Period
to 25 May 2020

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 25 May 2020 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
25 May 2020
Same period 2019 Same period 2018
Rank 74 94 113
Rank change year-on-year +20 +19 -43
Contract jobs citing ETL 81 111 111
As % of all contract jobs advertised in the North West 2.67% 2.14% 1.89%
As % of the Processes & Methodologies category 3.25% 2.49% 2.18%
Number of daily rates quoted 49 85 82
Median daily rate £445 £400 £400
Median daily rate % change year-on-year +11.25% - +6.67%
10th Percentile £311 £318 £307
90th Percentile £585 £595 £573
England median daily rate £475 £463 £470
% change year-on-year +2.70% -1.60% +4.44%
Number of hourly rates quoted 2 2 1
Median hourly rate £50.00 £47.73 £55.00
Median hourly rate % change year-on-year +4.76% -13.22% +10.00%
England median hourly rate £35.00 £35.00 £48.75
% change year-on-year - -28.21% +39.29%

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 2,496 4,456 5,102
As % of all contract IT jobs advertised in the North West 82.32% 85.99% 86.87%
Number of daily rates quoted 1,529 2,876 3,209
Median daily rate £425 £425 £400
Median daily rate % change year-on-year - +6.25% -
10th Percentile £233 £263 £260
90th Percentile £638 £619 £575
England median daily rate £475 £475 £463
% change year-on-year - +2.70% +2.78%
Number of hourly rates quoted 124 174 247
Median hourly rate £35.00 £25.94 £22.65
Median hourly rate % change year-on-year +34.93% +14.53% -37.18%
10th Percentile £12.39 £13.00 £12.25
90th Percentile £53.93 £50.61 £51.25
Median hourly rate £27.50 £24.54 £22.00
% change year-on-year +12.07% +11.53% -13.08%

ETL
Job Vacancy Trend in the North West

Job postings citing ETL as a proportion 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

3-month moving average daily rate quoted in jobs citing ETL in the North West.

Daily rate trend for ETL in the North West

ETL
Daily Rate Histogram in the North West

Daily rate distribution for jobs citing ETL in the North West over the 6 months to 25 May 2020.

Daily rate histogram for ETL in the North West

ETL
Contractor Hourly Rate Trend in the North West

3-month moving average hourly rates quoted in jobs citing ETL in the North West.

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 25 May 2020. 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 +37 54 £438 +9.38% 6
Cheshire +18 9 £500 +33.33% 4
Cumbria -6 8 £548 -
Lancashire +10 4 £400 +3.23% 1
ETL
England

For the 6 months to 25 May 2020, 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 45 (55.56%) SQL
2 39 (48.15%) Data Warehouse
3 27 (33.33%) SQL Server Integration Services
4 26 (32.10%) Migration
5 25 (30.86%) Business Intelligence
5 25 (30.86%) SQL Server
6 21 (25.93%) Data Migration
7 20 (24.69%) Data Modelling
7 20 (24.69%) Power BI
7 20 (24.69%) Power Platform
8 18 (22.22%) Finance
9 17 (20.99%) SQL Server Reporting Services
9 17 (20.99%) Oracle
10 15 (18.52%) Azure
11 14 (17.28%) T-SQL
11 14 (17.28%) SAP
11 14 (17.28%) SQL Server Analysis Services
12 13 (16.05%) Data Analysis
12 13 (16.05%) MySQL
12 13 (16.05%) SAP Data Services
13 12 (14.81%) Visualisation
13 12 (14.81%) Informatica
13 12 (14.81%) Security Cleared
14 11 (13.58%) JIRA
14 11 (13.58%) Agile Software Development
14 11 (13.58%) Microsoft
14 11 (13.58%) SC Cleared
15 10 (12.35%) AWS
15 10 (12.35%) Data Quality
15 10 (12.35%) Relational Database

