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 25 April 2024 with a comparison to the same period in the previous 2 years.

6 months to
25 Apr 2024
Same period 2023 Same period 2022
Rank 93 135 133
Rank change year-on-year +42 -2 -40
Permanent jobs citing Data Modelling 274 95 122
As % of all permanent jobs advertised in Scotland 4.09% 2.00% 2.15%
As % of the Processes & Methodologies category 4.40% 2.12% 2.35%
Number of salaries quoted 39 42 54
10th Percentile £42,591 £36,510 £31,450
25th Percentile £50,670 £46,250 £41,250
Median annual salary (50th Percentile) £65,000 £65,000 £50,000
Median % change year-on-year - +30.00% -4.76%
75th Percentile £76,250 £76,875 £63,125
90th Percentile £80,750 £90,000 £73,750
UK median annual salary £65,000 £67,003 £65,000
% change year-on-year -2.99% +3.08% +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 6,227 4,478 5,183
As % of all permanent jobs advertised in Scotland 92.90% 94.17% 91.23%
Number of salaries quoted 2,420 2,245 2,766
10th Percentile £28,750 £32,133 £30,000
25th Percentile £40,000 £42,000 £40,000
Median annual salary (50th Percentile) £52,500 £57,810 £52,500
Median % change year-on-year -9.19% +10.11% +5.00%
75th Percentile £65,000 £75,000 £66,250
90th Percentile £80,000 £85,000 £81,250
UK median annual salary £55,000 £61,700 £60,000
% change year-on-year -10.86% +2.83% +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 25 April 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 25 April 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 +25 232 £65,000 -2.99% 7
Edinburgh +21 20 £67,788 +4.29% 5
Lanarkshire +3 13 £42,500 - 1
Renfrewshire -2 1 £44,436 - 1
Aberdeen -11 1 £100,000 +35.59%
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 73 (26.64%) Apache Spark
2 31 (11.31%) Apache
3 21 (7.66%) GemFire
4 2 (0.73%) SharePoint
5 1 (0.36%) SAS
Applications
1 7 (2.55%) Microsoft Excel
2 2 (0.73%) Microsoft PowerPoint
Business Applications
1 2 (0.73%) Sparx Enterprise Architect
Cloud Services
1 74 (27.01%) AWS
2 27 (9.85%) Azure
3 11 (4.01%) Power Platform
4 10 (3.65%) Azure Data Factory
4 10 (3.65%) Azure DevOps
4 10 (3.65%) GCP
5 6 (2.19%) Snowflake
6 5 (1.82%) SaaS
7 4 (1.46%) IaaS
7 4 (1.46%) PaaS
8 1 (0.36%) Cloud Computing
Communications & Networking
1 68 (24.82%) Kerberos
2 18 (6.57%) DSL
Database & Business Intelligence
1 73 (26.64%) Big Data
2 69 (25.18%) Metadata
3 47 (17.15%) Hadoop
3 47 (17.15%) NoSQL
4 31 (11.31%) Data Warehouse
5 29 (10.58%) Relational Database
6 28 (10.22%) Looker
7 24 (8.76%) MongoDB
8 23 (8.39%) Data Lake
8 23 (8.39%) Tableau
9 22 (8.03%) Apache Cassandra
10 21 (7.66%) CockroachDB
10 21 (7.66%) Hazelcast
11 18 (6.57%) DB2
12 11 (4.01%) Flink
12 11 (4.01%) Power BI
13 9 (3.28%) BigQuery
13 9 (3.28%) SQL Server
14 8 (2.92%) RDBMS
15 6 (2.19%) SQL Server Integration Services
Development Applications
1 68 (24.82%) Bitbucket
1 68 (24.82%) Git
1 68 (24.82%) Jenkins
2 65 (23.72%) Artifactory
3 21 (7.66%) Jaeger
4 1 (0.36%) JUnit
General
1 209 (76.28%) Finance
2 206 (75.18%) Inclusion and Diversity
2 206 (75.18%) Law
3 134 (48.91%) Marketing
4 57 (20.80%) Legal
5 42 (15.33%) Banking
6 39 (14.23%) Investment Banking
7 32 (11.68%) Analytical Skills
8 26 (9.49%) Presentation Skills
9 24 (8.76%) Social Skills
10 18 (6.57%) Financial Institution
11 7 (2.55%) Billing
12 6 (2.19%) Retail Banking
13 5 (1.82%) Games
14 3 (1.09%) Organisational Skills
15 2 (0.73%) Public Sector
16 1 (0.36%) Publishing
