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 3 months to 30 March 2017 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
3 months to
30 Mar 2017
Same period 2016 Same period 2015
Rank 37 42 43
Rank change year-on-year +5 +1  
Contract jobs citing ETL 21 18 25
As % of all contract IT jobs advertised in Glasgow 3.91% 3.08% 2.93%
As % of the Processes & Methodologies category 4.62% 3.67% 3.44%
Number of daily rates quoted 13 8 14
Median daily rate £325 £318 £421
Median daily rate % change year-on-year +2.36% -24.62%  
90% offered a daily rate of more than £235 £300 £340
10% offered a daily rate of more than £400 £413 £450
UK excluding London median daily rate £400 £400 £400
Number of hourly rates quoted 0 0 0
Median hourly rate - - -
UK excluding London median hourly rate £37.50 - £40.00

ETL is in the process and methodology skills category. The next table is for comparison with the above and provides summary statistics for all contract job vacancies advertised in Glasgow with a requirement for process and methodology skills.

Contract Process & Methodology Skills
Glasgow
Contract job vacancies with a requirement for process and methodology skills 455 490 726
As % of all contract IT job vacancies advertised in Glasgow 84.73% 83.76% 85.21%
Number of daily rates quoted 254 274 426
Median daily rate £370 £325 £400
Median daily rate % change year-on-year +13.84% -18.75%  
90% offered a daily rate of more than £231 £200 £263
10% offered a daily rate of more than £475 £450 £525
UK excluding London median daily rate £410 £400 £396
% change year-on-year +2.50% +1.01%  
Number of hourly rates quoted 2 6 20
Median hourly rate £17.36 £30.00 £27.50
Median hourly rate % change year-on-year -42.15% +9.09%  
90% offered a hourly rate of more than £17.33 £13.45 £12.10
10% offered a hourly rate of more than £17.38 £32.50 £68.00
UK excluding London median hourly rate £35.75 £38.00 £30.00
% change year-on-year -5.92% +26.66%  

ETL
Job Vacancy Trend in Glasgow

The job posting trend of jobs advertised in Glasgow citing ETL as a proportion of all contract or permanent IT jobs with a match in the Processes & Methodologies category.

Job vacancy trend for ETL in Glasgow

ETL
Contractor Daily Rate Trend in Glasgow

This chart provides the 3-month moving average for daily rates quoted in contract jobs citing ETL in Glasgow.

Contractor daily rate trend for ETL in Glasgow

ETL
Contractor Daily Rate Histogram in Glasgow

The daily rate distribution of IT jobs citing ETL in Glasgow over the 3 months to 30 March 2017.

Contractor daily rate histogram for ETL in Glasgow

For the 6 months to 30 March 2017, IT contractor jobs citing ETL also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all contract ads across the Glasgow region with a requirement for ETL.

1 29 (59.18%) SQL
2 18 (36.73%) Data Warehouse
3 16 (32.65%) Data Modelling
4 14 (28.57%) SQL Server
4 14 (28.57%) Finance
4 14 (28.57%) Data Management
5 12 (24.49%) SQL Server Integration Services
6 11 (22.45%) Business Intelligence
7 10 (20.41%) Migration
8 9 (18.37%) GAP Analysis
8 9 (18.37%) SQL Server Reporting Services
8 9 (18.37%) Data Analysis
8 9 (18.37%) User Acceptance Testing
8 9 (18.37%) Data Migration
8 9 (18.37%) SQL Server 2012
9 8 (16.33%) Master Data Management
9 8 (16.33%) Logical Data Model
9 8 (16.33%) Physical Data Model
10 7 (14.29%) Analytical Skills
10 7 (14.29%) Visualisation
11 6 (12.24%) Data Quality
11 6 (12.24%) Talend
11 6 (12.24%) Functional Testing
11 6 (12.24%) Talend Open Studio
11 6 (12.24%) Data Visualisation
11 6 (12.24%) Unit Testing
11 6 (12.24%) Microsoft
11 6 (12.24%) Oracle
11 6 (12.24%) ETL Development
12 5 (10.20%) System Integration Testing

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:

