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 3 months to 23 June 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)
UK / Scotland
3 months to
23 Jun 2017
Same period 2016 Same period 2015
Rank 78 84 55
Rank change year-on-year +6 -29  
Contract jobs citing ETL 38 71 93
As % of all contract IT jobs advertised in Scotland 1.75% 2.42% 3.04%
As % of the Processes & Methodologies category 2.13% 2.83% 3.75%
Number of daily rates quoted 26 46 57
Median daily rate £443 £413 £375
Median daily rate % change year-on-year +7.27% +10.00%  
90% offered a daily rate of more than £369 £313 £267
10% offered a daily rate of more than £475 £500 £485
UK excluding London median daily rate £413 £400 £400
% change year-on-year +3.12% -  
Number of hourly rates quoted 0 0 0
Median hourly rate - - -
UK excluding London median hourly rate £53.50 £20.50 £31.50
% change year-on-year +160.97% -34.92%  

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 Scotland with a requirement for process and methodology skills.

Contract Process & Methodology Skills
Scotland
Contract job vacancies with a requirement for process and methodology skills 1787 2510 2481
As % of all contract IT job vacancies advertised in Scotland 82.43% 85.46% 81.05%
Number of daily rates quoted 1005 1431 1282
Median daily rate £400 £375 £363
Median daily rate % change year-on-year +6.66% +3.44%  
90% offered a daily rate of more than £290 £250 £260
10% offered a daily rate of more than £550 £500 £475
UK excluding London median daily rate £415 £400 £383
% change year-on-year +3.75% +4.57%  
Number of hourly rates quoted 44 58 65
Median hourly rate £33.50 £37.50 £30.50
Median hourly rate % change year-on-year -10.66% +22.95%  
90% offered a hourly rate of more than £13.75 £13.92 £14.34
10% offered a hourly rate of more than £50.00 £42.80 £40.00
UK excluding London median hourly rate £33.50 £28.50 £30.00
% change year-on-year +17.54% -5.00%  

ETL
Job Vacancy Trend in Scotland

The job posting trend of jobs advertised in Scotland 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 Scotland

ETL
Contractor Daily Rate Trend in Scotland

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

Contractor daily rate trend for ETL in Scotland

ETL
Contractor Daily Rate Histogram in Scotland

The daily rate distribution of IT jobs citing ETL in Scotland over the 3 months to 23 June 2017.

Contractor daily rate histogram for ETL in Scotland

ETL
Contractor Hourly Rate Trend in Scotland

This chart provides the 3-month moving average for contractor hourly rates quoted in IT jobs citing ETL in Scotland.

Contractor 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 3 months to 23 June 2017. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 3 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Contract
IT Job Ads
Median
Daily Rate
Last 3 Months
Median Daily Rate
% Change
on Same Period
Last Year
Live
Job
Vacancies
Edinburgh -9 26 £413 -3.50% 2
Glasgow -7 6 £425 +13.33% 3
Stirling - 6 £475 - 1
ETL
UK

For the 6 months to 23 June 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 Scotland region with a requirement for ETL.

1 48 (55.17%) SQL
2 40 (45.98%) Finance
3 39 (44.83%) Data Warehouse
4 23 (26.44%) Data Modelling
5 22 (25.29%) Agile Software Development
6 21 (24.14%) Data Analysis
7 20 (22.99%) Oracle
8 19 (21.84%) Banking
9 16 (18.39%) Data Management
9 16 (18.39%) Migration
9 16 (18.39%) SAS
9 16 (18.39%) Business Intelligence
9 16 (18.39%) SQL Server Integration Services
10 15 (17.24%) Analytics
10 15 (17.24%) SQL Server
10 15 (17.24%) Informatica
10 15 (17.24%) Microsoft
11 14 (16.09%) Big Data
11 14 (16.09%) Analytical Skills
11 14 (16.09%) Hadoop
12 13 (14.94%) Data Architecture
13 11 (12.64%) Teradata
13 11 (12.64%) Data Migration
13 11 (12.64%) Data Integration
14 10 (11.49%) QlikView
14 10 (11.49%) GAP Analysis
14 10 (11.49%) SQL Server Reporting Services
15 9 (10.34%) Retail
15 9 (10.34%) PL/SQL
15 9 (10.34%) User Acceptance Testing

