ETL Contracts in Scotland

Extract, Transform and Load (ETL)
UK > Scotland

The following table provides summary statistics for contract job vacancies advertised in Scotland with a requirement for ETL skills. Included is a benchmarking guide to the contractor rates offered in vacancies that have cited ETL over the 6 months to 30 April 2024 with a comparison to the same period in the previous 2 years.

6 months to
30 Apr 2024
Same period 2023 Same period 2022
Rank 99 74 78
Rank change year-on-year -25 +4 0
Contract jobs citing ETL 30 100 100
As % of all contract jobs advertised in Scotland 1.35% 3.49% 2.84%
As % of the Processes & Methodologies category 1.53% 3.77% 3.06%
Number of daily rates quoted 24 79 66
10th Percentile £452 £406 £381
25th Percentile £456 £443 £450
Median daily rate (50th Percentile) £486 £490 £500
Median % change year-on-year -0.87% -2.00% +11.11%
75th Percentile £506 £519 £567
90th Percentile £529 £590 £711
UK median daily rate £525 £525 £525
% change year-on-year - - +5.00%
Number of hourly rates quoted 0 1 0
Median hourly rate - £35.00 -
UK median hourly rate £49.50 £43.63 £41.50
% change year-on-year +13.45% +5.13% +29.69%

All Process and Methodology Skills
Scotland

ETL is in the Processes and Methodologies category. The following table is for comparison with the above and provides summary statistics for all contract job vacancies advertised in Scotland with a requirement for process or methodology skills.

Contract vacancies with a requirement for process or methodology skills 1,963 2,651 3,272
As % of all contract IT jobs advertised in Scotland 88.54% 92.63% 92.90%
Number of daily rates quoted 1,196 1,908 2,313
10th Percentile £229 £263 £241
25th Percentile £400 £408 £394
Median daily rate (50th Percentile) £475 £475 £465
Median % change year-on-year - +2.15% +9.41%
75th Percentile £588 £556 £550
90th Percentile £675 £650 £624
UK median daily rate £525 £550 £525
% change year-on-year -4.55% +4.76% +7.69%
Number of hourly rates quoted 94 54 46
10th Percentile £12.36 £10.63 £15.04
25th Percentile £16.00 £11.51 £18.35
Median hourly rate £19.34 £17.72 £40.00
Median % change year-on-year +9.11% -55.69% -0.01%
75th Percentile £40.94 £53.75 £49.34
90th Percentile £60.75 £66.09 £55.75
UK median hourly rate £35.65 £37.30 £25.00
% change year-on-year -4.42% +49.20% -

