Period
to 27 May 2020

The following table provides summary statistics for contract job vacancies advertised in Glasgow 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 27 May 2020 with a comparison to the same period in the previous 2 years.

Note that daily and hourly rates are treated separately in these statistics. When calculating contractor rate percentiles, daily rates are never derived from quoted hourly rates or vice versa.

Extract, Transform and Load (ETL)
Scotland > Glasgow
6 months to
27 May 2020
Same period 2019 Same period 2018
Rank 65 58 62
Rank change year-on-year -7 +4 -17
Contract jobs citing ETL 7 49 51
As % of all contract jobs advertised in Glasgow 0.85% 3.42% 3.28%
As % of the Processes & Methodologies category 1.00% 3.88% 3.74%
Number of daily rates quoted 4 26 42
Median daily rate £495 £425 £395
Median daily rate % change year-on-year +16.47% +7.59% +8.97%
10th Percentile £473 £336 £305
90th Percentile £532 £594 £524
Scotland median daily rate £450 £450 £400
% change year-on-year - +12.50% -5.88%
Number of hourly rates quoted 0 0 0
Median hourly rate - - -
Scotland median hourly rate £45.00 - -

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 Glasgow with a requirement for process or methodology skills.

All Process and Methodology Skills
Glasgow
Contract vacancies with a requirement for process or methodology skills 700 1,263 1,363
As % of all contract IT jobs advertised in Glasgow 84.54% 88.26% 87.60%
Number of daily rates quoted 416 782 825
Median daily rate £425 £419 £388
Median daily rate % change year-on-year +1.49% +8.06% +4.73%
10th Percentile £300 £282 £263
90th Percentile £575 £575 £528
Scotland median daily rate £425 £425 £400
% change year-on-year - +6.25% +5.26%
Number of hourly rates quoted 42 43 26
Median hourly rate £20.18 £25.50 £17.93
Median hourly rate % change year-on-year -20.87% +42.22% -15.40%
10th Percentile £11.17 £12.25 £10.10
90th Percentile £35.00 £39.60 £35.00
Median hourly rate £26.50 £23.13 £20.75
% change year-on-year +14.59% +11.45% -9.78%

ETL
Job Vacancy Trend in Glasgow

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

Job vacancy trend for ETL in Glasgow

ETL
Contractor Daily Rate Trend in Glasgow

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

Daily rate trend for ETL in Glasgow

For the 6 months to 27 May 2020, IT contractor jobs citing ETL also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all contract job ads across the Glasgow region with a requirement for ETL.

1 5 (71.43%) Migration
1 5 (71.43%) Agile Software Development
1 5 (71.43%) RESTful
1 5 (71.43%) Microservices
2 3 (42.86%) NoSQL
2 3 (42.86%) JSON
2 3 (42.86%) SOAP
2 3 (42.86%) Web Services
2 3 (42.86%) XML
2 3 (42.86%) Data Modelling
2 3 (42.86%) HTTP
2 3 (42.86%) RDBMS
2 3 (42.86%) Relational Database
3 2 (28.57%) Data Migration
3 2 (28.57%) Public Sector
3 2 (28.57%) Dell
3 2 (28.57%) Public Cloud
3 2 (28.57%) Boomi
3 2 (28.57%) Data Quality
4 1 (14.29%) Big Data
4 1 (14.29%) Kafka
4 1 (14.29%) Apache Avro
4 1 (14.29%) User Stories
4 1 (14.29%) Metadata Management
4 1 (14.29%) Data Transformation
4 1 (14.29%) Data Centre
4 1 (14.29%) Data Ingestion
4 1 (14.29%) Data Lake
4 1 (14.29%) Apache NiFi
4 1 (14.29%) SQL Server Analysis Services

ETL
Co-occurring IT Skills in Glasgow by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same job type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Cloud Services
1 2 (28.57%) Boomi
2 1 (14.29%) Azure
Communications & Networking
1 3 (42.86%) HTTP
Database & Business Intelligence
1 3 (42.86%) NoSQL
1 3 (42.86%) RDBMS
1 3 (42.86%) Relational Database
2 1 (14.29%) Azure SQL Database
2 1 (14.29%) Big Data
2 1 (14.29%) Data Lake
2 1 (14.29%) Data Warehouse
2 1 (14.29%) SAP Data Services
2 1 (14.29%) SQL Server Analysis Services
2 1 (14.29%) SQL Server Integration Services
2 1 (14.29%) SQL Server Reporting Services
General
1 2 (28.57%) Public Sector
Job Titles
1 6 (85.71%) Architect
2 3 (42.86%) Data Architect
2 3 (42.86%) Integration Architect
3 1 (14.29%) Developer
3 1 (14.29%) ETL Developer
Libraries, Frameworks & Software Standards
1 5 (71.43%) RESTful
2 3 (42.86%) JSON
2 3 (42.86%) SOAP
2 3 (42.86%) Web Services
2 3 (42.86%) XML
3 1 (14.29%) Apache Avro
3 1 (14.29%) Apache NiFi
3 1 (14.29%) Kafka
Miscellaneous
1 2 (28.57%) Public Cloud
2 1 (14.29%) Data Centre
2 1 (14.29%) Management Information System
Processes & Methodologies
1 5 (71.43%) Agile Software Development
1 5 (71.43%) Microservices
1 5 (71.43%) Migration
2 3 (42.86%) Data Modelling
3 2 (28.57%) Data Migration
4 1 (14.29%) Data Ingestion
4 1 (14.29%) Data Transformation
4 1 (14.29%) Metadata Management
4 1 (14.29%) User Stories
Programming Languages
1 1 (14.29%) SQL
Quality Assurance & Compliance
1 2 (28.57%) Data Quality
Vendors
1 2 (28.57%) Dell
2 1 (14.29%) SAP