The following table provides summary statistics for contract job vacancies advertised in Edinburgh 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 28 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)
Scotland / Edinburgh
3 months to
28 Jun 2017
Same period 2016 Same period 2015
Rank 55 49 30
Rank change year-on-year -6 -19  
Contract jobs citing ETL 27 52 64
As % of all contract IT jobs advertised in Edinburgh 2.21% 3.85% 4.54%
As % of the Processes & Methodologies category 2.65% 4.51% 5.50%
Number of daily rates quoted 18 36 39
Median daily rate £406 £428 £350
Median daily rate % change year-on-year -4.97% +22.14%  
90% offered a daily rate of more than £350 £338 £263
10% offered a daily rate of more than £458 £500 £500
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 Edinburgh with a requirement for process and methodology skills.

Contract Process & Methodology Skills
Edinburgh
Contract job vacancies with a requirement for process and methodology skills 1017 1153 1164
As % of all contract IT job vacancies advertised in Edinburgh 83.22% 85.41% 82.55%
Number of daily rates quoted 601 625 605
Median daily rate £400 £400 £375
Median daily rate % change year-on-year - +6.66%  
90% offered a daily rate of more than £300 £290 £275
10% offered a daily rate of more than £600 £525 £500
UK excluding London median daily rate £415 £400 £385
% change year-on-year +3.75% +3.89%  
Number of hourly rates quoted 8 7 13
Median hourly rate £15.86 £15.82 £18.50
Median hourly rate % change year-on-year +0.28% -14.51%  
90% offered a hourly rate of more than £15.25 £11.61 £12.35
10% offered a hourly rate of more than £43.39 £42.50 £42.50
UK excluding London median hourly rate £34.75 £28.50 £30.00
% change year-on-year +21.92% -5.00%  

ETL
Job Vacancy Trend in Edinburgh

The job posting trend of jobs advertised in Edinburgh 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 Edinburgh

ETL
Contractor Daily Rate Trend in Edinburgh

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

Contractor daily rate trend for ETL in Edinburgh

ETL
Contractor Daily Rate Histogram in Edinburgh

The daily rate distribution of IT jobs citing ETL in Edinburgh over the 3 months to 28 June 2017.

Contractor daily rate histogram for ETL in Edinburgh

ETL
Contractor Hourly Rate Trend in Edinburgh

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

Contractor hourly rate trend for ETL in Edinburgh

For the 6 months to 28 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 Edinburgh region with a requirement for ETL.

1 25 (48.08%) Data Warehouse
2 24 (46.15%) SQL
3 20 (38.46%) Finance
4 16 (30.77%) Banking
5 15 (28.85%) Agile Software Development
5 15 (28.85%) Oracle
5 15 (28.85%) Data Modelling
6 14 (26.92%) Hadoop
7 13 (25.00%) Big Data
8 11 (21.15%) SAS
8 11 (21.15%) Teradata
9 10 (19.23%) Data Architecture
10 9 (17.31%) Retail
10 9 (17.31%) Microsoft
10 9 (17.31%) Cloudera
10 9 (17.31%) Analytics
11 8 (15.38%) SQL Server
11 8 (15.38%) Migration
11 8 (15.38%) Data Analysis
12 7 (13.46%) Retail Banking
12 7 (13.46%) Data Management
12 7 (13.46%) PL/SQL
12 7 (13.46%) Informatica
13 6 (11.54%) Business Intelligence
13 6 (11.54%) Unix
13 6 (11.54%) Enterprise Data Warehouse
13 6 (11.54%) ETL Development
14 5 (9.62%) SQL Server Integration Services
14 5 (9.62%) Visualisation
14 5 (9.62%) Amazon AWS