Application Platforms
1 3 (6.12%) Apache Spark
2 1 (2.04%) SAS
Applications
1 2 (4.08%) MS Excel
2 1 (2.04%) Spreadsheet
2 1 (2.04%) Weka
Business Applications
1 2 (4.08%) Oracle EBS
Cloud Services
1 3 (6.12%) Microsoft Azure
Database & Business Intelligence
1 18 (36.73%) Data Warehouse
2 14 (28.57%) SQL Server
3 12 (24.49%) SQL Server Integration Services
4 9 (18.37%) SQL Server 2012
4 9 (18.37%) SQL Server Reporting Services
5 5 (10.20%) BusinessObjects
5 5 (10.20%) QlikView
5 5 (10.20%) SQL Server 2014
5 5 (10.20%) SQL Server 2016
5 5 (10.20%) SQL Server Analysis Services
6 3 (6.12%) Apache Cassandra
6 3 (6.12%) Azure SQL Database
6 3 (6.12%) Big Data
6 3 (6.12%) Enterprise Data Warehouse
6 3 (6.12%) MongoDB
6 3 (6.12%) NoSQL
6 3 (6.12%) Oracle Database
6 3 (6.12%) Power BI
6 3 (6.12%) Relational Database
7 2 (4.08%) Oracle ODI
Development Applications
1 6 (12.24%) Talend Open Studio
2 1 (2.04%) LoadRunner
2 1 (2.04%) Visual Studio
General
1 14 (28.57%) Finance
2 2 (4.08%) Banking
2 2 (4.08%) Legal
2 2 (4.08%) Telecoms
3 1 (2.04%) Law
3 1 (2.04%) Multimedia
Job Titles
1 19 (38.78%) Analyst
2 14 (28.57%) Developer
3 12 (24.49%) Data Analyst
4 10 (20.41%) Test Analyst
5 6 (12.24%) Architect
6 5 (10.20%) ETL Developer
6 5 (10.20%) Functional Analyst
6 5 (10.20%) Functional Test Analyst
6 5 (10.20%) SQL Developer
7 4 (8.16%) Test Data Analyst
8 3 (6.12%) Business Intelligence Architect
8 3 (6.12%) Data Architect
8 3 (6.12%) Data Modeller
8 3 (6.12%) Data Warehouse Developer
8 3 (6.12%) DBA
8 3 (6.12%) Designer
8 3 (6.12%) Solutions Designer
8 3 (6.12%) SQL BI Architect
8 3 (6.12%) SQL DBA
9 2 (4.08%) Migration Analyst
Libraries, Frameworks & Software Standards
1 2 (4.08%) Middleware
2 1 (2.04%) D3.js
2 1 (2.04%) PostGIS
2 1 (2.04%) Web Services
Miscellaneous
1 7 (14.29%) Analytical Skills
2 5 (10.20%) Management Information System
3 3 (6.12%) Enterprise Software
4 1 (2.04%) Social Media
Processes & Methodologies
1 16 (32.65%) Data Modelling
2 14 (28.57%) Data Management
3 11 (22.45%) Business Intelligence
4 10 (20.41%) Migration
5 9 (18.37%) Data Analysis
5 9 (18.37%) Data Migration
5 9 (18.37%) GAP Analysis
5 9 (18.37%) User Acceptance Testing
6 8 (16.33%) Logical Data Model
6 8 (16.33%) Master Data Management
6 8 (16.33%) Physical Data Model
7 7 (14.29%) Visualisation
8 6 (12.24%) Data Visualisation
8 6 (12.24%) ETL Development
8 6 (12.24%) Functional Testing
8 6 (12.24%) Unit Testing
9 5 (10.20%) Agile Software Development
9 5 (10.20%) Data Integration
9 5 (10.20%) System Integration Testing
10 4 (8.16%) Test Scripting
Programming Languages
1 29 (59.18%) SQL
2 5 (10.20%) T-SQL
3 3 (6.12%) PL/SQL
4 1 (2.04%) C#
4 1 (2.04%) Python
4 1 (2.04%) R
Qualifications
1 2 (4.08%) Postgraduate
2 1 (2.04%) Degree
2 1 (2.04%) ITIL Certification
Quality Assurance & Compliance
1 6 (12.24%) Data Quality
2 2 (4.08%) QA
3 1 (2.04%) BS7666
3 1 (2.04%) Disclosure Scotland
Systems Management
1 1 (2.04%) HP Quality Center
Vendors
1 6 (12.24%) Microsoft
1 6 (12.24%) Oracle
1 6 (12.24%) Talend
2 3 (6.12%) Cognos
3 2 (4.08%) Netezza
3 2 (4.08%) Tableau
4 1 (2.04%) HP
4 1 (2.04%) IBM
4 1 (2.04%) MicroStrategy
4 1 (2.04%) RapidMiner
4 1 (2.04%) SAP
4 1 (2.04%) Twitter
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