Period
to 22 November 2017

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 22 November 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 West
6 months to
22 Nov 2017
Same period 2016 Same period 2015
Rank 81 52 41
Rank change year-on-year -29 -11 +33
Contract jobs citing ETL 138 240 313
As % of all contract IT jobs advertised in the North West 2.42% 3.50% 3.69%
As % of the Processes & Methodologies category 2.98% 4.17% 4.54%
Number of daily rates quoted 102 169 257
North West median daily rate £400 £400 £425
Median daily rate % change year-on-year - -5.88% -
10th Percentile £313 £300 £288
90th Percentile £587 £550 £600
England median daily rate £450 £425 £425
% change year-on-year +5.88% - -
Number of hourly rates quoted 7 1 1
North West median hourly rate £46.21 £20.50 £33.00
Median hourly rate % change year-on-year +125.41% -37.88% -50.75%
England median hourly rate £45.61 £43.00 £28.75
% change year-on-year +6.06% +49.57% -24.84%

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 4628 5750 6896
As % of all contract IT jobs advertised in the North West 81.06% 83.83% 81.22%
Number of daily rates quoted 2961 3702 4181
North West median daily rate £400 £400 £400
10th Percentile £263 £263 £255
90th Percentile £588 £556 £575
England median daily rate £450 £425 £423
% change year-on-year +5.88% +0.47% +5.75%
Number of hourly rates quoted 202 166 282
North West median hourly rate £27.00 £22.42 £30.52
Median hourly rate % change year-on-year +20.41% -26.53% +74.40%
10th Percentile £11.56 £12.13 £12.37
90th Percentile £53.00 £53.00 £52.47
England median hourly rate £24.00 £24.43 £22.50
% change year-on-year -1.76% +8.58% +18.42%

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 22 November 2017.

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
Contractor Hourly Rate Histogram in the North West

The hourly rate distribution of IT jobs citing ETL in the North West over the 6 months to 22 November 2017.

Contractor hourly rate histogram 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 22 November 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
Manchester +35 88 £413 -2.94% 14
Cheshire -55 19 £350 -15.15% 7
Lancashire +18 12 £350 +7.69% 1
Merseyside -8 7 £450 +26.32% 1
Cumbria -2 4 - -
ETL
England

For the 6 months to 22 November 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 West region with a requirement for ETL.

1 76 (55.07%) Business Intelligence
2 70 (50.72%) SQL
3 54 (39.13%) Data Warehouse
4 46 (33.33%) SQL Server Integration Services
5 45 (32.61%) Migration
6 44 (31.88%) SQL Server
7 43 (31.16%) Microsoft
8 38 (27.54%) Data Modelling
9 35 (25.36%) SQL Server Reporting Services
10 32 (23.19%) Agile Software Development
10 32 (23.19%) Data Migration
11 24 (17.39%) Oracle
11 24 (17.39%) Finance
12 22 (15.94%) SharePoint
12 22 (15.94%) Data Architecture
13 21 (15.22%) Data Quality
14 19 (13.77%) SQL Server Analysis Services
14 19 (13.77%) Data Management
15 17 (12.32%) T-SQL
15 17 (12.32%) ETL Development
16 16 (11.59%) Analytical Skills
16 16 (11.59%) Big Data
17 15 (10.87%) Intranet
17 15 (10.87%) Java
18 14 (10.14%) Data Governance
18 14 (10.14%) Relational Database
19 13 (9.42%) Retail
19 13 (9.42%) .NET
19 13 (9.42%) IBM
20 12 (8.70%) Management Information System

