Period
to 14 December 2017

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 14 December 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)
England > North East
6 months to
14 Dec 2017
Same period 2016 Same period 2015
Rank 72 103 50
Rank change year-on-year +31 -53 +20
Contract jobs citing ETL 31 58 81
As % of all contract IT jobs advertised in the North East 2.51% 2.24% 3.96%
As % of the Processes & Methodologies category 2.96% 2.64% 4.70%
Number of daily rates quoted 31 35 99
North East median daily rate £425 £401 £510
Median daily rate % change year-on-year +6.12% -21.47% +18.60%
10th Percentile £275 £290 £313
90th Percentile £438 £535 £705
England median daily rate £450 £425 £425
% change year-on-year +5.88% - -
Number of hourly rates quoted 0 0 0
North East median hourly rate - - -
England median hourly rate £46.21 £41.00 £30.00
% change year-on-year +12.71% +36.67% -21.57%

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 1048 2197 1723
As % of all contract IT jobs advertised in the North East 84.86% 84.79% 84.21%
Number of daily rates quoted 710 1518 1108
North East median daily rate £375 £360 £413
Median daily rate % change year-on-year +4.17% -12.73% +10.00%
10th Percentile £250 £243 £257
90th Percentile £550 £527 £600
England median daily rate £450 £430 £425
% change year-on-year +4.65% +1.18% +6.25%
Number of hourly rates quoted 38 87 69
North East median hourly rate £20.25 £27.00 £17.00
Median hourly rate % change year-on-year -25.00% +58.82% -16.05%
10th Percentile £9.78 £11.03 £9.90
90th Percentile £50.00 £36.00 £38.60
England median hourly rate £25.00 £24.41 £22.06
% change year-on-year +2.42% +10.67% +16.09%

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 14 December 2017.

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 14 December 2017. 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 +35 16 £425 -2.86% 3
Durham +9 13 £350 -6.67%
ETL
England

For the 6 months to 14 December 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 North East region with a requirement for ETL.

1 18 (58.06%) SQL
2 15 (48.39%) Data Modelling
3 13 (41.94%) Migration
3 13 (41.94%) Data Analysis
4 11 (35.48%) Business Intelligence
5 10 (32.26%) Data Management
5 10 (32.26%) Data Architecture
6 9 (29.03%) Data Migration
6 9 (29.03%) Data Warehouse
6 9 (29.03%) IBM
7 8 (25.81%) PL/SQL
7 8 (25.81%) Maximo
7 8 (25.81%) Data Integration
7 8 (25.81%) Asset Management
7 8 (25.81%) Big Data
8 7 (22.58%) Data Reconciliation
8 7 (22.58%) Relational Database
8 7 (22.58%) QA
8 7 (22.58%) NoSQL
8 7 (22.58%) Data Quality
8 7 (22.58%) Shell Script
8 7 (22.58%) Oracle
8 7 (22.58%) Unix
9 6 (19.35%) Informatica
9 6 (19.35%) Continuous Improvement
9 6 (19.35%) Data Engineering
9 6 (19.35%) Collaborative Working
10 4 (12.90%) Data Cleansing
10 4 (12.90%) Data Mapping
10 4 (12.90%) SQL Server Integration Services

