Period
to 24 May 2018

The following table provides summary statistics for contract job vacancies advertised in the North West 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 24 May 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 West
6 months to
24 May 2018
Same period 2017 Same period 2016
Rank 114 71 79
Rank change year-on-year -43 +8 -18
Contract jobs citing ETL 109 154 191
As % of all contract IT jobs advertised in the North West 1.87% 2.83% 2.48%
As % of the Processes & Methodologies category 2.19% 3.39% 2.97%
Number of daily rates quoted 79 96 144
North West median daily rate £375 £375 £413
Median daily rate % change year-on-year - -9.09% +3.13%
10th Percentile £306 £306 £277
90th Percentile £575 £575 £513
England median daily rate £470 £450 £425
% change year-on-year +4.44% +5.88% -
Number of hourly rates quoted 1 2 3
North West median hourly rate £55.00 £50.00 £20.50
Median hourly rate % change year-on-year +10.00% +143.90% -
England median hourly rate £52.50 £40.00 £38.50
% change year-on-year +31.25% +3.90% +1.85%

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 West with a requirement for process or methodology skills.

All Process and Methodology Skills
North West
Contract vacancies with a requirement for process or methodology skills 4,983 4,549 6,424
As % of all contract IT jobs advertised in the North West 85.60% 83.59% 83.34%
Number of daily rates quoted 3,135 2,807 3,917
North West median daily rate £400 £400 £400
10th Percentile £263 £244 £255
90th Percentile £575 £550 £563
England median daily rate £463 £450 £425
% change year-on-year +2.78% +5.88% +4.42%
Number of hourly rates quoted 244 198 231
North West median hourly rate £23.20 £36.74 £32.50
Median hourly rate % change year-on-year -36.85% +13.04% +44.44%
10th Percentile £12.25 £11.75 £13.00
90th Percentile £51.25 £53.00 £48.75
England median hourly rate £22.00 £25.06 £23.00
% change year-on-year -12.21% +8.96% +9.52%

ETL
Job Vacancy Trend in the North West

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

Job vacancy trend for ETL in the North West

ETL
Contractor Daily Rate Trend in the North West

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

Contractor daily rate trend for ETL in the North West

ETL
Contractor Daily Rate Histogram in the North West

The daily rate distribution of IT jobs citing ETL in the North West over the 6 months to 24 May 2018.

Contractor daily rate histogram for ETL in the North West

ETL
Contractor Hourly Rate Trend in the North West

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

Contractor hourly rate trend for ETL in the North West

ETL
Contract Job Locations in the North West

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 West region over the 6 months to 24 May 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
Manchester -38 59 £413 +13.01% 22
Merseyside +22 21 £350 -12.50% 1
Cheshire -46 18 £400 +4.92% 6
Lancashire -2 8 £400 - 6
Cumbria - 1 - -
ETL
England

For the 6 months to 24 May 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 West region with a requirement for ETL.

1 65 (59.63%) SQL
2 45 (41.28%) Data Warehouse
3 33 (30.28%) Business Intelligence
4 26 (23.85%) Finance
5 25 (22.94%) Agile Software Development
6 24 (22.02%) Microsoft
7 23 (21.10%) SQL Server
8 22 (20.18%) Migration
9 21 (19.27%) SQL Server Integration Services
10 19 (17.43%) Oracle
11 17 (15.60%) Java
11 17 (15.60%) Data Modelling
12 16 (14.68%) Data Migration
12 16 (14.68%) SQL Server Reporting Services
13 15 (13.76%) Hadoop
14 12 (11.01%) Data Architecture
14 12 (11.01%) Big Data
15 11 (10.09%) Talend
15 11 (10.09%) Legal
16 10 (9.17%) T-SQL
16 10 (9.17%) SAP
16 10 (9.17%) Python
16 10 (9.17%) Microsoft Azure
16 10 (9.17%) Banking
16 10 (9.17%) Dimensional Modelling
16 10 (9.17%) Apache Spark
17 9 (8.26%) Relational Database
17 9 (8.26%) Analytics
17 9 (8.26%) Retail
18 8 (7.34%) Oracle Database 11g