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 7 (8.64%) Elasticsearch
2 6 (7.41%) Confluence
2 6 (7.41%) SharePoint
3 4 (4.94%) OnBase
4 2 (2.47%) Apache Spark
4 2 (2.47%) IIS
5 1 (1.23%) Apache
Business Applications
1 1 (1.23%) SAP PS
Cloud Services
1 20 (24.69%) Power Platform
2 15 (18.52%) Azure
3 10 (12.35%) AWS
4 2 (2.47%) Amazon S3
4 2 (2.47%) Amazon SageMaker
4 2 (2.47%) Azure Data Factory
4 2 (2.47%) Slack
5 1 (1.23%) Cloud Computing
5 1 (1.23%) Dynamics 365
5 1 (1.23%) Logic Apps
5 1 (1.23%) PaaS
5 1 (1.23%) PowerApps
5 1 (1.23%) SaaS
5 1 (1.23%) Trello
Communications & Networking
1 1 (1.23%) Kerberos
Database & Business Intelligence
1 39 (48.15%) Data Warehouse
2 27 (33.33%) SQL Server Integration Services
3 25 (30.86%) SQL Server
4 20 (24.69%) Power BI
5 17 (20.99%) SQL Server Reporting Services
6 14 (17.28%) SQL Server Analysis Services
7 13 (16.05%) MySQL
7 13 (16.05%) SAP Data Services
8 10 (12.35%) Relational Database
9 8 (9.88%) Big Data
10 6 (7.41%) DataStage
10 6 (7.41%) PostgreSQL
11 5 (6.17%) Azure SQL Database
12 4 (4.94%) Amazon Athena
12 4 (4.94%) Amazon RDS
12 4 (4.94%) Amazon Redshift
12 4 (4.94%) Data Lake
12 4 (4.94%) Hadoop
12 4 (4.94%) RDBMS
13 3 (3.70%) Azure SQL Data Warehouse
Development Applications
1 11 (13.58%) JIRA
2 2 (2.47%) SQL Server Management Studio (SSMS)
2 2 (2.47%) Visual Studio
3 1 (1.23%) Cucumber
3 1 (1.23%) Git (software)
3 1 (1.23%) HP UFT
General
1 18 (22.22%) Finance
2 8 (9.88%) Banking
3 4 (4.94%) Law
3 4 (4.94%) Public Sector
4 2 (2.47%) Advertising
4 2 (2.47%) Housing Association
4 2 (2.47%) Manufacturing
4 2 (2.47%) Multimedia
4 2 (2.47%) Retail
Job Titles
1 37 (45.68%) Developer
2 17 (20.99%) Analyst
3 14 (17.28%) SQL Developer
4 13 (16.05%) Business Intelligence Developer
5 10 (12.35%) ETL Developer
6 7 (8.64%) Data Warehouse Developer
7 6 (7.41%) Architect
7 6 (7.41%) Data Architect
7 6 (7.41%) Systems Analyst
7 6 (7.41%) Technical Analyst
8 5 (6.17%) Data Engineer
9 4 (4.94%) Consultant
9 4 (4.94%) Power BI Developer
9 4 (4.94%) SQL BI Developer
10 3 (3.70%) Azure Developer
10 3 (3.70%) Business Analyst
10 3 (3.70%) ETL Analyst
11 2 (2.47%) AWS Engineer
11 2 (2.47%) Data Migration Developer
11 2 (2.47%) E-Commerce Product Owner
Libraries, Frameworks & Software Standards
1 8 (9.88%) XML
2 7 (8.64%) Kafka
3 3 (3.70%) Gherkin
3 3 (3.70%) JDBC
3 3 (3.70%) RESTful
4 2 (2.47%) .NET
4 2 (2.47%) ActiveMQ
4 2 (2.47%) Web Services
5 1 (1.23%) D3.js
5 1 (1.23%) Middleware
5 1 (1.23%) REST
5 1 (1.23%) SOAP
Miscellaneous
1 9 (11.11%) Analytical Skills
2 6 (7.41%) Mainframe
3 4 (4.94%) Algorithms
3 4 (4.94%) Data Structures
3 4 (4.94%) Enterprise Software
3 4 (4.94%) Replication
4 3 (3.70%) Reference Data
5 2 (2.47%) Data Centre
5 2 (2.47%) Life Science
5 2 (2.47%) NHS
6 1 (1.23%) Self-Motivation
Operating Systems
1 4 (4.94%) Windows
2 3 (3.70%) Windows Server
Processes & Methodologies
1 26 (32.10%) Migration
2 25 (30.86%) Business Intelligence
3 21 (25.93%) Data Migration
4 20 (24.69%) Data Modelling
5 13 (16.05%) Data Analysis
6 12 (14.81%) Visualisation
7 11 (13.58%) Agile Software Development
8 10 (12.35%) Problem-Solving
9 9 (11.11%) Kimball Methodology
9 9 (11.11%) Requirements Gathering
9 9 (11.11%) Stakeholder Management
10 7 (8.64%) Data Mapping
10 7 (8.64%) Data Visualisation
10 7 (8.64%) Performance Tuning
10 7 (8.64%) Waterfall
11 6 (7.41%) Data Architecture
11 6 (7.41%) Mentoring
11 6 (7.41%) Software Delivery
11 6 (7.41%) UML
11 6 (7.41%) Validation
Programming Languages
1 45 (55.56%) SQL
2 14 (17.28%) T-SQL
3 10 (12.35%) Java
4 6 (7.41%) C
4 6 (7.41%) C++
4 6 (7.41%) Python
5 4 (4.94%) C#
6 3 (3.70%) PL/SQL
7 2 (2.47%) Data Analysis Expressions (DAX)
7 2 (2.47%) JavaScript
7 2 (2.47%) VB.NET
7 2 (2.47%) VBA
8 1 (1.23%) U-SQL
8 1 (1.23%) VB
Qualifications
1 12 (14.81%) Security Cleared
2 11 (13.58%) SC Cleared
3 6 (7.41%) Degree
4 4 (4.94%) Postgraduate
5 3 (3.70%) BPSS Clearance
6 2 (2.47%) AWS Certification
7 1 (1.23%) DBS Check
Quality Assurance & Compliance
1 10 (12.35%) Data Quality
1 10 (12.35%) QA
2 2 (2.47%) GDPR
System Software
1 4 (4.94%) Apache Flume
2 1 (1.23%) Active Directory
2 1 (1.23%) Apache ZooKeeper
2 1 (1.23%) HDFS
Systems Management
1 1 (1.23%) Oozie
Vendors
1 17 (20.99%) Oracle
2 14 (17.28%) SAP
3 12 (14.81%) Informatica
4 11 (13.58%) Microsoft
5 6 (7.41%) MuleSoft
5 6 (7.41%) Tableau
6 5 (6.17%) Talend
7 4 (4.94%) Kofax
8 3 (3.70%) IBM
9 1 (1.23%) Alteryx
9 1 (1.23%) Cloudera
9 1 (1.23%) Databricks
9 1 (1.23%) HP
9 1 (1.23%) Intapp
9 1 (1.23%) Red Hat