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 4 (12.90%) SharePoint
2 3 (9.68%) SAS
3 2 (6.45%) Apache Spark
4 1 (3.23%) Apache
4 1 (3.23%) Confluence
4 1 (3.23%) Elasticsearch
4 1 (3.23%) OpenStack
Applications
1 4 (12.90%) MS Visio
2 2 (6.45%) Microsoft Office
Business Applications
1 8 (25.81%) Maximo
2 2 (6.45%) Oracle Utilities
Cloud Services
1 3 (9.68%) Slack
2 2 (6.45%) Trello
3 1 (3.23%) Amazon AWS
3 1 (3.23%) DigitalOcean
3 1 (3.23%) Linode
Communications & Networking
1 2 (6.45%) Skype
2 1 (3.23%) DHCP
2 1 (3.23%) DNS
2 1 (3.23%) Firewall
2 1 (3.23%) Internet
2 1 (3.23%) SMS
2 1 (3.23%) VPN
Database & Business Intelligence
1 9 (29.03%) Data Warehouse
2 8 (25.81%) Big Data
3 7 (22.58%) NoSQL
3 7 (22.58%) Relational Database
4 4 (12.90%) BusinessObjects
4 4 (12.90%) Data Mining
4 4 (12.90%) SQL Server
4 4 (12.90%) SQL Server Integration Services
5 3 (9.68%) MongoDB
5 3 (9.68%) PostgreSQL
5 3 (9.68%) SQL Server Analysis Services
6 2 (6.45%) Apache Hive
6 2 (6.45%) Geospatial Data
6 2 (6.45%) HBase
6 2 (6.45%) Oracle BI EE
6 2 (6.45%) Oracle Database
6 2 (6.45%) Oracle ODI
6 2 (6.45%) Power BI
6 2 (6.45%) SQL Server 2012
6 2 (6.45%) SQL Server Reporting Services
Development Applications
1 3 (9.68%) JIRA
2 1 (3.23%) SQL Server Management Studio (SSMS)
2 1 (3.23%) Vagrant
General
1 3 (9.68%) Billing
2 2 (6.45%) Finance
3 1 (3.23%) Legal
3 1 (3.23%) Retail
Job Titles
1 8 (25.81%) Analyst
2 7 (22.58%) Data Analyst
3 6 (19.35%) Data Engineer
3 6 (19.35%) Developer
3 6 (19.35%) Senior Data Engineer
4 5 (16.13%) Data Manager
4 5 (16.13%) Data Migration Manager
4 5 (16.13%) Migration Manager
5 3 (9.68%) Business Intelligence Developer
6 2 (6.45%) Administrator
6 2 (6.45%) Business Intelligence Specialist
6 2 (6.45%) Integration Engineer
6 2 (6.45%) Report Specialist
6 2 (6.45%) Senior Integration Engineer
6 2 (6.45%) SSIS Specialist
6 2 (6.45%) Technical Analyst
7 1 (3.23%) Associate Project Manager
7 1 (3.23%) ETL Analyst
7 1 (3.23%) Integration Developer
7 1 (3.23%) OBIEE Developer
Libraries, Frameworks & Software Standards
1 4 (12.90%) XML
2 2 (6.45%) Oracle GoldenGate
3 1 (3.23%) .NET
3 1 (3.23%) ActiveMQ
3 1 (3.23%) Elastic Stack
3 1 (3.23%) LAMP
3 1 (3.23%) LAPP Stack
3 1 (3.23%) ODBC
3 1 (3.23%) Ruby on Rails
Miscellaneous
1 1 (3.23%) Embedded Systems
1 1 (3.23%) Freedom of Information
1 1 (3.23%) Greenfield Project
1 1 (3.23%) Management Information System
1 1 (3.23%) Public Cloud
Operating Systems
1 7 (22.58%) Unix
2 1 (3.23%) Linux
2 1 (3.23%) Windows
2 1 (3.23%) Windows Server
Processes & Methodologies
1 15 (48.39%) Data Modelling
2 13 (41.94%) Data Analysis
2 13 (41.94%) Migration
3 11 (35.48%) Business Intelligence
4 10 (32.26%) Data Architecture
4 10 (32.26%) Data Management
5 9 (29.03%) Data Migration
6 8 (25.81%) Asset Management
6 8 (25.81%) Data Integration
7 7 (22.58%) Data Reconciliation
8 6 (19.35%) Collaborative Working
8 6 (19.35%) Continuous Improvement
8 6 (19.35%) Data Engineering
9 4 (12.90%) Data Cleansing
9 4 (12.90%) Data Mapping
9 4 (12.90%) Digital Transformation Programme
9 4 (12.90%) Master Data Management
9 4 (12.90%) Performance Tuning
9 4 (12.90%) Quality Management
9 4 (12.90%) Statistics
Programming Languages
1 18 (58.06%) SQL
2 8 (25.81%) PL/SQL
3 7 (22.58%) Shell Script
4 4 (12.90%) JavaScript
5 3 (9.68%) Python
6 2 (6.45%) R
7 1 (3.23%) Java
7 1 (3.23%) Jython
7 1 (3.23%) PHP
7 1 (3.23%) Ruby
7 1 (3.23%) T-SQL
Qualifications
1 1 (3.23%) Security Cleared
Quality Assurance & Compliance
1 7 (22.58%) Data Quality
1 7 (22.58%) QA
2 1 (3.23%) SLA
System Software
1 1 (3.23%) VirtualBox
1 1 (3.23%) VMware Infrastructure
1 1 (3.23%) Xen
Systems Management
1 1 (3.23%) Ansible
1 1 (3.23%) Nagios
1 1 (3.23%) OpenNMS
1 1 (3.23%) Opscode Chef
1 1 (3.23%) Puppet
1 1 (3.23%) ZABBIX
Vendors
1 9 (29.03%) IBM
2 7 (22.58%) Oracle
3 6 (19.35%) Informatica
4 4 (12.90%) Microsoft
5 1 (3.23%) Google
5 1 (3.23%) HP
5 1 (3.23%) Rackspace
5 1 (3.23%) SaltStack
5 1 (3.23%) Tableau
5 1 (3.23%) ThinPrint
5 1 (3.23%) VMware