle Database 11g
7 2 (1.67%) Oracle Database 12c
7 2 (1.67%) PowerCenter
7 2 (1.67%) SAS Data Integration Studio
Development Applications
1 6 (5.00%) Git (software)
2 1 (0.83%) ERwin
2 1 (0.83%) FinalBuilder
2 1 (0.83%) Team Foundation Server
2 1 (0.83%) TeamCity
2 1 (0.83%) Visual Studio
General
1 80 (66.67%) Finance
2 51 (42.50%) Banking
3 46 (38.33%) Retail Banking
4 1 (0.83%) Billing
4 1 (0.83%) Legal
4 1 (0.83%) Marketing
4 1 (0.83%) Publishing
4 1 (0.83%) Retail
Job Titles
1 60 (50.00%) Analyst
2 41 (34.17%) SQL Analyst
3 32 (26.67%) Data Analyst
4 26 (21.67%) Business Analyst
5 20 (16.67%) Senior Analyst
5 20 (16.67%) SQL Data Analyst
6 18 (15.00%) Technical Analyst
6 18 (15.00%) Technical Business Analyst
7 16 (13.33%) Developer
8 12 (10.00%) Consultant
9 10 (8.33%) Senior Data Analyst
10 9 (7.50%) Senior Business Analyst
10 9 (7.50%) Senior Technical Analyst
10 9 (7.50%) Senior Technical Business Analyst
11 8 (6.67%) Project Manager
12 7 (5.83%) SAS Consultant
13 6 (5.00%) Architect
13 6 (5.00%) Software Engineer
14 5 (4.17%) Administrator
14 5 (4.17%) SAS Developer
Libraries, Frameworks & Software Standards
1 6 (5.00%) Boost C++ Libraries
1 6 (5.00%) Elastic Stack
1 6 (5.00%) OpenCV
1 6 (5.00%) Web Services
2 2 (1.67%) .NET
3 1 (0.83%) AngularJS
3 1 (0.83%) ArcObjects
3 1 (0.83%) CSS
3 1 (0.83%) HTML
3 1 (0.83%) jQuery
3 1 (0.83%) Kafka
3 1 (0.83%) WinForms
3 1 (0.83%) WPF
Miscellaneous
1 26 (21.67%) Analytical Skills
2 8 (6.67%) Management Information System
3 6 (5.00%) Algorithms
3 6 (5.00%) Robotics
4 3 (2.50%) Replication
5 2 (1.67%) Computer Science
5 2 (1.67%) Data Structures
5 2 (1.67%) DataPower
6 1 (0.83%) Taxonomies
Operating Systems
1 11 (9.17%) Windows
2 8 (6.67%) Linux
3 6 (5.00%) Robot Operating System
4 4 (3.33%) Unix
5 2 (1.67%) AIX
5 2 (1.67%) HPUX
5 2 (1.67%) Red Hat Enterprise Linux
5 2 (1.67%) Solaris
Processes & Methodologies
1 68 (56.67%) Business Intelligence
2 54 (45.00%) Infrastructure Management
3 41 (34.17%) Data Analysis
4 40 (33.33%) Stakeholder Management
5 28 (23.33%) Analytics
6 14 (11.67%) Agile Software Development
7 12 (10.00%) Collaborative Working
8 11 (9.17%) Business Analytics
9 10 (8.33%) Customer Analytics
10 9 (7.50%) Data Analytics
11 8 (6.67%) ETL
12 7 (5.83%) Innovative Thinking
12 7 (5.83%) Machine Learning
13 6 (5.00%) Deep Learning
13 6 (5.00%) IT Strategy
13 6 (5.00%) Mathematics
13 6 (5.00%) Quantitative Analysis
13 6 (5.00%) Software Engineering
13 6 (5.00%) Software Testing
13 6 (5.00%) Statistical Modelling
Programming Languages
1 82 (68.33%) SQL
2 6 (5.00%) C++
3 3 (2.50%) C#
4 2 (1.67%) VB.NET
4 2 (1.67%) VBA
5 1 (0.83%) JavaScript
5 1 (0.83%) Python
5 1 (0.83%) T-SQL
Qualifications
1 9 (7.50%) Degree
2 6 (5.00%) Numerate Degree
3 4 (3.33%) PRINCE2 Certification
4 1 (0.83%) Computer Science Degree
Quality Assurance & Compliance
1 8 (6.67%) Data Quality
1 8 (6.67%) GDPR
2 2 (1.67%) QA
System Software
1 6 (5.00%) Docker
Systems Management
1 2 (1.67%) Tivoli
1 2 (1.67%) Tivoli Monitoring
Vendors
1 37 (30.83%) Teradata
2 16 (13.33%) Informatica
3 9 (7.50%) Oracle
4 5 (4.17%) MicroStrategy
5 3 (2.50%) IBM
5 3 (2.50%) Tableau
6 2 (1.67%) Cognos
6 2 (1.67%) Hitachi
6 2 (1.67%) Hortonworks
6 2 (1.67%) Microsoft
6 2 (1.67%) Netezza
6 2 (1.67%) Workday
7 1 (0.83%) ESRI
7 1 (0.83%) Google
7 1 (0.83%) HP
7 1 (0.83%) Salesforce.com
7 1 (0.83%) SAP