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

Data Management
Scotland > Edinburgh
6 months to
20 Apr 2018
Same period 2017 Same period 2016
Rank 73 111 58
Rank change year-on-year +38 -53 +31
Permanent jobs citing Data Management 76 28 93
As % of all permanent IT jobs advertised in Edinburgh 2.88% 1.26% 3.52%
As % of the Processes & Methodologies category 3.15% 1.35% 3.83%
Number of salaries quoted 41 19 105
Edinburgh median annual salary £42,500 £55,000 £47,500
Median salary % change year-on-year -22.73% +15.79% -
10th Percentile £27,750 £42,750 £34,200
90th Percentile £72,500 £77,250 £65,000
Scotland median annual salary £42,500 £52,500 £47,500
% change year-on-year -19.05% +10.53% -13.64%

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 2,416 2,068 2,429
As % of all permanent IT jobs advertised in Edinburgh 91.45% 93.11% 92.04%
Number of salaries quoted 1,587 1,334 1,625
Edinburgh median annual salary £45,000 £45,000 £45,000
10th Percentile £28,000 £28,825 £28,750
90th Percentile £70,000 £70,000 £67,500
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 April 2018.

Salary histogram for Data Management in Edinburgh

For the 6 months to 20 April 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 30 (39.47%) SQL
1 30 (39.47%) Finance
2 28 (36.84%) Windows
3 27 (35.53%) SAS
4 26 (34.21%) Data Analysis
5 24 (31.58%) Linux
6 20 (26.32%) Data Mining
7 19 (25.00%) Analytics
8 18 (23.68%) GDPR
9 14 (18.42%) Machine Learning
9 14 (18.42%) Data Analytics
9 14 (18.42%) Infrastructure Management
9 14 (18.42%) Stakeholder Management
9 14 (18.42%) Mathematics
10 13 (17.11%) Software Testing
10 13 (17.11%) Agile Software Development
10 13 (17.11%) Migration
10 13 (17.11%) Oracle
10 13 (17.11%) Unix
11 12 (15.79%) Git (software)
11 12 (15.79%) Data Quality
11 12 (15.79%) DevOps
12 11 (14.47%) Docker
13 10 (13.16%) Elastic Stack
13 10 (13.16%) Infrastructure Transformation
13 10 (13.16%) Coaching
13 10 (13.16%) Analytical Skills
13 10 (13.16%) Algorithms
13 10 (13.16%) Apache Cassandra
13 10 (13.16%) Hortonworks