Job Titles
1 151 (55.11%) Software Engineer
2 114 (41.61%) Lead
3 106 (38.69%) Lead Software Engineer
4 85 (31.02%) Data Engineer
5 64 (23.36%) Java Engineer
5 64 (23.36%) Java Software Engineer
6 51 (18.61%) Senior
7 49 (17.88%) Software Engineering Director
8 43 (15.69%) Big Data Engineer
8 43 (15.69%) Big Data Software Engineer
9 42 (15.33%) Senior Software Engineer
10 21 (7.66%) Lead Java Engineer
10 21 (7.66%) Technology Director
11 20 (7.30%) UI Engineer
12 15 (5.47%) Architect
13 13 (4.74%) Data Architect
13 13 (4.74%) Principal Engineer
14 12 (4.38%) Principal Data Engineer
15 9 (3.28%) Data Manager
15 9 (3.28%) Engineering Manager
Libraries, Frameworks & Software Standards
1 74 (27.01%) Spring
1 74 (27.01%) Spring Boot
2 69 (25.18%) Web Services
3 68 (24.82%) JSON
3 68 (24.82%) LDAP
3 68 (24.82%) OpenID
3 68 (24.82%) RESTful
3 68 (24.82%) XML
4 65 (23.72%) JSON-LD
4 65 (23.72%) SAML
5 44 (16.06%) Kafka
6 30 (10.95%) React
7 22 (8.03%) Apache NiFi
8 21 (7.66%) JPA
8 21 (7.66%) OpenTelemetry
8 21 (7.66%) REST
9 20 (7.30%) CSS
9 20 (7.30%) HTML
10 10 (3.65%) AngularJS
Miscellaneous
1 114 (41.61%) Cloud Native
2 95 (34.67%) Management Information System
3 73 (26.64%) Product Ownership
4 68 (24.82%) Enterprise Cloud
5 66 (24.09%) Reference Data
6 59 (21.53%) Algorithms
7 43 (15.69%) Legacy Code
8 38 (13.87%) Public Cloud
9 22 (8.03%) Taxonomies
10 21 (7.66%) Foreign Exchange (FX)
10 21 (7.66%) Replication
11 10 (3.65%) Enterprise Software
12 5 (1.82%) Data Structures
13 1 (0.36%) Distributed Systems
13 1 (0.36%) Greenfield Project
13 1 (0.36%) IoT
13 1 (0.36%) Self-Motivation
Operating Systems
1 1 (0.36%) Linux
Processes & Methodologies
1 204 (74.45%) CI/CD
2 200 (72.99%) Software Engineering
3 194 (70.80%) Agile
4 135 (49.27%) Operational Stability
5 129 (47.08%) Architectural Design
6 126 (45.99%) SDLC
7 124 (45.26%) Continuous Delivery
7 124 (45.26%) Information Architecture
8 114 (41.61%) Community of Practice
8 114 (41.61%) Data Pipeline
9 93 (33.94%) Machine Learning
10 89 (32.48%) Use Case
11 86 (31.39%) Test Automation
12 74 (27.01%) Analytics
12 74 (27.01%) Roadmaps
13 71 (25.91%) Artificial Intelligence
13 71 (25.91%) Data Transformation
14 65 (23.72%) Identity Access Management
14 65 (23.72%) Ontologies
14 65 (23.72%) RDF
Programming Languages
1 135 (49.27%) SQL
2 95 (34.67%) Java
3 69 (25.18%) Go
4 65 (23.72%) Prolog
4 65 (23.72%) SPARQL
5 54 (19.71%) Python
6 21 (7.66%) Groovy
6 21 (7.66%) Scala
7 20 (7.30%) JavaScript
8 19 (6.93%) PL/SQL
9 3 (1.09%) C
10 2 (0.73%) T-SQL
11 1 (0.36%) Bash
11 1 (0.36%) C++
11 1 (0.36%) R
Qualifications
1 11 (4.01%) Degree
2 8 (2.92%) Computer Science Degree
3 2 (0.73%) HND
3 2 (0.73%) Security Cleared
Quality Assurance & Compliance
1 20 (7.30%) PMO
2 19 (6.93%) SLA
3 12 (4.38%) QA
4 10 (3.65%) Data Quality
System Software
1 68 (24.82%) Active Directory
2 1 (0.36%) Docker
Systems Management
1 21 (7.66%) Grafana
1 21 (7.66%) HAProxy
1 21 (7.66%) ITRS Geneos
1 21 (7.66%) Kibana
1 21 (7.66%) Prometheus
1 21 (7.66%) Zipkin
2 19 (6.93%) Kubernetes
3 1 (0.36%) Rancher
Vendors
1 56 (20.44%) Databricks
2 25 (9.12%) Oracle
3 21 (7.66%) Dynatrace
3 21 (7.66%) Splunk
4 20 (7.30%) Atlassian
5 18 (6.57%) Alteryx
5 18 (6.57%) Cognos
5 18 (6.57%) Sybase
6 10 (3.65%) Microsoft
7 9 (3.28%) Google
8 3 (1.09%) Anaplan
8 3 (1.09%) Cadence
9 2 (0.73%) Sparx
10 1 (0.36%) Dell
10 1 (0.36%) Informatica
10 1 (0.36%) StreamSets
10 1 (0.36%) Teradata