ETL Contracts in Scotland

Extract, Transform and Load (ETL)
UK > Scotland

The table below provides summary statistics for contract job vacancies advertised in Scotland requiring ETL skills. It includes a benchmarking guide to the contractor rates offered in vacancies that cited ETL over the 6 months leading up to 12 June 2024, comparing them to the same period in the previous two years.

6 months to
12 Jun 2024
Same period 2023 Same period 2022
Rank 85 87 78
Rank change year-on-year +2 -9 -7
Contract jobs citing ETL 30 80 105
As % of all contract jobs advertised in Scotland 1.40% 2.99% 3.08%
As % of the Processes & Methodologies category 1.62% 3.26% 3.29%
Number of daily rates quoted 23 65 74
10th Percentile £460 £424 £416
25th Percentile £475 £456 £454
Median daily rate (50th Percentile) £494 £497 £500
Median % change year-on-year -0.54% -0.66% +11.11%
75th Percentile £500 £530 £547
90th Percentile £506 £590 £681
UK median daily rate £510 £525 £525
% change year-on-year -2.86% - +5.00%
Number of hourly rates quoted 0 1 0
Median hourly rate - £35.00 -
UK median hourly rate £45.50 £67.50 £48.21
% change year-on-year -32.59% +40.02% +78.55%

All Process and Methodology Skills
Scotland

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

Contract vacancies with a requirement for process or methodology skills 1,857 2,457 3,193
As % of all contract IT jobs advertised in Scotland 86.65% 91.95% 93.66%
Number of daily rates quoted 1,150 1,716 2,260
10th Percentile £221 £258 £250
25th Percentile £363 £400 £400
Median daily rate (50th Percentile) £464 £475 £475
Median % change year-on-year -2.26% - +11.76%
75th Percentile £573 £550 £550
90th Percentile £638 £638 £638
UK median daily rate £525 £550 £538
% change year-on-year -4.55% +2.33% +7.50%
Number of hourly rates quoted 92 57 54
10th Percentile £12.30 £10.63 £15.04
25th Percentile £15.07 £11.25 £17.56
Median hourly rate £19.50 £15.99 £37.43
Median % change year-on-year +21.95% -57.28% -6.43%
75th Percentile £42.71 £43.75 £50.27
90th Percentile £60.75 £65.63 £57.05
UK median hourly rate £37.00 £35.65 £26.00
% change year-on-year +3.79% +37.12% +13.04%

ETL
Job Vacancy Trend in Scotland

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

Job vacancy trend for ETL in Scotland

ETL
Contractor Daily Rate Trend in Scotland

3-month moving average daily rate quoted in jobs citing ETL in Scotland.

Daily rate trend for ETL in Scotland

ETL
Daily Rate Histogram in Scotland

Daily rate distribution for jobs citing ETL in Scotland over the 6 months to 12 June 2024.

Daily rate histogram for ETL in Scotland

ETL
Contractor Hourly Rate Trend in Scotland

3-month moving average hourly rates quoted in jobs citing ETL in Scotland.

Hourly rate trend for ETL in Scotland

ETL
Contract Job Locations in Scotland

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing ETL within the Scotland region over the 6 months to 12 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
Contract
IT Job Ads
Median
Daily Rate
Past 6 Months
Median Daily Rate
% Change
on Same Period
Last Year
Live
Jobs
Edinburgh -2 19 £500 +1.01% 5
Glasgow +7 7 £475 -15.29% 3
South Lanarkshire - 1 £600 -
ETL
UK

