Data Modelling Jobs in Scotland

Data Modelling
UK > Scotland

The following table provides summary statistics for permanent job vacancies advertised in Scotland 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 1 June 2024 with a comparison to the same period in the previous 2 years.

6 months to
1 Jun 2024
Same period 2023 Same period 2022
Rank 93 132 134
Rank change year-on-year +39 +2 -38
Permanent jobs citing Data Modelling 269 80 130
As % of all permanent jobs advertised in Scotland 3.93% 1.84% 2.14%
As % of the Processes & Methodologies category 4.34% 1.95% 2.35%
Number of salaries quoted 39 41 65
10th Percentile £42,591 £36,510 £28,750
25th Percentile £48,170 £50,000 £38,000
Median annual salary (50th Percentile) £65,000 £65,000 £48,525
Median % change year-on-year - +33.95% -7.57%
75th Percentile £76,250 £75,000 £65,000
90th Percentile £80,750 £90,000 £74,500
UK median annual salary £65,700 £67,500 £65,000
% change year-on-year -2.67% +3.85% +13.04%

All Process and Methodology Skills
Scotland

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 Scotland with a requirement for process or methodology skills.

Permanent vacancies with a requirement for process or methodology skills 6,205 4,105 5,541
As % of all permanent jobs advertised in Scotland 90.74% 94.35% 91.10%
Number of salaries quoted 2,476 2,058 2,852
10th Percentile £28,250 £32,000 £31,250
25th Percentile £40,000 £41,563 £41,250
Median annual salary (50th Percentile) £52,500 £57,500 £55,000
Median % change year-on-year -8.70% +4.55% +15.79%
75th Percentile £65,000 £72,500 £68,750
90th Percentile £80,000 £85,000 £83,000
UK median annual salary £55,000 £60,800 £60,000
% change year-on-year -9.54% +1.33% +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 1 June 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 1 June 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 +23 228 £65,000 -2.99% 5
Edinburgh +18 19 £70,576 +8.58% 9
Lanarkshire +1 13 £42,500 -39.29% 1
Renfrewshire -3 1 £44,436 +8.77%
Aberdeen -11 1 £100,000 +35.59% 1
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 68 (25.28%) Apache Spark
2 29 (10.78%) Apache
3 21 (7.81%) GemFire
4 2 (0.74%) SharePoint
5 1 (0.37%) SAS
Applications
1 7 (2.60%) Microsoft Excel
2 2 (0.74%) Microsoft PowerPoint
Business Applications
1 2 (0.74%) Sparx Enterprise Architect
Cloud Services
1 71 (26.39%) AWS
2 31 (11.52%) Azure
3 15 (5.58%) Power Platform
4 10 (3.72%) Azure Data Factory
4 10 (3.72%) Azure DevOps
5 9 (3.35%) GCP
6 5 (1.86%) Snowflake
7 4 (1.49%) IaaS
7 4 (1.49%) PaaS
7 4 (1.49%) SaaS
8 1 (0.37%) Cloud Computing
8 1 (0.37%) OpenShift
Communications & Networking
1 68 (25.28%) Kerberos
2 16 (5.95%) DSL
Database & Business Intelligence
1 69 (25.65%) Metadata
2 68 (25.28%) Big Data
3 44 (16.36%) Hadoop
3 44 (16.36%) NoSQL
4 35 (13.01%) Data Warehouse
5 27 (10.04%) Relational Database
6 26 (9.67%) Looker
7 24 (8.92%) Tableau
8 22 (8.18%) MongoDB
9 21 (7.81%) Apache Cassandra
9 21 (7.81%) CockroachDB
9 21 (7.81%) Data Lake
9 21 (7.81%) Hazelcast
10 16 (5.95%) DB2
11 15 (5.58%) Power BI
12 10 (3.72%) Flink
13 9 (3.35%) BigQuery
13 9 (3.35%) SQL Server
14 8 (2.97%) RDBMS
15 6 (2.23%) SQL Server Integration Services
Development Applications
1 69 (25.65%) Git
1 69 (25.65%) Jenkins
2 68 (25.28%) Bitbucket
3 65 (24.16%) Artifactory
4 21 (7.81%) Jaeger
5 1 (0.37%) GoCD
5 1 (0.37%) JIRA
General
1 201 (74.72%) Finance
2 198 (73.61%) Law
3 197 (73.23%) Inclusion and Diversity
4 128 (47.58%) Marketing
5 55 (20.45%) Legal
6 40 (14.87%) Banking
7 37 (13.75%) Investment Banking
8 30 (11.15%) Analytical Skills
9 28 (10.41%) Presentation Skills
10 24 (8.92%) Social Skills