ETL
Co-occurring IT Skills in the North West 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 10 (9.17%) Apache Spark
2 5 (4.59%) Apache
3 4 (3.67%) SAS
4 2 (1.83%) Tuxedo
5 1 (0.92%) Apache Solr
5 1 (0.92%) ArcGIS
5 1 (0.92%) Confluence
5 1 (0.92%) Mule
Applications
1 8 (7.34%) Microsoft Excel
2 5 (4.59%) Microsoft Office
3 1 (0.92%) MS Visio
Business Applications
1 3 (2.75%) Cognos Business Intelligence
2 2 (1.83%) Dynamics AX
3 1 (0.92%) Dynamics NAV
3 1 (0.92%) Oracle EBS
3 1 (0.92%) Oracle EBS R12
Cloud Services
1 10 (9.17%) Microsoft Azure
2 7 (6.42%) Amazon AWS
3 3 (2.75%) SaaS
4 2 (1.83%) IaaS
4 2 (1.83%) PaaS
5 1 (0.92%) Azure Data Factory
5 1 (0.92%) Cloud Computing
5 1 (0.92%) Google Cloud Platform
5 1 (0.92%) Slack
Communications & Networking
1 3 (2.75%) HTTP
1 3 (2.75%) SSL
1 3 (2.75%) TCP/IP
2 2 (1.83%) SMS
Database & Business Intelligence
1 45 (41.28%) Data Warehouse
2 23 (21.10%) SQL Server
3 21 (19.27%) SQL Server Integration Services
4 16 (14.68%) SQL Server Reporting Services
5 15 (13.76%) Hadoop
6 12 (11.01%) Big Data
7 9 (8.26%) Relational Database
8 8 (7.34%) Oracle Database
8 8 (7.34%) Oracle Database 11g
8 8 (7.34%) SQL Server Analysis Services
9 7 (6.42%) Power BI
10 6 (5.50%) Enterprise Data Warehouse
10 6 (5.50%) OLAP
11 5 (4.59%) BusinessObjects
11 5 (4.59%) DataStage
11 5 (4.59%) Oracle Discoverer
11 5 (4.59%) Oracle OWB
12 3 (2.75%) SQL Server 2014
12 3 (2.75%) Star Schema
12 3 (2.75%) Text Mining
Development Applications
1 8 (7.34%) Git (software)
2 4 (3.67%) JIRA
2 4 (3.67%) Subversion
3 3 (2.75%) TeamCity
3 3 (2.75%) Toad
4 2 (1.83%) LSMW
5 1 (0.92%) Burp Suite
5 1 (0.92%) ER Studio
5 1 (0.92%) HP UFT
5 1 (0.92%) Jenkins
5 1 (0.92%) JMeter
5 1 (0.92%) LoadRunner
5 1 (0.92%) Selenium
5 1 (0.92%) Team Foundation Server
General
1 26 (23.85%) Finance
2 11 (10.09%) Legal
3 10 (9.17%) Banking
4 9 (8.26%) Retail
5 4 (3.67%) Manufacturing
6 3 (2.75%) Billing
7 2 (1.83%) Electronics
7 2 (1.83%) Law
7 2 (1.83%) Marketing
7 2 (1.83%) Telecoms
8 1 (0.92%) Advertising
Job Titles
1 58 (53.21%) Developer
2 20 (18.35%) Analyst
3 15 (13.76%) SQL Developer
4 13 (11.93%) Architect
4 13 (11.93%) Data Analyst
5 11 (10.09%) ETL Developer
6 9 (8.26%) Talend Developer
7 8 (7.34%) Business Intelligence Developer
7 8 (7.34%) Data Migration Analyst
7 8 (7.34%) Migration Analyst
8 7 (6.42%) Data Architect
8 7 (6.42%) Data Engineer
8 7 (6.42%) Integration Engineer
9 6 (5.50%) Solutions Architect
10 4 (3.67%) Analyst Developer
10 4 (3.67%) Oracle Developer
10 4 (3.67%) SQL BI Developer
10 4 (3.67%) SSIS Developer
10 4 (3.67%) Teradata Developer
11 3 (2.75%) Scala Developer
Libraries, Frameworks & Software Standards
1 4 (3.67%) .NET