ETL
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 2 (6.67%) Apache Spark
2 1 (3.33%) Apache
Cloud Services
1 10 (33.33%) AWS
2 9 (30.00%) Amazon S3
2 9 (30.00%) AWS CloudFormation
2 9 (30.00%) AWS Lambda
2 9 (30.00%) Azure
2 9 (30.00%) Serverless
3 7 (23.33%) Dynamics 365
3 7 (23.33%) OpenShift
4 5 (16.67%) Textract
5 4 (13.33%) Power Platform
6 2 (6.67%) Amazon CloudWatch
6 2 (6.67%) Amazon SageMaker
6 2 (6.67%) Azure Data Factory
6 2 (6.67%) Azure Synapse Analytics
6 2 (6.67%) GCP
6 2 (6.67%) Rekognition
7 1 (3.33%) Cloud Run
7 1 (3.33%) Google Data Studio
7 1 (3.33%) Snowflake
Database & Business Intelligence
1 9 (30.00%) Amazon Aurora
1 9 (30.00%) PostgreSQL
2 8 (26.67%) Data Warehouse
3 4 (13.33%) Big Data
3 4 (13.33%) Elasticsearch
3 4 (13.33%) MongoDB
3 4 (13.33%) Parquet
3 4 (13.33%) Power BI
3 4 (13.33%) Star Schema
4 2 (6.67%) Data Lake
4 2 (6.67%) NoSQL
4 2 (6.67%) Oracle Database
5 1 (3.33%) BigQuery
5 1 (3.33%) DTS
5 1 (3.33%) Metadata
5 1 (3.33%) Metadata Repository
5 1 (3.33%) Spark SQL
5 1 (3.33%) SQL Server
5 1 (3.33%) SQL Server Integration Services
5 1 (3.33%) SQL Server Reporting Services
Development Applications
1 3 (10.00%) ER Studio
2 2 (6.67%) Jenkins
3 1 (3.33%) Git
General
1 11 (36.67%) Finance
2 6 (20.00%) Public Sector
3 4 (13.33%) Financial Institution
4 3 (10.00%) Social Skills
5 1 (3.33%) Banking
5 1 (3.33%) Retail
Job Titles
1 13 (43.33%) Developer
2 5 (16.67%) Data Engineer
2 5 (16.67%) Project Manager
3 4 (13.33%) Analyst
3 4 (13.33%) Automation Developer
3 4 (13.33%) Data Integration Manager
3 4 (13.33%) Dynamics 365 Analyst
3 4 (13.33%) Functional Analyst
3 4 (13.33%) Integration Manager
3 4 (13.33%) Integration Project Manager
4 3 (10.00%) Data Modeller
4 3 (10.00%) Python Developer
5 2 (6.67%) Finance Modeller
5 2 (6.67%) Java Developer
5 2 (6.67%) Lead
5 2 (6.67%) Software Developer
6 1 (3.33%) Architect
6 1 (3.33%) Data Manager
6 1 (3.33%) Dynamics 365 Project Manager
6 1 (3.33%) Functional Architect
Libraries, Frameworks & Software Standards
1 9 (30.00%) AWS CDK
2 5 (16.67%) PySpark
3 4 (13.33%) Apache Avro
3 4 (13.33%) React
4 3 (10.00%) PyTorch
4 3 (10.00%) SpaCy
5 2 (6.67%) CSS
5 2 (6.67%) HTML
5 2 (6.67%) Node.js
5 2 (6.67%) OAuth
5 2 (6.67%) OAuth2
5 2 (6.67%) RabbitMQ
5 2 (6.67%) Spring
5 2 (6.67%) Spring Boot
5 2 (6.67%) Spring Security
6 1 (3.33%) Kafka
6 1 (3.33%) REST
Miscellaneous
1 4 (13.33%) Distributed Computing
1 4 (13.33%) Legacy Systems
2 3 (10.00%) Data Protection Act
Operating Systems
1 1 (3.33%) Unix
Processes & Methodologies
1 17 (56.67%) Agile
2 13 (43.33%) Data Modelling
3 10 (33.33%) Requirements Analysis
4 9 (30.00%) Code Coverage
4 9 (30.00%) Code Quality
4 9 (30.00%) Infrastructure as Code
4 9 (30.00%) User Experience
5 8 (26.67%) Coaching
5 8 (26.67%) Community of Practice
5 8 (26.67%) Mentoring
6 7 (23.33%) Kanban
6 7 (23.33%) Roadmaps
7 6 (20.00%) Business Intelligence
8 5 (16.67%) Artificial Intelligence
8 5 (16.67%) Data Migration
8 5 (16.67%) Migration
8 5 (16.67%) Natural Language Processing
8 5 (16.67%) Scrum
8 5 (16.67%) Software Engineering
8 5 (16.67%) Stakeholder Management
Programming Languages
1 17 (56.67%) Python
2 9 (30.00%) TypeScript
3 6 (20.00%) Java
4 4 (13.33%) JavaScript
5 3 (10.00%) SQL
6 2 (6.67%) Bash
7 1 (3.33%) Shell Script
Quality Assurance & Compliance
1 9 (30.00%) Accessibility
2 4 (13.33%) Data Quality
3 1 (3.33%) Disclosure Scotland
System Software
1 7 (23.33%) Docker
Systems Management
1 7 (23.33%) Grafana
2 5 (16.67%) Kubernetes
3 2 (6.67%) Kibana
Vendors
1 6 (20.00%) Databricks
2 5 (16.67%) Microsoft
3 4 (13.33%) Alteryx
4 3 (10.00%) Cognizant
4 3 (10.00%) IDERA
5 2 (6.67%) Oracle
6 1 (3.33%) Google