Period
to 21 July 2018

The following table provides summary statistics for contract job vacancies advertised in the North East 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 21 July 2018 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)
England > North East
6 months to
21 Jul 2018
Same period 2017 Same period 2016
Rank 100 86 115
Rank change year-on-year -14 +29 -58
Contract jobs citing ETL 10 20 41
As % of all contract IT jobs advertised in the North East 0.77% 1.55% 1.58%
As % of the Processes & Methodologies category 0.90% 1.78% 1.82%
Number of daily rates quoted 9 15 31
North East median daily rate £350 £513 £355
Median daily rate % change year-on-year -31.71% +44.37% -21.11%
10th Percentile £299 £383 £313
90th Percentile £580 £570 £500
England median daily rate £463 £450 £425
% change year-on-year +2.78% +5.88% -
Number of hourly rates quoted 0 0 0
North East median hourly rate - - -
England median hourly rate £40.00 £37.50 £20.50
% change year-on-year +6.67% +82.93% -37.88%

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 the North East with a requirement for process or methodology skills.

All Process and Methodology Skills
North East
Contract vacancies with a requirement for process or methodology skills 1,114 1,122 2,248
As % of all contract IT jobs advertised in the North East 85.50% 86.98% 86.46%
Number of daily rates quoted 753 738 1,445
North East median daily rate £380 £375 £325
Median daily rate % change year-on-year +1.33% +15.38% -12.16%
10th Percentile £257 £260 £224
90th Percentile £573 £538 £504
England median daily rate £463 £450 £425
% change year-on-year +2.78% +5.88% +4.94%
Number of hourly rates quoted 25 39 110
North East median hourly rate £14.00 £25.00 £28.00
Median hourly rate % change year-on-year -44.00% -10.71% +107.41%
10th Percentile £9.53 £9.88 £13.45
90th Percentile £43.75 £42.20 £36.00
England median hourly rate £22.50 £24.49 £23.50
% change year-on-year -8.11% +4.19% +9.30%

ETL
Job Vacancy Trend in the North East

Job postings citing ETL as a percentage of all IT jobs advertised in the North East.

Job vacancy trend for ETL in the North East

ETL
Contractor Daily Rate Trend in the North East

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

Contractor daily rate trend for ETL in the North East

ETL
Contractor Daily Rate Histogram in the North East

The daily rate distribution of IT jobs citing ETL in the North East over the 6 months to 21 July 2018.

Contractor daily rate histogram for ETL in the North East

ETL
Contractor Hourly Rate Trend in the North East

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

Contractor hourly rate trend for ETL in the North East

ETL
Contract Job Locations in the North East

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing ETL within the North East region over the 6 months to 21 July 2018. 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
Job
Vacancies
Tyne and Wear -11 9 £400 -22.89% 11
Durham -6 1 £325 +18.18% 2
ETL
England

For the 6 months to 21 July 2018, 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 North East region with a requirement for ETL.

1 7 (70.00%) SQL
2 6 (60.00%) SQL Server
3 5 (50.00%) Data Warehouse
3 5 (50.00%) SQL Server Integration Services
4 4 (40.00%) Agile Software Development
4 4 (40.00%) Microsoft
5 3 (30.00%) Business Intelligence
5 3 (30.00%) Data Analysis
5 3 (30.00%) Amazon AWS
5 3 (30.00%) Relational Database
6 2 (20.00%) Python
6 2 (20.00%) Microsoft Azure
6 2 (20.00%) Big Data
6 2 (20.00%) Analytics
6 2 (20.00%) Rapid Prototyping
6 2 (20.00%) NoSQL
6 2 (20.00%) DevOps
6 2 (20.00%) Microservices
6 2 (20.00%) SQL Server 2016
6 2 (20.00%) Greenfield Project
6 2 (20.00%) Data Engineering
6 2 (20.00%) Unit Testing
6 2 (20.00%) Unix
6 2 (20.00%) MySQL
6 2 (20.00%) Java
6 2 (20.00%) PostgreSQL
7 1 (10.00%) Scrum
7 1 (10.00%) VMware
7 1 (10.00%) Jython
7 1 (10.00%) Informatica