1 4 (3.67%) XML
2 3 (2.75%) Kafka
2 3 (2.75%) Middleware
2 3 (2.75%) PySpark
2 3 (2.75%) RESTful
3 2 (1.83%) AngularJS
3 2 (1.83%) JSON
3 2 (1.83%) MDX
4 1 (0.92%) ASP.NET
4 1 (0.92%) HTML
4 1 (0.92%) HTML5
4 1 (0.92%) OpenLayers
4 1 (0.92%) Oracle Fusion
4 1 (0.92%) REST
4 1 (0.92%) SOAP
Miscellaneous
1 5 (4.59%) Enterprise Software
2 4 (3.67%) Analytical Skills
2 4 (3.67%) Management Information System
2 4 (3.67%) Self-Motivation
3 3 (2.75%) Data Structures
3 3 (2.75%) Mainframe
4 2 (1.83%) Replication
4 2 (1.83%) Virtual Team
5 1 (0.92%) Computer Science
5 1 (0.92%) Greenfield Project
5 1 (0.92%) Mobile App
5 1 (0.92%) Reference Data
5 1 (0.92%) Social Media
Operating Systems
1 6 (5.50%) Linux
2 3 (2.75%) Windows
3 2 (1.83%) Unix
3 2 (1.83%) Windows 7
4 1 (0.92%) Windows Server
Processes & Methodologies
1 33 (30.28%) Business Intelligence
2 25 (22.94%) Agile Software Development
3 22 (20.18%) Migration
4 17 (15.60%) Data Modelling
5 16 (14.68%) Data Migration
6 12 (11.01%) Data Architecture
7 10 (9.17%) Dimensional Modelling
8 9 (8.26%) Analytics
9 8 (7.34%) Collaborative Working
10 7 (6.42%) Data Integration
10 7 (6.42%) Kanban
10 7 (6.42%) Performance Tuning
11 6 (5.50%) Coaching
11 6 (5.50%) Dashboard Development
11 6 (5.50%) Data Cleansing
11 6 (5.50%) ETL Development
11 6 (5.50%) Stakeholder Management
12 5 (4.59%) Change Control
12 5 (4.59%) Data Strategy
12 5 (4.59%) Test Planning
Programming Languages
1 65 (59.63%) SQL
2 17 (15.60%) Java
3 10 (9.17%) Python
3 10 (9.17%) T-SQL
4 6 (5.50%) PL/SQL
4 6 (5.50%) Shell Script
5 4 (3.67%) C#
6 3 (2.75%) JavaScript
6 3 (2.75%) PowerShell
6 3 (2.75%) Scala
7 1 (0.92%) Data Analysis Expressions (DAX)
7 1 (0.92%) R
7 1 (0.92%) VB
Qualifications
1 8 (7.34%) Security Cleared
2 4 (3.67%) SC Cleared
3 2 (1.83%) Degree
4 1 (0.92%) ISEB
4 1 (0.92%) ISTQB
4 1 (0.92%) PhD
4 1 (0.92%) Postgraduate
Quality Assurance & Compliance
1 6 (5.50%) Data Quality
2 1 (0.92%) Dodd-Frank
2 1 (0.92%) EMIR
2 1 (0.92%) MiFID
2 1 (0.92%) QA
2 1 (0.92%) WCAG
System Software
1 5 (4.59%) Tivoli Workload Scheduler
2 3 (2.75%) Apache Flume
2 3 (2.75%) Docker
3 2 (1.83%) Virtual Servers
4 1 (0.92%) Virtual Machines
Systems Management
1 5 (4.59%) Tivoli
2 1 (0.92%) HP Quality Center
2 1 (0.92%) Nessus
2 1 (0.92%) Terraform
Vendors
1 24 (22.02%) Microsoft
2 19 (17.43%) Oracle
3 11 (10.09%) Talend
4 10 (9.17%) SAP
5 8 (7.34%) IBM
5 8 (7.34%) Informatica
6 6 (5.50%) Teradata
7 5 (4.59%) SnapLogic
8 4 (3.67%) Capita
8 4 (3.67%) webMethods
9 3 (2.75%) Cognos
9 3 (2.75%) Tableau
10 2 (1.83%) Cloudera
10 2 (1.83%) Hortonworks
10 2 (1.83%) Hyperion
10 2 (1.83%) Workday
11 1 (0.92%) ESRI
11 1 (0.92%) Google
11 1 (0.92%) Saba
11 1 (0.92%) Symantec