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 22 (15.94%) SharePoint
2 9 (6.52%) Apache Spark
3 8 (5.80%) SAS
4 2 (1.45%) IIS
5 1 (0.72%) Elasticsearch
5 1 (0.72%) Tomcat
Applications
1 4 (2.90%) Microsoft Excel
1 4 (2.90%) Microsoft Office
2 3 (2.17%) MS Visio
3 2 (1.45%) Adobe Illustrator
Business Applications
1 5 (3.62%) Cognos Business Intelligence
1 5 (3.62%) Dynamics AX
2 1 (0.72%) Aareon QL
2 1 (0.72%) Oracle Applications
2 1 (0.72%) Oracle BPM
2 1 (0.72%) Oracle ERP
2 1 (0.72%) Salesforce.com CRM
Cloud Services
1 7 (5.07%) Microsoft Azure
2 3 (2.17%) Slack
2 3 (2.17%) Trello
3 2 (1.45%) Force.com
4 1 (0.72%) Dynamics 365
4 1 (0.72%) GitHub
Communications & Networking
1 15 (10.87%) Intranet
2 2 (1.45%) SAN
Database & Business Intelligence
1 54 (39.13%) Data Warehouse
2 46 (33.33%) SQL Server Integration Services
3 44 (31.88%) SQL Server
4 35 (25.36%) SQL Server Reporting Services
5 19 (13.77%) SQL Server Analysis Services
6 16 (11.59%) Big Data
7 14 (10.14%) Relational Database
8 11 (7.97%) DataStage
9 9 (6.52%) Hadoop
9 9 (6.52%) OLAP
10 8 (5.80%) MongoDB
10 8 (5.80%) Oracle BI EE
10 8 (5.80%) SQL Server 2014
10 8 (5.80%) Star Schema
11 7 (5.07%) Apache Hive
11 7 (5.07%) IBM InfoSphere
11 7 (5.07%) Power BI
12 6 (4.35%) SQL Server 2008
13 5 (3.62%) BusinessObjects
13 5 (3.62%) PostgreSQL
Development Applications
1 7 (5.07%) Git (software)
1 7 (5.07%) Visual Studio
2 6 (4.35%) Team Foundation Server
2 6 (4.35%) TeamCity
3 4 (2.90%) JIRA
3 4 (2.90%) Mercurial
4 2 (1.45%) Babel
4 2 (1.45%) gulp
4 2 (1.45%) Mocha
4 2 (1.45%) SQL Server Management Studio (SSMS)
4 2 (1.45%) Subversion
4 2 (1.45%) Talend Open Studio
4 2 (1.45%) Toad
4 2 (1.45%) webpack
4 2 (1.45%) YouTrack
5 1 (0.72%) Cucumber
5 1 (0.72%) NUnit
5 1 (0.72%) Octopus Deploy
5 1 (0.72%) Oracle Forms
5 1 (0.72%) ProC
General
1 24 (17.39%) Finance
2 13 (9.42%) Retail
3 9 (6.52%) Banking
4 6 (4.35%) Marketing
5 3 (2.17%) Electronics
5 3 (2.17%) Manufacturing
5 3 (2.17%) Telecoms
6 2 (1.45%) Advertising
6 2 (1.45%) Games
6 2 (1.45%) Investment Banking
7 1 (0.72%) Law
7 1 (0.72%) Pharmaceutical
7 1 (0.72%) Publishing
Job Titles
1 68 (49.28%) Developer
2 26 (18.84%) Business Intelligence Developer
3 24 (17.39%) Architect
4 17 (12.32%) Analyst
4 17 (12.32%) SQL Developer
5 14 (10.14%) ETL Developer
6 12 (8.70%) Data Architect
7 10 (7.25%) Data Warehouse Developer
7 10 (7.25%) Information Architect
8 8 (5.80%) Cognos BI Developer
8 8 (5.80%) Cognos Developer
8 8 (5.80%) Data Analyst
8 8 (5.80%) DataStage Developer
9 6 (4.35%) SSIS Developer
9 6 (4.35%) Technical Analyst
10 5 (3.62%) Consultant
11 4 (2.90%) Database Developer
11 4 (2.90%) DBA
11 4 (2.90%) Oracle Developer
11 4 (2.90%) SQL Database Developer
Libraries, Frameworks & Software Standards
1 13 (9.42%) .NET
2 11 (7.97%) XML
3 5 (3.62%) Hibernate
3 5 (3.62%) JSON
3 5 (3.62%) XSLT
