Period
to 21 April 2019

The following table provides summary statistics for permanent job vacancies advertised in Edinburgh with a requirement for Data Modelling skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Modelling over the 6 months to 21 April 2019 with a comparison to the same period in the previous 2 years.

Data Modelling
Scotland > Edinburgh
6 months to
21 Apr 2019
Same period 2018 Same period 2017
Rank 104 67 74
Rank change year-on-year -37 +7 -16
Permanent jobs citing Data Modelling 50 83 64
As % of all permanent IT jobs advertised in Edinburgh 1.90% 3.14% 2.89%
As % of the Processes & Methodologies category 2.02% 3.40% 3.07%
Number of salaries quoted 33 85 46
Edinburgh median annual salary £50,720 £42,500 £60,000
Median salary % change year-on-year +19.34% -29.17% +14.29%
10th Percentile £29,000 £28,250 £36,500
90th Percentile £74,325 £70,000 £81,250
Scotland median annual salary £47,500 £45,000 £51,500
% change year-on-year +5.56% -12.62% -1.90%

Data Modelling 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 2,472 2,443 2,085
As % of all permanent IT jobs advertised in Edinburgh 93.71% 92.50% 94.00%
Number of salaries quoted 1,586 1,607 1,348
Edinburgh median annual salary £45,000 £45,000 £45,000
10th Percentile £28,000 £28,000 £28,750
90th Percentile £71,875 £69,375 £70,000
Scotland median annual salary £45,000 £45,000 £45,000

Data Modelling
Job Vacancy Trend in Edinburgh

Job postings citing Data Modelling as a percentage of all IT jobs advertised in Edinburgh.

Job vacancy trend for Data Modelling in Edinburgh

Data Modelling
Salary Trend in Edinburgh

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Data Modelling in Edinburgh.

Salary trend for Data Modelling in Edinburgh

Data Modelling
Salary Histogram in Edinburgh

The salary distribution of IT jobs citing Data Modelling in Edinburgh over the 6 months to 21 April 2019.

Salary histogram for Data Modelling in Edinburgh

For the 6 months to 21 April 2019, IT jobs citing Data Modelling 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 Modelling.

1 19 (38.00%) SQL
2 18 (36.00%) Oracle
2 18 (36.00%) Analytics
3 17 (34.00%) Analytical Skills
4 16 (32.00%) Data Science
5 14 (28.00%) Python
5 14 (28.00%) Finance
6 13 (26.00%) ETL
6 13 (26.00%) NoSQL
6 13 (26.00%) Data Engineering
7 12 (24.00%) Big Data
7 12 (24.00%) Splunk
7 12 (24.00%) Apache Cassandra
7 12 (24.00%) Agile Software Development
7 12 (24.00%) Banking
8 11 (22.00%) Machine Learning
8 11 (22.00%) Fintech
9 10 (20.00%) Decision-Making
9 10 (20.00%) Amazon AWS
9 10 (20.00%) Degree
10 9 (18.00%) Data Analysis
10 9 (18.00%) Java
11 8 (16.00%) SQL Server
11 8 (16.00%) SAS
11 8 (16.00%) Business Intelligence
11 8 (16.00%) Retail
11 8 (16.00%) Risk Management
11 8 (16.00%) Artificial Intelligence
11 8 (16.00%) Robotics
11 8 (16.00%) Visualisation

