Big Data Job Trends in Scotland

Big Data
UK > Scotland

The table below provides summary statistics and salary benchmarking for jobs advertised in Scotland requiring Big Data skills. It covers permanent job vacancies from the 6 months leading up to 16 July 2026, with comparisons to the same periods in the previous two years.

6 months to
16 Jul 2026
Same period 2025 Same period 2024
Rank 130 110 50
Rank change year-on-year -20 -60 +45
Permanent jobs citing Big Data 4 38 356
As % of all permanent jobs in Scotland 0.12% 1.52% 5.91%
As % of the Database & Business Intelligence category 2.00% 9.95% 25.04%
Number of salaries quoted 4 10 17
10th Percentile £42,149 £25,000 £46,250
25th Percentile £43,982 £25,078 £65,000
Median annual salary (50th Percentile) £50,000 £25,625 £75,000
Median % change year-on-year +95.12% -65.83% +7.14%
75th Percentile £70,000 £70,000 £97,500
90th Percentile £97,000 - £101,250
UK median annual salary £72,500 £65,000 £80,000
% change year-on-year +11.54% -18.75% +14.29%

All Database & Business Intelligence Skills
Scotland

Big Data falls under the Databases and Business Intelligence category. For comparison with the information above, the following table provides summary statistics for all permanent job vacancies requiring database or business intelligence skills in Scotland.

Permanent vacancies with a requirement for database or business intelligence skills 200 382 1,422
As % of all permanent jobs advertised in Scotland 5.99% 15.26% 23.61%
Number of salaries quoted 96 134 417
10th Percentile £27,125 £33,400 £32,500
25th Percentile £35,000 £46,250 £40,000
Median annual salary (50th Percentile) £52,500 £57,500 £52,500
Median % change year-on-year -8.70% +9.52% -8.94%
75th Percentile £73,750 £77,335 £65,000
90th Percentile £92,500 £98,474 £74,700
UK median annual salary £60,000 £60,743 £57,500
% change year-on-year -1.22% +5.64% -8.00%

Big Data
Job Vacancy Trend in Scotland

Historical trend showing the proportion of permanent IT job postings citing Big Data relative to all permanent IT jobs advertised in Scotland.

Big Data job vacancy trend in Scotland

Big Data
Salary Trend in Scotland

Salary distribution trend for jobs in Scotland citing Big Data.

Salary distribution trend for jobs in Scotland citing Big Data

Big Data
Salary Histogram in Scotland

Salary distribution for jobs citing Big Data in Scotland over the 6 months to 16 July 2026.

Salary histogram for Big Data in Scotland

Big Data
Job Locations in Scotland

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Big Data within the Scotland region over the 6 months to 16 July 2026. 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
Edinburgh +1 4 £50,000 +95.12%
Big Data
UK

Big Data
Co-Occurring Skills & Capabilities in Scotland by Category

The following tables expand on the one above by listing co-occurrences grouped by category. They cover the same employment type, locality and period, with up to 20 co-occurrences shown in each category:

Application Platforms
1 2 (50.00%) Apache
1 2 (50.00%) Apache Airflow
Cloud Services
1 2 (50.00%) Cloud Composer
1 2 (50.00%) Dataform
1 2 (50.00%) GCP
2 1 (25.00%) Azure
2 1 (25.00%) Azure Data Factory
2 1 (25.00%) Azure DevOps
2 1 (25.00%) Microsoft Purview
Database & Business Intelligence
1 2 (50.00%) BigQuery
1 2 (50.00%) Metadata
2 1 (25.00%) NoSQL
2 1 (25.00%) RDBMS
2 1 (25.00%) Relational Database
2 1 (25.00%) SQL Server Integration Services
Development Applications
1 1 (25.00%) ERwin
1 1 (25.00%) Git
1 1 (25.00%) JIRA
1 1 (25.00%) VSS/SourceSafe
General
1 2 (50.00%) Inclusion and Diversity
2 1 (25.00%) Analytical Skills
2 1 (25.00%) Finance
Job Titles
1 3 (75.00%) Data Engineer
2 2 (50.00%) Big Data Engineer
2 2 (50.00%) Senior
2 2 (50.00%) Senior Big Data Engineer
2 2 (50.00%) Senior Data Engineer
3 1 (25.00%) Artificial Intelligence Engineer
Libraries, Frameworks & Software Standards
1 2 (50.00%) Great Expectations
2 1 (25.00%) CrewAI
2 1 (25.00%) LangGraph
2 1 (25.00%) NumPy
2 1 (25.00%) PyTorch
2 1 (25.00%) scikit-learn
2 1 (25.00%) TensorFlow
Miscellaneous
1 1 (25.00%) AI Agents
1 1 (25.00%) Autonomous Agent
1 1 (25.00%) Wiki
Processes & Methodologies
1 3 (75.00%) Agile
1 3 (75.00%) Data Pipeline
1 3 (75.00%) DevOps
2 2 (50.00%) Data Modelling
2 2 (50.00%) Metadata Management
2 2 (50.00%) Technical Leadership
2 2 (50.00%) User-Centered Design (UCD)
3 1 (25.00%) AI
3 1 (25.00%) Data Engineering
3 1 (25.00%) Data Governance
3 1 (25.00%) Data Management
3 1 (25.00%) Data Privacy
3 1 (25.00%) ETL
3 1 (25.00%) Kanban
3 1 (25.00%) Machine Learning
3 1 (25.00%) Microservices
3 1 (25.00%) Open Source
3 1 (25.00%) Problem-Solving
3 1 (25.00%) Scrum
3 1 (25.00%) Stakeholder Management
Programming Languages
1 4 (100.00%) SQL
2 3 (75.00%) Python
Qualifications
1 1 (25.00%) Degree
Quality Assurance & Compliance
1 2 (50.00%) Data Quality
2 1 (25.00%) GDPR
Systems Management
1 2 (50.00%) Terraform
Vendors
1 2 (50.00%) Google
2 1 (25.00%) OpenAI