Data Modelling Jobs in Scotland

Data Modelling
UK > Scotland

The table below provides summary statistics for permanent job vacancies advertised in Scotland requiring Data Modelling skills. It includes a benchmarking guide to the annual salaries offered in vacancies that cited Data Modelling over the 6 months leading up to 12 July 2024, comparing them to the same period in the previous two years.

6 months to
12 Jul 2024
Same period 2023 Same period 2022
Rank 92 122 143
Rank change year-on-year +30 +21 -53
Permanent jobs citing Data Modelling 217 89 129
As % of all permanent jobs advertised in Scotland 3.37% 2.21% 1.95%
As % of the Processes & Methodologies category 3.80% 2.31% 2.10%
Number of salaries quoted 46 49 72
10th Percentile £41,250 £36,000 £28,975
25th Percentile £43,750 £36,510 £40,438
Median annual salary (50th Percentile) £65,000 £65,000 £51,500
Median % change year-on-year - +26.21% -6.36%
75th Percentile £76,250 £74,000 £68,125
90th Percentile £78,750 £91,000 £80,000
UK median annual salary £70,000 £67,500 £67,500
% change year-on-year +3.70% - +12.50%

All Process and Methodology Skills
Scotland

Data Modelling falls under the Processes and Methodologies category. For comparison with the information above, the following table provides summary statistics for all permanent job vacancies requiring process or methodology skills in Scotland.

Permanent vacancies with a requirement for process or methodology skills 5,707 3,858 6,135
As % of all permanent jobs advertised in Scotland 88.71% 95.68% 92.80%
Number of salaries quoted 2,438 2,025 3,084
10th Percentile £28,250 £31,569 £31,250
25th Percentile £40,000 £41,250 £41,250
Median annual salary (50th Percentile) £52,500 £55,000 £55,000
Median % change year-on-year -4.55% - +14.58%
75th Percentile £67,500 £71,250 £70,000
90th Percentile £80,000 £82,548 £83,000
UK median annual salary £55,000 £60,249 £60,000
% change year-on-year -8.71% +0.42% +9.09%

Data Modelling
Job Vacancy Trend in Scotland

Job postings citing Data Modelling as a proportion of all IT jobs advertised in Scotland.

Job vacancy trend for Data Modelling in Scotland

Data Modelling
Salary Trend in Scotland

3-month moving average salary quoted in jobs citing Data Modelling in Scotland.

Salary trend for Data Modelling in Scotland

Data Modelling
Salary Histogram in Scotland

Salary distribution for jobs citing Data Modelling in Scotland over the 6 months to 12 July 2024.

Salary histogram for Data Modelling in Scotland

Data Modelling
Job Locations in Scotland

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Modelling within the Scotland region over the 6 months to 12 July 2024. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Jobs
Glasgow +9 162 £63,750 +59.38% 1
Edinburgh +19 27 £65,000 - 1
Lanarkshire +1 13 £42,500 -39.29%
Aberdeen -3 3 £100,000 +35.59%
Renfrewshire -4 1 £44,436 +8.77%
Data Modelling
UK