Data Modelling
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 8 (16.00%) SAS
2 7 (14.00%) Apache Spark
3 3 (6.00%) Apache
3 3 (6.00%) Apache Pig
3 3 (6.00%) Oracle SOA Suite
Applications
1 5 (10.00%) Microsoft Excel
2 4 (8.00%) Microsoft PowerPoint
3 3 (6.00%) MS Visio
4 1 (2.00%) Microsoft Office
4 1 (2.00%) Microsoft Project
Cloud Services
1 10 (20.00%) Amazon AWS
2 7 (14.00%) Microsoft Azure
3 4 (8.00%) Google Cloud Platform
4 3 (6.00%) Google Analytics
Database & Business Intelligence
1 13 (26.00%) NoSQL
2 12 (24.00%) Apache Cassandra
2 12 (24.00%) Big Data
3 8 (16.00%) Hadoop
3 8 (16.00%) SQL Server
4 7 (14.00%) Pentaho
5 5 (10.00%) MongoDB
6 4 (8.00%) Crystal Reports
6 4 (8.00%) Data Warehouse
6 4 (8.00%) MySQL
6 4 (8.00%) Oracle Reports
6 4 (8.00%) Relational Database
7 3 (6.00%) Apache Hive
7 3 (6.00%) Oracle Database
7 3 (6.00%) Oracle Database 11g
7 3 (6.00%) Oracle Database 12c
7 3 (6.00%) QlikView
7 3 (6.00%) SAS Data Integration Studio
7 3 (6.00%) SAS Visual Analytics
8 2 (4.00%) IBM InfoSphere
Development Applications
1 6 (12.00%) Git (software)
2 4 (8.00%) ERwin
2 4 (8.00%) Oracle Forms
3 3 (6.00%) Hudson
4 2 (4.00%) Jenkins
5 1 (2.00%) ER Studio
5 1 (2.00%) Toad
General
1 14 (28.00%) Finance
2 12 (24.00%) Banking
3 8 (16.00%) Retail
4 3 (6.00%) Private Banking
4 3 (6.00%) Retail Banking
5 2 (4.00%) Financial Institution
6 1 (2.00%) Marketing
Job Titles
1 11 (22.00%) Analyst
2 8 (16.00%) Data Scientist
3 6 (12.00%) Developer
4 5 (10.00%) Data Analyst
4 5 (10.00%) Data Engineer
5 4 (8.00%) Data Modeller
6 3 (6.00%) Oracle Developer
6 3 (6.00%) Senior Analyst
6 3 (6.00%) Senior Data Scientist
7 2 (4.00%) Business Analyst
7 2 (4.00%) Business Consultant
7 2 (4.00%) Business Intelligence Consultant
7 2 (4.00%) Consultant
7 2 (4.00%) Designer
7 2 (4.00%) SQL Developer
8 1 (2.00%) Business Intelligence Specialist
8 1 (2.00%) Lead Architect
8 1 (2.00%) Migration Manager
8 1 (2.00%) Migration Project Manager
8 1 (2.00%) Technical Leader
Libraries, Frameworks & Software Standards
1 8 (16.00%) scikit-learn
2 5 (10.00%) Matplotlib
2 5 (10.00%) NumPy
2 5 (10.00%) Pandas
3 3 (6.00%) .NET
3 3 (6.00%) Apache CXF
3 3 (6.00%) Apache Flex
3 3 (6.00%) Apache OpenJPA
3 3 (6.00%) CGI
3 3 (6.00%) Hibernate
3 3 (6.00%) JPA
3 3 (6.00%) JSF
3 3 (6.00%) MLlib
3 3 (6.00%) RichFaces
3 3 (6.00%) Web Services
Miscellaneous
1 17 (34.00%) Analytical Skills
2 11 (22.00%) Fintech
3 8 (16.00%) Algorithms
3 8 (16.00%) Robotics
4 7 (14.00%) Management Information System
5 1 (2.00%) iPad
5 1 (2.00%) iPhone
5 1 (2.00%) Virtual Team
Operating Systems
1 2 (4.00%) Windows
1 2 (4.00%) Windows Server
2 1 (2.00%) Apple iOS
Processes & Methodologies
1 18 (36.00%) Analytics
2 16 (32.00%) Data Science
3 13 (26.00%) Data Engineering
3 13 (26.00%) ETL
4 12 (24.00%) Agile Software Development
5 11 (22.00%) Machine Learning
6 10 (20.00%) Decision-Making
7 9 (18.00%) Data Analysis
8 8 (16.00%) Artificial Intelligence
8 8 (16.00%) Business Intelligence
8 8 (16.00%) Data Munging
8 8 (16.00%) Patch Management
8 8 (16.00%) Risk Management
8 8 (16.00%) Robotic Process Automation
8 8 (16.00%) Systems Engineering
8 8 (16.00%) Visualisation
9 7 (14.00%) Computer Science
9 7 (14.00%) Physical Data Model
9 7 (14.00%) Regulatory Compliance
9 7 (14.00%) SDLC
Programming Languages
1 19 (38.00%) SQL
2 14 (28.00%) Python
3 9 (18.00%) Java
4 6 (12.00%) PL/SQL
4 6 (12.00%) T-SQL
5 3 (6.00%) Java 8
5 3 (6.00%) MATLAB
5 3 (6.00%) R
5 3 (6.00%) Scala
6 1 (2.00%) C#
6 1 (2.00%) VB
Qualifications
1 10 (20.00%) Degree
2 1 (2.00%) PMP
Quality Assurance & Compliance
1 4 (8.00%) GDPR
2 1 (2.00%) Data Quality
2 1 (2.00%) QA
System Software
1 2 (4.00%) Tivoli Workload Scheduler
Systems Management
1 3 (6.00%) Ambari
2 2 (4.00%) Ansible
2 2 (4.00%) Opscode Chef
2 2 (4.00%) Puppet
2 2 (4.00%) Tivoli
Vendors
1 18 (36.00%) Oracle
2 12 (24.00%) Splunk
3 7 (14.00%) Google
4 6 (12.00%) IBM
5 5 (10.00%) Tableau
6 4 (8.00%) AppDynamics
6 4 (8.00%) Dynatrace
6 4 (8.00%) Teradata
7 3 (6.00%) Microsoft
7 3 (6.00%) Platfora
7 3 (6.00%) Red Hat
7 3 (6.00%) Talend
8 1 (2.00%) Canon
8 1 (2.00%) MicroStrategy