Period
to 17 August 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 17 August 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
17 Aug 2018
Same period 2017 Same period 2016
Rank 91 71 53
Rank change year-on-year -20 -18 -8
Contract jobs citing ETL 137 158 243
As % of all contract IT jobs advertised in the North West 2.23% 2.75% 3.23%
As % of the Processes & Methodologies category 2.64% 3.32% 3.87%
Number of daily rates quoted 98 107 188
North West median daily rate £363 £400 £413
Median daily rate % change year-on-year -9.38% -3.03% -
10th Percentile £298 £306 £304
90th Percentile £475 £575 £508
England median daily rate £460 £450 £425
% change year-on-year +2.22% +5.88% -
Number of hourly rates quoted 2 3 4
North West median hourly rate £55.00 £65.00 £20.50
Median hourly rate % change year-on-year -15.38% +217.07% -37.88%
England median hourly rate £38.50 £36.25 £44.00
% change year-on-year +6.21% -17.61% +46.67%

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 5,192 4,752 6,287
As % of all contract IT jobs advertised in the North West 84.59% 82.70% 83.65%
Number of daily rates quoted 3,289 2,901 3,915
North West median daily rate £400 £400 £400
10th Percentile £263 £263 £260
90th Percentile £575 £548 £550
England median daily rate £463 £450 £425
% change year-on-year +2.78% +5.88% +3.66%
Number of hourly rates quoted 253 200 191
North West median hourly rate £23.65 £35.00 £26.00
Median hourly rate % change year-on-year -32.43% +34.62% -5.45%
10th Percentile £11.19 £11.75 £12.17
90th Percentile £51.25 £52.55 £51.25
England median hourly rate £21.50 £24.00 £23.50
% change year-on-year -10.42% +2.13% +9.05%

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 17 August 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 17 August 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 -43 65 £375 - 26
Cheshire -6 38 £375 - 10
Merseyside +34 24 £340 -20.00% 3
Lancashire -18 5 £375 -3.23% 1
Cumbria - 4 - -
ETL
England

For the 6 months to 17 August 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 93 (67.88%) SQL
2 52 (37.96%) Data Warehouse
3 51 (37.23%) Business Intelligence
4 42 (30.66%) SQL Server
5 38 (27.74%) SQL Server Integration Services
6 36 (26.28%) Microsoft
7 30 (21.90%) Finance
8 29 (21.17%) Migration
8 29 (21.17%) T-SQL
9 28 (20.44%) Oracle
10 24 (17.52%) SQL Server Reporting Services
11 21 (15.33%) Agile Software Development
11 21 (15.33%) Microsoft Azure
11 21 (15.33%) Data Modelling
12 20 (14.60%) Power BI
13 19 (13.87%) Talend
13 19 (13.87%) Data Analysis
13 19 (13.87%) Data Migration
14 18 (13.14%) Analytics
15 15 (10.95%) SAP
15 15 (10.95%) Java
16 14 (10.22%) JavaScript
16 14 (10.22%) SQL Server Analysis Services
16 14 (10.22%) Dimensional Modelling
17 13 (9.49%) Big Data
17 13 (9.49%) Data Architecture
17 13 (9.49%) BusinessObjects
17 13 (9.49%) Banking
18 12 (8.76%) Python
18 12 (8.76%) Amazon AWS

