Period
to 20 July 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 20 July 2018 with a comparison to the same period in the previous 2 years.

Data Management
Scotland > Edinburgh
6 months to
20 Jul 2018
Same period 2017 Same period 2016
Rank 96 76 85
Rank change year-on-year -20 +9 +27
Permanent jobs citing Data Management 59 70 60
As % of all permanent IT jobs advertised in Edinburgh 2.21% 2.83% 2.35%
As % of the Processes & Methodologies category 2.37% 3.05% 2.54%
Number of salaries quoted 36 18 48
Edinburgh median annual salary £46,750 £50,000 £47,500
Median salary % change year-on-year -6.50% +5.26% -2.56%
10th Percentile £27,750 £34,250 £28,550
90th Percentile £69,375 £72,500 £60,000
Scotland median annual salary £50,000 £54,000 £43,250
% change year-on-year -7.41% +24.86% -11.73%

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 2,490 2,294 2,361
As % of all permanent IT jobs advertised in Edinburgh 93.26% 92.65% 92.37%
Number of salaries quoted 1,564 1,431 1,458
Edinburgh median annual salary £45,790 £45,000 £45,000
Median salary % change year-on-year +1.76% - +2.27%
10th Percentile £28,250 £28,000 £27,000
90th Percentile £72,500 £72,500 £68,750
Scotland median annual salary £45,000 £45,000 £45,000

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 20 July 2018.

Salary histogram for Data Management in Edinburgh

For the 6 months to 20 July 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 22 (37.29%) Finance
2 19 (32.20%) Windows
3 18 (30.51%) SQL
4 16 (27.12%) Linux
4 16 (27.12%) Analytics
5 15 (25.42%) SAS
5 15 (25.42%) Agile Software Development
6 12 (20.34%) Migration
6 12 (20.34%) DevOps
6 12 (20.34%) Analytical Skills
7 11 (18.64%) Data Analysis
7 11 (18.64%) Unix
8 10 (16.95%) Python
8 10 (16.95%) Oracle
8 10 (16.95%) BusinessObjects
8 10 (16.95%) Coaching
8 10 (16.95%) GDPR
8 10 (16.95%) Oracle Database
8 10 (16.95%) Data Quality
9 9 (15.25%) IBM
9 9 (15.25%) Mathematics
10 8 (13.56%) Oracle Database 11g
10 8 (13.56%) PostgreSQL
10 8 (13.56%) Oracle Database 10g
10 8 (13.56%) Hitachi
10 8 (13.56%) Tivoli
10 8 (13.56%) Tivoli Monitoring
10 8 (13.56%) AIX
10 8 (13.56%) HPUX
10 8 (13.56%) Solaris