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 30 April 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 30 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
Contract
IT Job Ads
Median
Daily Rate
Past 6 Months
Median Daily Rate
% Change
on Same Period
Last Year
Live
Jobs
Edinburgh -8 17 £500 +2.15% 5
Glasgow -6 8 £475 -1.30% 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 3 (10.00%) Apache Spark
1 3 (10.00%) CMS
2 1 (3.33%) Apache
2 1 (3.33%) Apache Airflow
Cloud Services
1 10 (33.33%) AWS
2 8 (26.67%) Amazon S3
2 8 (26.67%) AWS CloudFormation
2 8 (26.67%) AWS Lambda
2 8 (26.67%) Serverless
3 6 (20.00%) Azure
3 6 (20.00%) OpenShift
4 4 (13.33%) Amazon SageMaker
4 4 (13.33%) Dynamics 365
4 4 (13.33%) Power Platform
4 4 (13.33%) Rekognition
4 4 (13.33%) Textract
5 3 (10.00%) GCP
6 2 (6.67%) Amazon CloudWatch
6 2 (6.67%) Azure Data Factory
6 2 (6.67%) Azure Synapse Analytics
6 2 (6.67%) Snowflake
7 1 (3.33%) Cloud Run
7 1 (3.33%) Google Data Studio
Database & Business Intelligence
1 9 (30.00%) Data Warehouse
2 8 (26.67%) Amazon Aurora
2 8 (26.67%) PostgreSQL
3 5 (16.67%) Big Data
4 4 (13.33%) Elasticsearch
4 4 (13.33%) MongoDB
4 4 (13.33%) Parquet
4 4 (13.33%) Power BI
4 4 (13.33%) Star Schema
5 2 (6.67%) BigQuery
5 2 (6.67%) Data Lake
5 2 (6.67%) NoSQL
5 2 (6.67%) Oracle Database
6 1 (3.33%) Hadoop
6 1 (3.33%) Metadata
6 1 (3.33%) Metadata Repository
6 1 (3.33%) Spark SQL
6 1 (3.33%) SQL Server Integration Services
6 1 (3.33%) SQL Server Reporting Services
6 1 (3.33%) Tableau
Development Applications
1 3 (10.00%) Cypress.io
1 3 (10.00%) ER Studio
1 3 (10.00%) GitLab
2 2 (6.67%) Jenkins
2 2 (6.67%) JIRA
3 1 (3.33%) Git
General
1 9 (30.00%) Finance
2 6 (20.00%) Public Sector
3 4 (13.33%) Financial Institution
3 4 (13.33%) Social Skills
4 1 (3.33%) Banking
4 1 (3.33%) Pharmaceutical
4 1 (3.33%) Retail
4 1 (3.33%) Tech for Good
Job Titles
1 15 (50.00%) Developer
2 6 (20.00%) Data Engineer
3 4 (13.33%) Analyst
3 4 (13.33%) Dynamics 365 Analyst
3 4 (13.33%) Functional Analyst
4 3 (10.00%) Architect
4 3 (10.00%) Data Modeller
4 3 (10.00%) Pega Developer
4 3 (10.00%) Python Developer
4 3 (10.00%) Software Developer
5 2 (6.67%) Finance Modeller
5 2 (6.67%) Java Developer
5 2 (6.67%) Lead
6 1 (3.33%) AWS Engineer
6 1 (3.33%) Cloud Architect
6 1 (3.33%) Data Architect
6 1 (3.33%) Dynamics 365 Architect
6 1 (3.33%) GCP Data Architect
6 1 (3.33%) Java Software Developer
6 1 (3.33%) Snowflake Architect
Libraries, Frameworks & Software Standards
1 8 (26.67%) AWS CDK
2 5 (16.67%) PySpark
3 4 (13.33%) Apache Avro
3 4 (13.33%) React
4 3 (10.00%) JSON
4 3 (10.00%) JSP
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 2 (6.67%) Data Protection Act
3 1 (3.33%) Renewable Energy
Operating Systems
1 1 (3.33%) Unix
Processes & Methodologies
1 16 (53.33%) Agile
2 14 (46.67%) Data Modelling
3 10 (33.33%) Requirements Analysis
4 9 (30.00%) Infrastructure as Code
5 8 (26.67%) Analytics
5 8 (26.67%) Business Intelligence
5 8 (26.67%) Code Coverage
5 8 (26.67%) Code Quality
5 8 (26.67%) User Experience
6 7 (23.33%) Coaching
6 7 (23.33%) Community of Practice
6 7 (23.33%) Mentoring
6 7 (23.33%) Pair Programming
6 7 (23.33%) Roadmaps
7 6 (20.00%) Human-Centred Design
7 6 (20.00%) Inclusive Design
7 6 (20.00%) Kanban
8 5 (16.67%) Machine Learning
8 5 (16.67%) Test Automation
9 4 (13.33%) Product Management
Programming Languages
1 18 (60.00%) Python
2 11 (36.67%) Java
3 8 (26.67%) TypeScript
4 7 (23.33%) JavaScript
5 4 (13.33%) SQL
6 2 (6.67%) Bash
7 1 (3.33%) Perl
7 1 (3.33%) Shell Script
Qualifications
1 1 (3.33%) Computer Science Degree
1 1 (3.33%) Degree
1 1 (3.33%) Master's Degree
Quality Assurance & Compliance
1 10 (33.33%) Accessibility
2 4 (13.33%) Data Quality
3 2 (6.67%) Disclosure Scotland
System Software
1 6 (20.00%) Docker
Systems Management
1 6 (20.00%) Grafana
2 4 (13.33%) Kubernetes
3 2 (6.67%) Kibana
Vendors
1 6 (20.00%) Databricks
2 5 (16.67%) Microsoft
3 3 (10.00%) IDERA
3 3 (10.00%) Pega
4 2 (6.67%) Google
4 2 (6.67%) Oracle