ETL
Co-occurring IT Skills in Edinburgh 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 11 (21.15%) SAS
2 4 (7.69%) Apache Spark
3 3 (5.77%) Oracle Spatial
4 2 (3.85%) Apache Airflow
Applications
1 1 (1.92%) Microsoft Project
1 1 (1.92%) Spreadsheet
Cloud Services
1 5 (9.62%) Amazon AWS
2 2 (3.85%) Amazon S3
Communications & Networking
1 2 (3.85%) Internet
Database & Business Intelligence
1 25 (48.08%) Data Warehouse
2 14 (26.92%) Hadoop
3 13 (25.00%) Big Data
4 8 (15.38%) SQL Server
5 6 (11.54%) Enterprise Data Warehouse
6 5 (9.62%) SQL Server Integration Services
7 4 (7.69%) Apache Cassandra
7 4 (7.69%) Data Lake
7 4 (7.69%) HBase
7 4 (7.69%) Oracle Database
7 4 (7.69%) Relational Database
8 3 (5.77%) Oracle Database 11g
8 3 (5.77%) Pentaho
8 3 (5.77%) QlikView
8 3 (5.77%) RDBMS
8 3 (5.77%) SQL Server Reporting Services
9 2 (3.85%) Apache Hive
9 2 (3.85%) OLAP
9 2 (3.85%) PowerCenter
9 2 (3.85%) SQL Server Analysis Services
Development Applications
1 4 (7.69%) ERwin
2 1 (1.92%) Oracle Forms
2 1 (1.92%) Subversion
2 1 (1.92%) Talend Open Studio
2 1 (1.92%) Team Foundation Server
2 1 (1.92%) TortoiseSVN
General
1 20 (38.46%) Finance
2 16 (30.77%) Banking
3 9 (17.31%) Retail
4 7 (13.46%) Retail Banking
Job Titles
1 16 (30.77%) Developer
2 11 (21.15%) Analyst
3 9 (17.31%) Architect
3 9 (17.31%) Data Analyst
4 8 (15.38%) Data Architect
5 7 (13.46%) ETL Developer
5 7 (13.46%) SQL Developer
6 5 (9.62%) Designer
6 5 (9.62%) Solutions Designer
7 4 (7.69%) Consultant
7 4 (7.69%) Data Modeller
8 3 (5.77%) PL/SQL Developer
8 3 (5.77%) Solutions Architect
9 2 (3.85%) Business Intelligence Developer
9 2 (3.85%) Data Consultant
9 2 (3.85%) Data Warehouse Analyst
9 2 (3.85%) Data Warehouse Test Analyst
9 2 (3.85%) DBA
9 2 (3.85%) Oracle Developer
9 2 (3.85%) Test Data Analyst
Libraries, Frameworks & Software Standards
1 4 (7.69%) Web Services
2 2 (3.85%) Kafka
3 1 (1.92%) CGI
Miscellaneous
1 4 (7.69%) Data Structures
2 3 (5.77%) Taxonomies
3 2 (3.85%) SWIFT
4 1 (1.92%) Analytical Skills
4 1 (1.92%) e-Learning
4 1 (1.92%) Greenfield Project
4 1 (1.92%) Social Media
Operating Systems
1 6 (11.54%) Unix
Processes & Methodologies
1 15 (28.85%) Agile Software Development
1 15 (28.85%) Data Modelling
2 10 (19.23%) Data Architecture
3 9 (17.31%) Analytics
4 8 (15.38%) Data Analysis
4 8 (15.38%) Migration
5 7 (13.46%) Data Management
6 6 (11.54%) Business Intelligence
6 6 (11.54%) ETL Development
7 5 (9.62%) Data Integration
7 5 (9.62%) Visualisation
8 4 (7.69%) Data Migration
8 4 (7.69%) Data Visualisation
9 3 (5.77%) Master Data Management
9 3 (5.77%) Ontologies
9 3 (5.77%) Requirements Analysis
9 3 (5.77%) Test Automation
10 2 (3.85%) Investment Management
10 2 (3.85%) User Acceptance Testing
10 2 (3.85%) Workflow
Programming Languages
1 24 (46.15%) SQL
2 7 (13.46%) PL/SQL
3 4 (7.69%) R
3 4 (7.69%) Scala
4 2 (3.85%) ANSI SQL
4 2 (3.85%) Java
5 1 (1.92%) T-SQL
Qualifications
1 2 (3.85%) ISEB
2 1 (1.92%) APMP
2 1 (1.92%) BPSS Clearance
2 1 (1.92%) Oracle Certification
Quality Assurance & Compliance
1 3 (5.77%) Data Quality
2 1 (1.92%) SLA
System Software
1 2 (3.85%) HDFS
Systems Management
1 2 (3.85%) Hadoop YARN
1 2 (3.85%) Oozie
2 1 (1.92%) HP Quality Center
Vendors
1 15 (28.85%) Oracle
2 11 (21.15%) Teradata
3 9 (17.31%) Cloudera
3 9 (17.31%) Microsoft
4 7 (13.46%) Informatica
5 3 (5.77%) Netezza
6 2 (3.85%) Ab Initio
6 2 (3.85%) IBM
6 2 (3.85%) Tableau
7 1 (1.92%) Alteryx
7 1 (1.92%) Pega
7 1 (1.92%) SAP
7 1 (1.92%) Talend
Edinburgh, Midlothian
Lawrence Harvey
Rate: £400.00 - £500.00 per day
Posted: Yesterday