11 16 (5.95%) Financial Institution
12 7 (2.60%) Billing
13 6 (2.23%) Retail Banking
14 5 (1.86%) Games
15 3 (1.12%) Organisational Skills
16 2 (0.74%) Public Sector
17 1 (0.37%) Publishing
Job Titles
1 146 (54.28%) Software Engineer
2 112 (41.64%) Lead
3 104 (38.66%) Lead Software Engineer
4 81 (30.11%) Data Engineer
5 62 (23.05%) Java Engineer
5 62 (23.05%) Java Software Engineer
6 51 (18.96%) Senior
7 45 (16.73%) Software Engineering Director
8 42 (15.61%) Senior Software Engineer
9 41 (15.24%) Big Data Engineer
9 41 (15.24%) Big Data Software Engineer
10 21 (7.81%) Lead Java Engineer
11 19 (7.06%) Architect
11 19 (7.06%) Technology Director
12 18 (6.69%) UI Engineer
13 17 (6.32%) Data Architect
14 12 (4.46%) Principal Data Engineer
14 12 (4.46%) Principal Engineer
15 9 (3.35%) Data Manager
15 9 (3.35%) Engineering Manager
Libraries, Frameworks & Software Standards
1 72 (26.77%) Spring
1 72 (26.77%) Spring Boot
2 68 (25.28%) JSON
2 68 (25.28%) LDAP
2 68 (25.28%) OpenID
2 68 (25.28%) RESTful
2 68 (25.28%) Web Services
2 68 (25.28%) XML
3 65 (24.16%) JSON-LD
3 65 (24.16%) SAML
4 41 (15.24%) Kafka
5 28 (10.41%) React
6 21 (7.81%) JPA
6 21 (7.81%) OpenTelemetry
6 21 (7.81%) REST
7 19 (7.06%) Apache NiFi
8 18 (6.69%) CSS
8 18 (6.69%) HTML
9 10 (3.72%) AngularJS
Miscellaneous
1 107 (39.78%) Cloud Native
2 93 (34.57%) Management Information System
3 68 (25.28%) Enterprise Cloud
4 66 (24.54%) Product Ownership
4 66 (24.54%) Reference Data
5 57 (21.19%) Algorithms
6 41 (15.24%) Legacy Code
7 34 (12.64%) Public Cloud
8 21 (7.81%) Foreign Exchange (FX)
8 21 (7.81%) Replication
9 20 (7.43%) Taxonomies
10 10 (3.72%) Enterprise Software
11 5 (1.86%) Data Structures
12 1 (0.37%) Greenfield Project
12 1 (0.37%) IoT
12 1 (0.37%) Self-Motivation
Operating Systems
1 1 (0.37%) Linux
1 1 (0.37%) Unix
1 1 (0.37%) Windows
1 1 (0.37%) Windows Server
Processes & Methodologies
1 195 (72.49%) CI/CD
2 191 (71.00%) Software Engineering
3 190 (70.63%) Agile
4 131 (48.70%) Operational Stability
5 125 (46.47%) Architectural Design
6 123 (45.72%) SDLC
7 120 (44.61%) Continuous Delivery
7 120 (44.61%) Information Architecture
8 112 (41.64%) Community of Practice
9 110 (40.89%) Data Pipeline
10 87 (32.34%) Use Case
11 86 (31.97%) Machine Learning
12 84 (31.23%) Test Automation
13 75 (27.88%) Roadmaps
14 72 (26.77%) Analytics
15 71 (26.39%) Data Transformation
16 67 (24.91%) Artificial Intelligence
17 65 (24.16%) Identity Access Management
17 65 (24.16%) Ontologies
17 65 (24.16%) RDF
Programming Languages
1 130 (48.33%) SQL
2 91 (33.83%) Java
3 68 (25.28%) Go
4 65 (24.16%) Prolog
4 65 (24.16%) SPARQL
5 50 (18.59%) Python
6 21 (7.81%) Groovy
7 19 (7.06%) JavaScript
8 18 (6.69%) PL/SQL
8 18 (6.69%) Scala
9 3 (1.12%) C
10 2 (0.74%) Shell Script
10 2 (0.74%) T-SQL
11 1 (0.37%) Bash
11 1 (0.37%) C++
11 1 (0.37%) R
Qualifications
1 12 (4.46%) Degree
2 8 (2.97%) Computer Science Degree
3 2 (0.74%) HND
3 2 (0.74%) Security Cleared
Quality Assurance & Compliance
1 18 (6.69%) PMO
2 17 (6.32%) SLA
3 12 (4.46%) QA
4 10 (3.72%) Data Quality
System Software
1 68 (25.28%) Active Directory
2 1 (0.37%) Docker
Systems Management
1 22 (8.18%) Grafana
2 21 (7.81%) HAProxy
2 21 (7.81%) ITRS Geneos
2 21 (7.81%) Kibana
2 21 (7.81%) Prometheus
2 21 (7.81%) Zipkin
3 17 (6.32%) Kubernetes
Vendors
1 52 (19.33%) Databricks
2 24 (8.92%) Oracle
3 21 (7.81%) Dynatrace
3 21 (7.81%) Splunk
4 18 (6.69%) Atlassian
5 16 (5.95%) Alteryx
5 16 (5.95%) Cognos
5 16 (5.95%) Sybase
6 10 (3.72%) Microsoft
7 8 (2.97%) Google
8 3 (1.12%) Anaplan
8 3 (1.12%) Cadence
9 2 (0.74%) Sparx
10 1 (0.37%) CA Agile Central
10 1 (0.37%) Informatica
10 1 (0.37%) Teradata
10 1 (0.37%) VMware