4 4 (2.90%) CSS
4 4 (2.90%) jQuery
4 4 (2.90%) MDX
4 4 (2.90%) XSD
5 3 (2.17%) .NET Framework
5 3 (2.17%) ASP.NET
5 3 (2.17%) Entity Framework
5 3 (2.17%) LINQ
5 3 (2.17%) SOAP
6 2 (1.45%) HTML
6 2 (1.45%) Jest
6 2 (1.45%) PySpark
6 2 (1.45%) React
6 2 (1.45%) Redux
6 2 (1.45%) WPF
Miscellaneous
1 16 (11.59%) Analytical Skills
2 12 (8.70%) Management Information System
3 7 (5.07%) Taxonomies
4 4 (2.90%) Data Structures
5 3 (2.17%) Clustering
5 3 (2.17%) Reference Data
6 2 (1.45%) Computer Science
7 1 (0.72%) Credit Risk
7 1 (0.72%) Data Protection Act
7 1 (0.72%) iPad
7 1 (0.72%) Life Science
7 1 (0.72%) Replication
7 1 (0.72%) User Experience
Operating Systems
1 10 (7.25%) Linux
2 4 (2.90%) Red Hat Enterprise Linux
2 4 (2.90%) Unix
3 1 (0.72%) Solaris
3 1 (0.72%) Windows
Processes & Methodologies
1 76 (55.07%) Business Intelligence
2 45 (32.61%) Migration
3 38 (27.54%) Data Modelling
4 32 (23.19%) Agile Software Development
4 32 (23.19%) Data Migration
5 22 (15.94%) Data Architecture
6 19 (13.77%) Data Management
7 17 (12.32%) ETL Development
8 14 (10.14%) Data Governance
9 11 (7.97%) Analytics
9 11 (7.97%) Information Architecture
9 11 (7.97%) Kalman Filter
9 11 (7.97%) Scrum
10 10 (7.25%) Analytical Thinking
10 10 (7.25%) Data Cleansing
10 10 (7.25%) Stakeholder Management
11 8 (5.80%) Data Transformation
11 8 (5.80%) Kimball Methodology
12 7 (5.07%) Master Data Management
12 7 (5.07%) Performance Tuning
Programming Languages
1 70 (50.72%) SQL
2 17 (12.32%) T-SQL
3 15 (10.87%) Java
4 7 (5.07%) JavaScript
4 7 (5.07%) PL/SQL
4 7 (5.07%) Python
5 5 (3.62%) C#
5 5 (3.62%) Shell Script
6 4 (2.90%) XPath
7 3 (2.17%) Data Analysis Expressions (DAX)
8 2 (1.45%) ECMAScript
8 2 (1.45%) ES6
9 1 (0.72%) PROC SQL
9 1 (0.72%) R
9 1 (0.72%) SAS Macro
9 1 (0.72%) VB.NET
9 1 (0.72%) VBA
Qualifications
1 6 (4.35%) Security Cleared
2 5 (3.62%) Degree
3 3 (2.17%) SC Cleared
4 2 (1.45%) BPSS Clearance
5 1 (0.72%) BC Cleared
5 1 (0.72%) DV Cleared
5 1 (0.72%) ISEB
5 1 (0.72%) ISTQB
5 1 (0.72%) Master's Degree
5 1 (0.72%) SAS Certification
Quality Assurance & Compliance
1 21 (15.22%) Data Quality
2 3 (2.17%) QA
3 1 (0.72%) Disclosure Scotland
3 1 (0.72%) HL7
System Software
1 4 (2.90%) Tivoli Workload Scheduler
2 3 (2.17%) Docker
2 3 (2.17%) Virtual Machines
Systems Management
1 4 (2.90%) Tivoli
2 3 (2.17%) Oozie
3 2 (1.45%) Failover Clustering
4 1 (0.72%) HP Quality Center
4 1 (0.72%) Systems Management Server (SMS)
Vendors
1 43 (31.16%) Microsoft
2 24 (17.39%) Oracle
3 13 (9.42%) IBM
4 11 (7.97%) Cognos
5 7 (5.07%) Tableau
6 6 (4.35%) JD Edwards
6 6 (4.35%) SAP
7 5 (3.62%) Capita
8 4 (2.90%) EnterpriseDB
8 4 (2.90%) Informatica
8 4 (2.90%) Red Hat
9 3 (2.17%) Salesforce.com
9 3 (2.17%) Teradata
10 2 (1.45%) Cisco
10 2 (1.45%) Talend
11 1 (0.72%) Aareon
11 1 (0.72%) Hyperion
11 1 (0.72%) Intel
11 1 (0.72%) MuleSoft
11 1 (0.72%) Telerik