Period
to 16 November 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 16 November 2019 with a comparison to the same period in the previous 2 years.

Data Modelling
Scotland > Edinburgh
6 months to
16 Nov 2019
Same period 2018 Same period 2017
Rank 117 96 119
Rank change year-on-year -21 +23 -59
Permanent jobs citing Data Modelling 29 50 39
As % of all permanent IT jobs advertised in Edinburgh 1.33% 1.96% 1.45%
As % of the Processes & Methodologies category 1.42% 2.06% 1.56%
Number of salaries quoted 16 23 19
Edinburgh median annual salary £57,500 £42,500 £45,000
Median salary % change year-on-year +35.29% -5.56% -14.29%
10th Percentile £35,625 £27,700 £35,000
90th Percentile £66,625 £63,750 £57,500
Scotland median annual salary £50,000 £48,500 £44,250
% change year-on-year +3.09% +9.60% -11.50%

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 2,040 2,422 2,502
As % of all permanent IT jobs advertised in Edinburgh 93.49% 94.76% 92.87%
Number of salaries quoted 1,108 1,457 1,512
Edinburgh median annual salary £45,162 £45,830 £42,500
Median salary % change year-on-year -1.46% +7.84% -5.56%
10th Percentile £27,750 £28,400 £27,000
90th Percentile £75,000 £75,000 £66,250
Scotland median annual salary £45,000 £45,000 £44,500
% change year-on-year - +1.12% +2.30%

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 16 November 2019.

Salary histogram for Data Modelling in Edinburgh

For the 6 months to 16 November 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 14 (48.28%) Oracle
1 14 (48.28%) ETL
1 14 (48.28%) Business Intelligence
1 14 (48.28%) Analytics
2 13 (44.83%) SQL Server
2 13 (44.83%) SQL Server Integration Services
3 12 (41.38%) Data Warehouse
4 11 (37.93%) Agile Software Development
4 11 (37.93%) Big Data
4 11 (37.93%) R
4 11 (37.93%) Power BI
4 11 (37.93%) Power Platform
5 10 (34.48%) Tableau
5 10 (34.48%) SQL
6 9 (31.03%) Finance
6 9 (31.03%) Data Analysis
7 8 (27.59%) Python
7 8 (27.59%) Data Architecture
8 7 (24.14%) Data Science
8 7 (24.14%) Data Strategy
8 7 (24.14%) Fintech
9 6 (20.69%) Strategic Planning
9 6 (20.69%) SOA
10 5 (17.24%) Migration
10 5 (17.24%) Software Engineering
10 5 (17.24%) Hadoop
10 5 (17.24%) Oracle SOA Suite
10 5 (17.24%) Waterfall
11 4 (13.79%) Azure
11 4 (13.79%) Software Architecture

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 5 (17.24%) Oracle SOA Suite
2 3 (10.34%) Apache Spark
Cloud Services
1 11 (37.93%) Power Platform
2 4 (13.79%) Azure
3 3 (10.34%) AWS
3 3 (10.34%) Cloud Computing
4 1 (3.45%) Adobe Analytics
4 1 (3.45%) Force.com
Database & Business Intelligence
1 13 (44.83%) SQL Server
1 13 (44.83%) SQL Server Integration Services
2 12 (41.38%) Data Warehouse
3 11 (37.93%) Big Data
3 11 (37.93%) Power BI
4 5 (17.24%) Hadoop
5 4 (13.79%) Oracle Database
5 4 (13.79%) Oracle Database 11g
5 4 (13.79%) Oracle Database 12c
6 3 (10.34%) NoSQL
7 2 (6.90%) DataStage
7 2 (6.90%) IBM InfoSphere
7 2 (6.90%) MongoDB
7 2 (6.90%) PostgreSQL
7 2 (6.90%) Relational Database
8 1 (3.45%) Amazon Redshift
8 1 (3.45%) Apache Hive
8 1 (3.45%) Data Lake
8 1 (3.45%) SQL Server Analysis Services
8 1 (3.45%) SQL Server Reporting Services
Development Applications
1 4 (13.79%) Oracle Forms
2 2 (6.90%) ER Studio
General
1 9 (31.03%) Finance
2 2 (6.90%) Banking
2 2 (6.90%) Marketing
Job Titles
1 11 (37.93%) Architect
2 10 (34.48%) Developer
3 9 (31.03%) Solutions Architect
4 4 (13.79%) Analyst
4 4 (13.79%) Oracle Developer
5 3 (10.34%) Analyst Developer
5 3 (10.34%) Data Architect
5 3 (10.34%) ETL Analyst
5 3 (10.34%) ETL Developer
5 3 (10.34%) Migration Analyst
6 2 (6.90%) Big Data Developer
6 2 (6.90%) Data Engineer
6 2 (6.90%) Data Scientist
6 2 (6.90%) Junior
7 1 (3.45%) Data Analytics Analyst
7 1 (3.45%) Data Analytics Scientist
7 1 (3.45%) Junior Developer
7 1 (3.45%) Product Analyst
7 1 (3.45%) Salesforce Developer
7 1 (3.45%) SQL Developer
Libraries, Frameworks & Software Standards
1 2 (6.90%) Pandas
2 1 (3.45%) NumPy
2 1 (3.45%) SciPy
Miscellaneous
1 2 (6.90%) Credit Risk
Operating Systems
1 2 (6.90%) AIX
Processes & Methodologies
1 14 (48.28%) Analytics
1 14 (48.28%) Business Intelligence
1 14 (48.28%) ETL
2 11 (37.93%) Agile Software Development
3 9 (31.03%) Data Analysis
4 8 (27.59%) Data Architecture
5 7 (24.14%) Data Science
5 7 (24.14%) Data Strategy
5 7 (24.14%) Fintech
6 6 (20.69%) SOA
6 6 (20.69%) Strategic Planning
7 5 (17.24%) Migration
7 5 (17.24%) Software Engineering
7 5 (17.24%) Waterfall
8 4 (13.79%) People Management
8 4 (13.79%) Software Architecture
9 3 (10.34%) Data Mapping
9 3 (10.34%) Data Validation
9 3 (10.34%) Mathematics
9 3 (10.34%) Visualisation
Programming Languages
1 11 (37.93%) R
2 10 (34.48%) SQL
3 8 (27.59%) Python
4 4 (13.79%) PL/SQL
5 1 (3.45%) JavaScript
5 1 (3.45%) MATLAB
5 1 (3.45%) Ruby
Quality Assurance & Compliance
1 1 (3.45%) QA
System Software
1 2 (6.90%) Tivoli Workload Scheduler
Systems Management
1 2 (6.90%) Tivoli
Vendors
1 14 (48.28%) Oracle
2 10 (34.48%) Tableau
3 3 (10.34%) Informatica
4 2 (6.90%) IBM
5 1 (3.45%) Adobe
5 1 (3.45%) Google
5 1 (3.45%) Salesforce.com