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 27 (35.53%) SAS
2 10 (13.16%) Tomcat
3 1 (1.32%) Apache Spark
Applications
1 8 (10.53%) Microsoft Office
Business Applications
1 1 (1.32%) Dynamics CRM
Cloud Services
1 10 (13.16%) IaaS
1 10 (13.16%) PaaS
1 10 (13.16%) SaaS
2 2 (2.63%) Amazon AWS
2 2 (2.63%) Amazon EC2
2 2 (2.63%) Amazon ElastiCache
2 2 (2.63%) Amazon S3
2 2 (2.63%) AWS CloudFormation
2 2 (2.63%) Google Cloud Platform
Communications & Networking
1 3 (3.95%) FTP
2 2 (2.63%) DNS
2 2 (2.63%) Firewall
2 2 (2.63%) SSL
3 1 (1.32%) Internet
3 1 (1.32%) SMS
3 1 (1.32%) TCP/IP
Database & Business Intelligence
1 20 (26.32%) Data Mining
2 10 (13.16%) Apache Cassandra
2 10 (13.16%) Big Data
2 10 (13.16%) BusinessObjects
2 10 (13.16%) DB2
2 10 (13.16%) Oracle Database
2 10 (13.16%) Oracle Database 10g
2 10 (13.16%) Oracle Database 11g
2 10 (13.16%) Oracle Database 12c
2 10 (13.16%) PostgreSQL
3 8 (10.53%) Base SAS
4 5 (6.58%) SAS Enterprise Guide
5 4 (5.26%) SQL Server
6 3 (3.95%) QlikView
7 2 (2.63%) Amazon DynamoDB
7 2 (2.63%) NoSQL
7 2 (2.63%) Relational Database
7 2 (2.63%) SAS EBI
7 2 (2.63%) SAS Visual Analytics
8 1 (1.32%) SAS Data Integration Studio
Development Applications
1 12 (15.79%) Git (software)
General
1 30 (39.47%) Finance
2 8 (10.53%) Banking
3 4 (5.26%) Private Banking
3 4 (5.26%) Retail
4 2 (2.63%) Billing
5 1 (1.32%) Legal
Job Titles
1 20 (26.32%) Analyst
2 10 (13.16%) Architect
2 10 (13.16%) Cloud Architect
2 10 (13.16%) Project Manager
2 10 (13.16%) Software Engineer
2 10 (13.16%) Technical Architect
3 8 (10.53%) Business Analyst
3 8 (10.53%) GDPR Business Analyst
3 8 (10.53%) GDPR Project Manager
4 7 (9.21%) Consultant
5 5 (6.58%) Data Manager
5 5 (6.58%) SAS Analyst
5 5 (6.58%) SQL Analyst
6 4 (5.26%) Report Analyst
6 4 (5.26%) SAS Consultant
6 4 (5.26%) SQL Reporting Analyst
7 3 (3.95%) Administrator
7 3 (3.95%) Data Analyst
7 3 (3.95%) DBA
7 3 (3.95%) Test Analyst
Libraries, Frameworks & Software Standards
1 10 (13.16%) Boost C++ Libraries
1 10 (13.16%) Elastic Stack
1 10 (13.16%) OpenCV
1 10 (13.16%) Web Services
Miscellaneous
1 10 (13.16%) Algorithms
1 10 (13.16%) Analytical Skills
1 10 (13.16%) DataPower
1 10 (13.16%) Robotics
2 5 (6.58%) Management Information System
3 3 (3.95%) Replication
4 2 (2.63%) Enterprise Software
4 2 (2.63%) Linux Command Line
Operating Systems
1 28 (36.84%) Windows
2 24 (31.58%) Linux
3 13 (17.11%) Unix
4 10 (13.16%) AIX
4 10 (13.16%) HPUX
4 10 (13.16%) Red Hat Enterprise Linux
4 10 (13.16%) Robot Operating System
4 10 (13.16%) Solaris
Processes & Methodologies
1 26 (34.21%) Data Analysis
2 19 (25.00%) Analytics
3 14 (18.42%) Data Analytics
3 14 (18.42%) Infrastructure Management
3 14 (18.42%) Machine Learning
3 14 (18.42%) Mathematics
3 14 (18.42%) Stakeholder Management
4 13 (17.11%) Agile Software Development
4 13 (17.11%) Migration
4 13 (17.11%) Software Testing
5 12 (15.79%) DevOps
6 10 (13.16%) Coaching
6 10 (13.16%) Deep Learning
6 10 (13.16%) Image Processing
6 10 (13.16%) Infrastructure Transformation
6 10 (13.16%) Innovative Thinking
6 10 (13.16%) Quantitative Analysis
6 10 (13.16%) Software Engineering
7 8 (10.53%) Business Analysis
7 8 (10.53%) Performance Management
Programming Languages
1 30 (39.47%) SQL
2 10 (13.16%) C++
3 8 (10.53%) Python
4 4 (5.26%) Bash Shell
4 4 (5.26%) R
5 2 (2.63%) AWK
5 2 (2.63%) Korn
5 2 (2.63%) PowerShell
5 2 (2.63%) sed
5 2 (2.63%) Shell Script
6 1 (1.32%) MATLAB
Qualifications
1 10 (13.16%) Degree
1 10 (13.16%) Numerate Degree
2 4 (5.26%) PhD
3 2 (2.63%) PRINCE2 Certification
Quality Assurance & Compliance
1 18 (23.68%) GDPR
2 12 (15.79%) Data Quality
3 4 (5.26%) QA
4 2 (2.63%) GCP
System Software
1 11 (14.47%) Docker
2 2 (2.63%) VMware Server
3 1 (1.32%) VMware Infrastructure
Systems Management
1 10 (13.16%) Tivoli
1 10 (13.16%) Tivoli Monitoring
2 2 (2.63%) Ansible
3 1 (1.32%) Kubernetes
3 1 (1.32%) Opscode Chef
3 1 (1.32%) Puppet
Vendors
1 13 (17.11%) Oracle
2 10 (13.16%) Hitachi
2 10 (13.16%) Hortonworks
2 10 (13.16%) IBM
3 4 (5.26%) Tableau
4 3 (3.95%) Citrix
5 2 (2.63%) Informatica
5 2 (2.63%) MicroStrategy
5 2 (2.63%) Teradata
5 2 (2.63%) VMware
6 1 (1.32%) HP