ETL
Co-occurring IT Skills in the North East 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 1 (10.00%) Apache
1 1 (10.00%) Apache Spark
1 1 (10.00%) OpenStack
1 1 (10.00%) Tomcat
Applications
1 1 (10.00%) Spreadsheet
Cloud Services
1 3 (30.00%) Amazon AWS
2 2 (20.00%) Microsoft Azure
3 1 (10.00%) Amazon EMR
3 1 (10.00%) Amazon S3
3 1 (10.00%) AWS Data Pipeline
3 1 (10.00%) DigitalOcean
3 1 (10.00%) GitHub
3 1 (10.00%) Google Analytics
3 1 (10.00%) Linode
Communications & Networking
1 1 (10.00%) SMS
Database & Business Intelligence
1 6 (60.00%) SQL Server
2 5 (50.00%) Data Warehouse
2 5 (50.00%) SQL Server Integration Services
3 3 (30.00%) Relational Database
4 2 (20.00%) Big Data
4 2 (20.00%) MySQL
4 2 (20.00%) NoSQL
4 2 (20.00%) PostgreSQL
4 2 (20.00%) SQL Server 2016
5 1 (10.00%) Amazon RDS
5 1 (10.00%) Amazon Redshift
5 1 (10.00%) DataStage
5 1 (10.00%) IBM InfoSphere
5 1 (10.00%) Oracle Database
5 1 (10.00%) Oracle Database 11g
5 1 (10.00%) PowerCenter
5 1 (10.00%) RDBMS
5 1 (10.00%) SQL Server 2008
Development Applications
1 1 (10.00%) ERwin
1 1 (10.00%) Git (software)
1 1 (10.00%) GitLab
1 1 (10.00%) Subversion
1 1 (10.00%) Vagrant
General
1 1 (10.00%) Legal
Job Titles
1 5 (50.00%) Developer
2 3 (30.00%) SQL Developer
3 2 (20.00%) Architect
4 1 (10.00%) Administrator
4 1 (10.00%) Data Engineer
4 1 (10.00%) Data Scientist
4 1 (10.00%) Data Warehouse Developer
4 1 (10.00%) Database Developer
4 1 (10.00%) Digital Architect
4 1 (10.00%) Digital Technical Architect
4 1 (10.00%) ETL Developer
4 1 (10.00%) Integration Architect
4 1 (10.00%) Lead Architect
4 1 (10.00%) SQL Database Developer
4 1 (10.00%) Systems Administrator
4 1 (10.00%) Technical Architect
4 1 (10.00%) Technical Leader
Libraries, Frameworks & Software Standards
1 1 (10.00%) ActiveMQ
1 1 (10.00%) J2EE
1 1 (10.00%) LAMP
1 1 (10.00%) LAPP Stack
1 1 (10.00%) Ruby on Rails
1 1 (10.00%) Velocity
1 1 (10.00%) XML
Miscellaneous
1 2 (20.00%) Greenfield Project
2 1 (10.00%) Analytical Skills
2 1 (10.00%) Blog
2 1 (10.00%) Computer Science
2 1 (10.00%) Public Cloud
Operating Systems
1 2 (20.00%) Unix
2 1 (10.00%) CentOS
2 1 (10.00%) Linux
2 1 (10.00%) Red Hat Enterprise Linux
2 1 (10.00%) Windows
2 1 (10.00%) Windows Server
Processes & Methodologies
1 4 (40.00%) Agile Software Development
2 3 (30.00%) Business Intelligence
2 3 (30.00%) Data Analysis
3 2 (20.00%) Analytics
3 2 (20.00%) Data Engineering
3 2 (20.00%) DevOps
3 2 (20.00%) Microservices
3 2 (20.00%) Rapid Prototyping
3 2 (20.00%) Unit Testing
4 1 (10.00%) Continuous Improvement
4 1 (10.00%) Data Analytics
4 1 (10.00%) Data Reconciliation
4 1 (10.00%) Data Visualisation
4 1 (10.00%) Machine Learning
4 1 (10.00%) Mentoring
4 1 (10.00%) Open Source
4 1 (10.00%) Performance Optimisation
4 1 (10.00%) Performance Tuning
4 1 (10.00%) SFIA
4 1 (10.00%) User Stories
Programming Languages
1 7 (70.00%) SQL
2 2 (20.00%) Java
2 2 (20.00%) Python
3 1 (10.00%) Jython
3 1 (10.00%) PHP
3 1 (10.00%) PL/SQL
3 1 (10.00%) R
3 1 (10.00%) Ruby
3 1 (10.00%) Shell Script
Qualifications
1 1 (10.00%) Degree
Quality Assurance & Compliance
1 1 (10.00%) QA
System Software
1 1 (10.00%) VirtualBox
1 1 (10.00%) VMware Infrastructure
1 1 (10.00%) Xen
Systems Management
1 1 (10.00%) Ansible
1 1 (10.00%) Nagios
1 1 (10.00%) OpenNMS
1 1 (10.00%) Opscode Chef
1 1 (10.00%) Puppet
1 1 (10.00%) ZABBIX
Vendors
1 4 (40.00%) Microsoft
2 1 (10.00%) Google
2 1 (10.00%) IBM
2 1 (10.00%) Informatica
2 1 (10.00%) Oracle
2 1 (10.00%) Rackspace
2 1 (10.00%) SaltStack
2 1 (10.00%) VMware