Data Modelling
Co-occurring Skills and Capabilities in Scotland by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same employment type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 32 (14.75%) Apache Spark
2 21 (9.68%) GemFire
3 5 (2.30%) Apache
4 4 (1.84%) SAS
5 2 (0.92%) Adobe Experience Manager
5 2 (0.92%) SharePoint
Applications
1 7 (3.23%) Microsoft Excel
2 2 (0.92%) Microsoft PowerPoint
Business Applications
1 2 (0.92%) Dynamics CRM
1 2 (0.92%) Sparx Enterprise Architect
Cloud Services
1 37 (17.05%) Azure
2 34 (15.67%) AWS
3 19 (8.76%) Power Platform
4 14 (6.45%) Azure Data Factory
5 13 (5.99%) Azure DevOps
6 8 (3.69%) GCP
7 4 (1.84%) IaaS
7 4 (1.84%) PaaS
7 4 (1.84%) SaaS
8 3 (1.38%) Dynamics 365
8 3 (1.38%) Snowflake
9 2 (0.92%) Azure Logic Apps
9 2 (0.92%) Microsoft 365
9 2 (0.92%) Power Automate
9 2 (0.92%) PowerApps
10 1 (0.46%) Azure Stack
10 1 (0.46%) OpenShift
Communications & Networking
1 64 (29.49%) Kerberos
2 3 (1.38%) DSL
Database & Business Intelligence
1 66 (30.41%) Metadata
2 40 (18.43%) Data Warehouse
3 33 (15.21%) Big Data
4 31 (14.29%) Hadoop
5 30 (13.82%) NoSQL
6 21 (9.68%) Apache Cassandra
6 21 (9.68%) CockroachDB
6 21 (9.68%) Hazelcast
7 17 (7.83%) Power BI
8 13 (5.99%) Looker
8 13 (5.99%) Relational Database
9 12 (5.53%) Tableau
10 9 (4.15%) Data Lake
10 9 (4.15%) MongoDB
10 9 (4.15%) SQL Server
11 8 (3.69%) BigQuery
12 7 (3.23%) RDBMS
12 7 (3.23%) SQL Server Integration Services
13 6 (2.76%) Data Vault
14 5 (2.30%) Azure SQL Database
Development Applications
1 65 (29.95%) Git
1 65 (29.95%) Jenkins
2 64 (29.49%) Bitbucket
3 61 (28.11%) Artifactory
4 21 (9.68%) Jaeger
5 1 (0.46%) GoCD
5 1 (0.46%) JIRA
General
1 143 (65.90%) Finance
2 131 (60.37%) Law
3 129 (59.45%) Inclusion and Diversity
4 75 (34.56%) Marketing
5 43 (19.82%) Legal
6 28 (12.90%) Social Skills
7 25 (11.52%) Banking
8 24 (11.06%) Investment Banking
9 20 (9.22%) Analytical Skills
10 13 (5.99%) Presentation Skills
11 7 (3.23%) Billing
12 5 (2.30%) Games
12 5 (2.30%) Retail Banking
13 3 (1.38%) Financial Institution
13 3 (1.38%) Organisational Skills
14 2 (0.92%) Influencing Skills
14 2 (0.92%) Public Sector
15 1 (0.46%) Publishing
Job Titles
1 115 (53.00%) Software Engineer
2 98 (45.16%) Lead
3 87 (40.09%) Lead Software Engineer
4 61 (28.11%) Data Engineer
5 53 (24.42%) Senior
6 49 (22.58%) Java Engineer
6 49 (22.58%) Java Software Engineer
7 40 (18.43%) Senior Software Engineer
8 28 (12.90%) Big Data Engineer
8 28 (12.90%) Big Data Software Engineer
9 21 (9.68%) Lead Java Engineer
10 20 (9.22%) Architect
11 18 (8.29%) Data Architect
12 12 (5.53%) Data Manager
12 12 (5.53%) Principal Data Engineer
12 12 (5.53%) Principal Engineer
13 9 (4.15%) Engineering Manager
14 8 (3.69%) Analyst
14 8 (3.69%) Software Engineering Director
15 7 (3.23%) Solutions Architect
Libraries, Frameworks & Software Standards