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 15 (25.42%) SAS
2 8 (13.56%) Tomcat
3 1 (1.69%) Apache Spark
Applications
1 4 (6.78%) Microsoft Office
2 1 (1.69%) MS Visio
Business Applications
1 1 (1.69%) Markit EDM
Cloud Services
1 8 (13.56%) IaaS
1 8 (13.56%) PaaS
1 8 (13.56%) SaaS
2 2 (3.39%) Amazon AWS
2 2 (3.39%) Amazon EC2
2 2 (3.39%) Amazon ElastiCache
2 2 (3.39%) Amazon S3
2 2 (3.39%) AWS CloudFormation
2 2 (3.39%) Google Cloud Platform
3 1 (1.69%) Force.com
Communications & Networking
1 3 (5.08%) FTP
2 2 (3.39%) DNS
2 2 (3.39%) Firewall
2 2 (3.39%) SSL
3 1 (1.69%) Internet
Database & Business Intelligence
1 10 (16.95%) BusinessObjects
1 10 (16.95%) Oracle Database
2 8 (13.56%) Apache Cassandra
2 8 (13.56%) DB2
2 8 (13.56%) Oracle Database 10g
2 8 (13.56%) Oracle Database 11g
2 8 (13.56%) Oracle Database 12c
2 8 (13.56%) PostgreSQL
3 7 (11.86%) Big Data
4 5 (8.47%) Data Mining
4 5 (8.47%) SQL Server
5 4 (6.78%) NoSQL
6 3 (5.08%) Relational Database
7 2 (3.39%) Amazon DynamoDB
7 2 (3.39%) Power BI
7 2 (3.39%) SAS Data Integration Studio
7 2 (3.39%) SQL Server Analysis Services
7 2 (3.39%) SQL Server Integration Services
7 2 (3.39%) SQL Server Reporting Services
8 1 (1.69%) Base SAS
Development Applications
1 6 (10.17%) Git (software)
2 1 (1.69%) JIRA
General
1 22 (37.29%) Finance
2 6 (10.17%) Banking
3 4 (6.78%) Private Banking
3 4 (6.78%) Retail
4 2 (3.39%) Billing
4 2 (3.39%) Marketing
5 1 (1.69%) Investment Banking
5 1 (1.69%) Legal
Job Titles
1 13 (22.03%) Analyst
1 13 (22.03%) Architect
2 8 (13.56%) Cloud Architect
2 8 (13.56%) Technical Architect
3 7 (11.86%) Business Analyst
3 7 (11.86%) Developer
4 6 (10.17%) Data Manager
4 6 (10.17%) Software Engineer
5 4 (6.78%) Analytics Manager
5 4 (6.78%) Data Analytics Manager
5 4 (6.78%) Data Architect
5 4 (6.78%) GDPR Business Analyst
5 4 (6.78%) GDPR Project Manager
5 4 (6.78%) Project Manager
6 3 (5.08%) Lead Developer
6 3 (5.08%) Test Analyst
7 2 (3.39%) Administrator
7 2 (3.39%) Business Developer
7 2 (3.39%) Consultant
7 2 (3.39%) DBA
Libraries, Frameworks & Software Standards
1 4 (6.78%) Boost C++ Libraries
1 4 (6.78%) Elastic Stack
1 4 (6.78%) OpenCV
1 4 (6.78%) Web Services
2 2 (3.39%) CSS
3 1 (1.69%) XML
Miscellaneous
1 12 (20.34%) Analytical Skills
2 8 (13.56%) DataPower
3 4 (6.78%) Algorithms
3 4 (6.78%) Greenfield Project
3 4 (6.78%) Robotics
4 2 (3.39%) Enterprise Software
4 2 (3.39%) Linux Command Line
4 2 (3.39%) Management Information System
4 2 (3.39%) Replication
4 2 (3.39%) Smartphone
5 1 (1.69%) FMCG
Operating Systems
1 19 (32.20%) Windows
2 16 (27.12%) Linux
3 11 (18.64%) Unix
4 8 (13.56%) AIX
4 8 (13.56%) HPUX
4 8 (13.56%) Red Hat Enterprise Linux
4 8 (13.56%) Solaris
5 4 (6.78%) Robot Operating System
Processes & Methodologies
1 16 (27.12%) Analytics
2 15 (25.42%) Agile Software Development
3 12 (20.34%) DevOps
3 12 (20.34%) Migration
4 11 (18.64%) Data Analysis
5 10 (16.95%) Coaching
6 9 (15.25%) Mathematics
7 8 (13.56%) Data Analytics
7 8 (13.56%) Infrastructure Transformation
7 8 (13.56%) Machine Learning
7 8 (13.56%) Mentoring
8 7 (11.86%) Data Science
8 7 (11.86%) Software Testing
8 7 (11.86%) Visualisation
9 6 (10.17%) Business Analysis
9 6 (10.17%) Data Visualisation
9 6 (10.17%) Line Management
9 6 (10.17%) Software Engineering
9 6 (10.17%) Statistics
9 6 (10.17%) Technical Architecture
Programming Languages
1 18 (30.51%) SQL
2 10 (16.95%) Python
3 4 (6.78%) Bash Shell
3 4 (6.78%) C
3 4 (6.78%) C++
3 4 (6.78%) R
4 2 (3.39%) AWK
4 2 (3.39%) Java
4 2 (3.39%) JavaScript
4 2 (3.39%) Korn
4 2 (3.39%) PowerShell
4 2 (3.39%) sed
4 2 (3.39%) Shell Script
5 1 (1.69%) Apex Code
5 1 (1.69%) MATLAB
Qualifications
1 5 (8.47%) Degree
2 4 (6.78%) Numerate Degree
2 4 (6.78%) PhD
3 1 (1.69%) TOGAF Certification
Quality Assurance & Compliance
1 10 (16.95%) Data Quality
1 10 (16.95%) GDPR
2 6 (10.17%) QA
3 2 (3.39%) GCP
System Software
1 5 (8.47%) Docker
2 2 (3.39%) VMware Server
3 1 (1.69%) VMware Infrastructure
Systems Management
1 8 (13.56%) Tivoli
1 8 (13.56%) Tivoli Monitoring
2 2 (3.39%) Ansible
3 1 (1.69%) Kubernetes
3 1 (1.69%) Opscode Chef
3 1 (1.69%) Puppet
Vendors
1 10 (16.95%) Oracle
2 9 (15.25%) IBM
3 8 (13.56%) Hitachi
3 8 (13.56%) Hortonworks
4 4 (6.78%) Tableau
5 3 (5.08%) Citrix
5 3 (5.08%) SAP
6 2 (3.39%) VMware
7 1 (1.69%) hybris
7 1 (1.69%) Salesforce.com