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 9 (6.57%) Apache Spark
2 4 (2.92%) Apache
2 4 (2.92%) ArcGIS
2 4 (2.92%) SAS
3 2 (1.46%) Elasticsearch
3 2 (1.46%) Tuxedo
4 1 (0.73%) Mule
4 1 (0.73%) Oracle Workflow
4 1 (0.73%) SharePoint
Applications
1 7 (5.11%) Microsoft Excel
2 3 (2.19%) Microsoft Office
3 2 (1.46%) MS Visio
Business Applications
1 3 (2.19%) Dynamics AX
2 1 (0.73%) Cognos Business Intelligence
2 1 (0.73%) iTrent
Cloud Services
1 21 (15.33%) Microsoft Azure
2 12 (8.76%) Amazon AWS
3 5 (3.65%) Dynamics 365
4 4 (2.92%) GitHub
5 2 (1.46%) Cloud Computing
5 2 (1.46%) IaaS
5 2 (1.46%) PaaS
5 2 (1.46%) SaaS
6 1 (0.73%) Azure Data Factory
6 1 (0.73%) Boomi
6 1 (0.73%) Google Cloud Platform
6 1 (0.73%) Slack
6 1 (0.73%) Trello
Communications & Networking
1 5 (3.65%) SMS
Database & Business Intelligence
1 52 (37.96%) Data Warehouse
2 42 (30.66%) SQL Server
3 38 (27.74%) SQL Server Integration Services
4 24 (17.52%) SQL Server Reporting Services
5 20 (14.60%) Power BI
6 14 (10.22%) SQL Server Analysis Services
7 13 (9.49%) Big Data
7 13 (9.49%) BusinessObjects
8 11 (8.03%) Hadoop
8 11 (8.03%) Relational Database
9 10 (7.30%) SQL Server 2016
10 8 (5.84%) Oracle Discoverer
10 8 (5.84%) Oracle OWB
10 8 (5.84%) SQL Server 2014
11 7 (5.11%) Oracle Database
11 7 (5.11%) Oracle Database 11g
12 6 (4.38%) Amazon Redshift
12 6 (4.38%) Data Mining
12 6 (4.38%) Enterprise Data Warehouse
12 6 (4.38%) QlikView
Development Applications
1 3 (2.19%) LSMW
2 2 (1.46%) Git (software)
2 2 (1.46%) GitLab
2 2 (1.46%) Team Foundation Server
3 1 (0.73%) ER Studio
General
1 30 (21.90%) Finance
2 13 (9.49%) Banking
3 11 (8.03%) Retail
4 10 (7.30%) Legal
5 3 (2.19%) Billing
6 2 (1.46%) Marketing
6 2 (1.46%) Pharmaceutical
7 1 (0.73%) Law
Job Titles
1 74 (54.01%) Developer
2 27 (19.71%) Analyst
3 22 (16.06%) Business Intelligence Developer
4 19 (13.87%) Data Analyst
5 13 (9.49%) SQL Developer
6 12 (8.76%) Data Engineer
7 11 (8.03%) ETL Developer
8 9 (6.57%) Talend Developer
9 8 (5.84%) Data Migration Analyst
9 8 (5.84%) Migration Analyst
10 7 (5.11%) Architect
10 7 (5.11%) Integration Engineer
11 5 (3.65%) Analyst Developer
11 5 (3.65%) AWS Engineer
11 5 (3.65%) SSIS Developer
11 5 (3.65%) SSRS Developer
12 4 (2.92%) Data Warehouse Developer
12 4 (2.92%) GIS Developer
12 4 (2.92%) SAP BusinessObjects (BO) Developer
12 4 (2.92%) SQL BI Developer
Libraries, Frameworks & Software Standards
1 11 (8.03%) XML
2 9 (6.57%) .NET
3 5 (3.65%) ASP.NET
4 4 (2.92%) HTML
4 4 (2.92%) HTML5
4 4 (2.92%) MDX
4 4 (2.92%) OpenLayers
5 2 (1.46%) AngularJS
5 2 (1.46%) Leaflet
5 2 (1.46%) Pandas
5 2 (1.46%) PostGIS
5 2 (1.46%) RESTful
5 2 (1.46%) scikit-learn
6 1 (0.73%) ASP.NET MVC
6 1 (0.73%) COM
6 1 (0.73%) J2EE
6 1 (0.73%) JSON
6 1 (0.73%) Kafka
6 1 (0.73%) Natural Language Processing
6 1 (0.73%) REST
Miscellaneous
1 12 (8.76%) Analytical Skills
2 8 (5.84%) Enterprise Software
3 4 (2.92%) Data Structures
3 4 (2.92%) Mobile App
3 4 (2.92%) Taxonomies
4 3 (2.19%) Mainframe
5 2 (1.46%) Greenfield Project
5 2 (1.46%) NHS
5 2 (1.46%) Reference Data
5 2 (1.46%) Virtual Team
6 1 (0.73%) Computer Science
6 1 (0.73%) Management Information System
6 1 (0.73%) Replication
6 1 (0.73%) Self-Motivation
Operating Systems
1 6 (4.38%) Unix
2 5 (3.65%) Windows
3 4 (2.92%) Windows Server
4 1 (0.73%) Windows 7
Processes & Methodologies
1 51 (37.23%) Business Intelligence
2 29 (21.17%) Migration
3 21 (15.33%) Agile Software Development
3 21 (15.33%) Data Modelling
4 19 (13.87%) Data Analysis
4 19 (13.87%) Data Migration
5 18 (13.14%) Analytics
6 14 (10.22%) Dimensional Modelling
7 13 (9.49%) Data Architecture
8 11 (8.03%) Data Integration
8 11 (8.03%) Performance Tuning
8 11 (8.03%) Stakeholder Management
9 10 (7.30%) Dashboard Development
9 10 (7.30%) Data Cleansing
9 10 (7.30%) ETL Development
10 9 (6.57%) ERP
10 9 (6.57%) Visualisation
11 7 (5.11%) Change Control
11 7 (5.11%) Data Transformation
11 7 (5.11%) Data Visualisation
Programming Languages
1 93 (67.88%) SQL
2 29 (21.17%) T-SQL
3 15 (10.95%) Java
4 14 (10.22%) JavaScript
5 12 (8.76%) Python
6 9 (6.57%) C#
7 7 (5.11%) PL/SQL
8 4 (2.92%) Perl
8 4 (2.92%) PowerShell
9 1 (0.73%) Data Analysis Expressions (DAX)
9 1 (0.73%) Scala
9 1 (0.73%) Shell Script
9 1 (0.73%) VB
Qualifications
1 10 (7.30%) Security Cleared
2 6 (4.38%) Degree
3 4 (2.92%) Postgraduate
3 4 (2.92%) SC Cleared
4 1 (0.73%) ISEB
4 1 (0.73%) ISTQB
Quality Assurance & Compliance
1 7 (5.11%) Data Quality
2 2 (1.46%) PMO
3 1 (0.73%) GDPR
System Software
1 5 (3.65%) Tivoli Workload Scheduler
2 2 (1.46%) Apache Flume
2 2 (1.46%) Docker
2 2 (1.46%) Virtual Servers
Systems Management
1 5 (3.65%) Tivoli
2 2 (1.46%) Kibana
3 1 (0.73%) Systems Management Server (SMS)
Vendors
1 36 (26.28%) Microsoft
2 28 (20.44%) Oracle
3 19 (13.87%) Talend
4 15 (10.95%) SAP
5 10 (7.30%) Informatica
6 9 (6.57%) Tableau
7 7 (5.11%) Hyperion
8 6 (4.38%) IBM
9 5 (3.65%) SnapLogic
9 5 (3.65%) Teradata
10 4 (2.92%) ESRI
10 4 (2.92%) Mapbox
10 4 (2.92%) webMethods
11 3 (2.19%) Saba
12 2 (1.46%) Cloudera
12 2 (1.46%) Cognos
12 2 (1.46%) Hortonworks
12 2 (1.46%) Vertica
12 2 (1.46%) Workday
13 1 (0.73%) MapR