1 64 (29.49%) JSON
1 64 (29.49%) LDAP
1 64 (29.49%) OpenID
1 64 (29.49%) RESTful
1 64 (29.49%) Web Services
1 64 (29.49%) XML
2 61 (28.11%) JSON-LD
2 61 (28.11%) SAML
3 49 (22.58%) Spring
3 49 (22.58%) Spring Boot
4 27 (12.44%) Kafka
5 21 (9.68%) JPA
5 21 (9.68%) OpenTelemetry
5 21 (9.68%) REST
6 5 (2.30%) Apache NiFi
6 5 (2.30%) CSS
6 5 (2.30%) HTML
6 5 (2.30%) React
Miscellaneous
1 76 (35.02%) Management Information System
2 64 (29.49%) Enterprise Cloud
3 62 (28.57%) Reference Data
4 57 (26.27%) Cloud Native
5 44 (20.28%) Algorithms
6 28 (12.90%) Legacy Code
7 26 (11.98%) Product Ownership
8 23 (10.60%) Foreign Exchange (FX)
9 22 (10.14%) Replication
10 8 (3.69%) Public Cloud
11 7 (3.23%) Data Structures
12 6 (2.76%) Taxonomies
13 3 (1.38%) Greenfield Project
14 1 (0.46%) PMI
14 1 (0.46%) Self-Motivation
Operating Systems
1 1 (0.46%) Linux
1 1 (0.46%) Unix
1 1 (0.46%) Windows
1 1 (0.46%) Windows Server
Processes & Methodologies
1 146 (67.28%) Agile
2 139 (64.06%) CI/CD
3 125 (57.60%) Software Engineering
4 95 (43.78%) Architectural Design
5 92 (42.40%) SDLC
6 91 (41.94%) Operational Stability
7 90 (41.47%) Continuous Delivery
7 90 (41.47%) Information Architecture
8 85 (39.17%) Community of Practice
9 82 (37.79%) Data Pipeline
10 71 (32.72%) Data Transformation
10 71 (32.72%) Roadmaps
11 69 (31.80%) Use Case
12 67 (30.88%) Test Automation
13 61 (28.11%) Identity Access Management
13 61 (28.11%) Ontologies
13 61 (28.11%) RDF
14 46 (21.20%) ETL
15 45 (20.74%) Analytics
16 43 (19.82%) Data Architecture
Programming Languages
1 95 (43.78%) SQL
2 64 (29.49%) Go
3 61 (28.11%) Prolog
3 61 (28.11%) SPARQL
4 55 (25.35%) Java
5 21 (9.68%) Groovy
6 15 (6.91%) Python
7 6 (2.76%) JavaScript
8 5 (2.30%) Scala
9 4 (1.84%) PL/SQL
9 4 (1.84%) Shell Script
10 3 (1.38%) Bash
10 3 (1.38%) C
11 2 (0.92%) Data Analysis Expressions
11 2 (0.92%) PowerShell
11 2 (0.92%) T-SQL
12 1 (0.46%) C#
12 1 (0.46%) C++
12 1 (0.46%) R
Qualifications
1 12 (5.53%) Degree
2 8 (3.69%) Computer Science Degree
3 2 (0.92%) HND
3 2 (0.92%) Security Cleared
4 1 (0.46%) ACCA
4 1 (0.46%) PMI Certification
Quality Assurance & Compliance
1 17 (7.83%) Data Quality
2 15 (6.91%) QA
3 5 (2.30%) PMO
4 3 (1.38%) SLA
System Software
1 64 (29.49%) Active Directory
2 1 (0.46%) Docker
Systems Management
1 22 (10.14%) Grafana
2 21 (9.68%) HAProxy
2 21 (9.68%) ITRS Geneos
2 21 (9.68%) Kibana
2 21 (9.68%) Prometheus
2 21 (9.68%) Zipkin
3 4 (1.84%) Kubernetes
Vendors
1 21 (9.68%) Dynatrace
1 21 (9.68%) Splunk
2 19 (8.76%) Microsoft
3 18 (8.29%) Databricks
4 11 (5.07%) Oracle
5 8 (3.69%) Google
6 5 (2.30%) Atlassian
7 3 (1.38%) Alteryx
7 3 (1.38%) Anaplan
7 3 (1.38%) Cadence
7 3 (1.38%) Cognos
7 3 (1.38%) Sybase
8 2 (0.92%) Adobe
8 2 (0.92%) MuleSoft
8 2 (0.92%) Sparx
9 1 (0.46%) CA Agile Central
9 1 (0.46%) Teradata
9 1 (0.46%) VMware