ETL
Co-occurring IT Skills in Scotland 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 16 (18.39%) SAS
2 4 (4.60%) Apache Spark
3 3 (3.45%) Oracle Spatial
4 2 (2.30%) Apache Airflow
Applications
1 4 (4.60%) SPSS
2 2 (2.30%) Spreadsheet
3 1 (1.15%) Microsoft Project
Cloud Services
1 5 (5.75%) Amazon AWS
2 2 (2.30%) Amazon S3
Communications & Networking
1 2 (2.30%) Internet
Database & Business Intelligence
1 39 (44.83%) Data Warehouse
2 16 (18.39%) SQL Server Integration Services
3 15 (17.24%) SQL Server
4 14 (16.09%) Big Data
4 14 (16.09%) Hadoop
5 10 (11.49%) QlikView
5 10 (11.49%) SQL Server Reporting Services
6 7 (8.05%) Enterprise Data Warehouse
7 6 (6.90%) Oracle Database
7 6 (6.90%) Relational Database
8 5 (5.75%) BusinessObjects
8 5 (5.75%) SQL Server 2014
8 5 (5.75%) SQL Server 2016
8 5 (5.75%) SQL Server Analysis Services
9 4 (4.60%) Apache Cassandra
9 4 (4.60%) Data Lake
9 4 (4.60%) HBase
9 4 (4.60%) RDBMS
9 4 (4.60%) SQL Server 2012
10 3 (3.45%) Oracle Database 11g
Development Applications
1 4 (4.60%) ERwin
2 3 (3.45%) Subversion
2 3 (3.45%) Talend Open Studio
3 1 (1.15%) Artifactory
3 1 (1.15%) ClearCase
3 1 (1.15%) Git (software)
3 1 (1.15%) Jenkins
3 1 (1.15%) LoadRunner
3 1 (1.15%) Maven
3 1 (1.15%) Oracle APEX
3 1 (1.15%) Oracle Forms
3 1 (1.15%) Sonatype Nexus
3 1 (1.15%) Team Foundation Server
3 1 (1.15%) TeamCity
3 1 (1.15%) Toad
3 1 (1.15%) TortoiseSVN
3 1 (1.15%) Visual Studio
General
1 40 (45.98%) Finance
2 19 (21.84%) Banking
3 9 (10.34%) Retail
4 7 (8.05%) Retail Banking
5 1 (1.15%) Telecoms
Job Titles
1 33 (37.93%) Analyst
2 21 (24.14%) Developer
3 19 (21.84%) Data Analyst
4 12 (13.79%) Test Analyst
5 9 (10.34%) Architect
5 9 (10.34%) ETL Developer
5 9 (10.34%) SQL Developer
6 8 (9.20%) Data Architect
6 8 (9.20%) Designer
7 6 (6.90%) Functional Analyst
7 6 (6.90%) Functional Test Analyst
7 6 (6.90%) Senior Analyst
7 6 (6.90%) Solutions Designer
8 5 (5.75%) Business Intelligence Analyst
8 5 (5.75%) Data Modeller
8 5 (5.75%) DBA
8 5 (5.75%) Test Data Analyst
9 4 (4.60%) Analyst Programmer
9 4 (4.60%) Consultant
9 4 (4.60%) Senior Business Intelligence Analyst
Libraries, Frameworks & Software Standards
1 4 (4.60%) Web Services
2 2 (2.30%) Kafka
3 1 (1.15%) CGI
Miscellaneous
1 14 (16.09%) Analytical Skills
2 4 (4.60%) Data Structures
3 3 (3.45%) Taxonomies
4 2 (2.30%) SWIFT
5 1 (1.15%) e-Learning
5 1 (1.15%) Enterprise Software
5 1 (1.15%) Greenfield Project
5 1 (1.15%) Management Information System
5 1 (1.15%) Social Media
Operating Systems
1 7 (8.05%) Unix
2 1 (1.15%) Linux
Processes & Methodologies
1 23 (26.44%) Data Modelling
2 22 (25.29%) Agile Software Development
3 21 (24.14%) Data Analysis
4 16 (18.39%) Business Intelligence
4 16 (18.39%) Data Management
4 16 (18.39%) Migration
5 15 (17.24%) Analytics
6 13 (14.94%) Data Architecture
7 11 (12.64%) Data Integration
7 11 (12.64%) Data Migration
8 10 (11.49%) GAP Analysis
9 9 (10.34%) Master Data Management
9 9 (10.34%) User Acceptance Testing
9 9 (10.34%) Visualisation
10 8 (9.20%) Data Visualisation
11 7 (8.05%) ETL Development
11 7 (8.05%) Functional Testing
11 7 (8.05%) Scrum
11 7 (8.05%) Unit Testing
12 6 (6.90%) System Integration Testing
Programming Languages
1 48 (55.17%) SQL
2 9 (10.34%) PL/SQL
3 8 (9.20%) R
4 5 (5.75%) Python
5 4 (4.60%) Scala
6 3 (3.45%) Java
7 2 (2.30%) ANSI SQL
8 1 (1.15%) ABAP
8 1 (1.15%) Bash Shell
8 1 (1.15%) PowerShell
8 1 (1.15%) T-SQL
8 1 (1.15%) VB
Qualifications
1 2 (2.30%) ISEB
2 1 (1.15%) APMP
2 1 (1.15%) BPSS Clearance
2 1 (1.15%) Oracle Certification
Quality Assurance & Compliance
1 9 (10.34%) Data Quality
2 1 (1.15%) Sarbanes-Oxley
2 1 (1.15%) SLA
System Software
1 2 (2.30%) HDFS
2 1 (1.15%) Tivoli Workload Scheduler
Systems Management
1 2 (2.30%) Hadoop YARN
1 2 (2.30%) HP Quality Center
1 2 (2.30%) Oozie
2 1 (1.15%) Ansible
2 1 (1.15%) Control-M
2 1 (1.15%) Opscode Chef
2 1 (1.15%) Puppet
2 1 (1.15%) Terraform
2 1 (1.15%) Tivoli
Vendors
1 20 (22.99%) Oracle
2 15 (17.24%) Informatica
2 15 (17.24%) Microsoft
3 11 (12.64%) Teradata
4 9 (10.34%) Cloudera
5 3 (3.45%) Ab Initio
5 3 (3.45%) Netezza
5 3 (3.45%) Talend
6 2 (2.30%) IBM
6 2 (2.30%) SAP
6 2 (2.30%) Tableau
7 1 (1.15%) Alteryx
7 1 (1.15%) CA
7 1 (1.15%) HP
7 1 (1.15%) MicroStrategy
7 1 (1.15%) Pega
7 1 (1.15%) Twitter
Edinburgh, Midlothian
Agile Recruitment
Rate: From £400 to £400 per day
Posted: 4 days ago
Stirling, Stirlingshire
SanRidge Ltd
Posted: 3 days ago