Period
to 24 January 2021

The following table provides summary statistics for contract job vacancies advertised in the Midlands 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 January 2021 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 > Midlands
6 months to
24 Jan 2021
Same period 2020 Same period 2019
Rank 51 68 104
Rank change year-on-year +17 +36 -14
Contract jobs citing ETL 98 155 174
As % of all contract jobs advertised in the Midlands 3.94% 3.06% 2.30%
As % of the Processes & Methodologies category 4.84% 3.72% 2.67%
Number of daily rates quoted 87 93 119
Median daily rate £413 £425 £450
Median daily rate % change year-on-year -2.94% -5.56% +12.50%
10th Percentile £325 £313 £305
90th Percentile £540 £494 £550
England median daily rate £475 £475 £463
% change year-on-year - +2.70% +2.78%
Number of hourly rates quoted 1 0 0
Median hourly rate £60.00 - -
England median hourly rate £22.50 £50.00 £20.25
% change year-on-year -55.00% +146.97% -60.97%

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 Midlands with a requirement for process or methodology skills.

All Process and Methodology Skills
Midlands
Contract vacancies with a requirement for process or methodology skills 2,023 4,169 6,508
As % of all contract IT jobs advertised in the Midlands 81.28% 82.29% 86.11%
Number of daily rates quoted 1,380 2,552 4,223
Median daily rate £405 £425 £425
Median daily rate % change year-on-year -4.71% - +6.25%
10th Percentile £225 £250 £281
90th Percentile £575 £586 £575
England median daily rate £475 £475 £475
Number of hourly rates quoted 65 194 215
Median hourly rate £17.50 £15.85 £15.85
Median hourly rate % change year-on-year +10.41% - -16.36%
10th Percentile £10.88 £11.17 £10.75
90th Percentile £47.50 £43.75 £42.30
Median hourly rate £26.72 £20.50 £22.00
% change year-on-year +30.34% -6.82% -

ETL
Job Vacancy Trend in the Midlands

Job postings citing ETL as a proportion of all IT jobs advertised in the Midlands.

Job vacancy trend for ETL in the Midlands

ETL
Contractor Daily Rate Trend in the Midlands

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

Daily rate trend for ETL in the Midlands

ETL
Daily Rate Histogram in the Midlands

Daily rate distribution for jobs citing ETL in the Midlands over the 6 months to 24 January 2021.

Daily rate histogram for ETL in the Midlands

ETL
Contractor Hourly Rate Trend in the Midlands

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

Hourly rate trend for ETL in the Midlands

ETL
Contract Job Locations in the Midlands

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing ETL within the Midlands region over the 6 months to 24 January 2021. 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
West Midlands +18 55 £438 +2.94% 27
East Midlands +23 43 £400 +5.26% 5
ETL
England

For the 6 months to 24 January 2021, 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 Midlands region with a requirement for ETL.

1 57 (58.16%) SQL
2 37 (37.76%) Business Intelligence
3 31 (31.63%) Data Modelling
3 31 (31.63%) Oracle
4 29 (29.59%) Microsoft
4 29 (29.59%) Agile Software Development
5 26 (26.53%) SQL Server
5 26 (26.53%) Unix
6 24 (24.49%) Scrum
6 24 (24.49%) Migration
7 23 (23.47%) SC Cleared
7 23 (23.47%) Security Cleared
8 22 (22.45%) Data Migration
8 22 (22.45%) Azure
8 22 (22.45%) Data Warehouse
9 21 (21.43%) AWS
9 21 (21.43%) Pentaho
9 21 (21.43%) Power BI
9 21 (21.43%) Power Platform
10 20 (20.41%) Analytics
10 20 (20.41%) MySQL
10 20 (20.41%) Configuration Management
11 18 (18.37%) Big Data
11 18 (18.37%) Problem-Solving
12 17 (17.35%) Data Integration
12 17 (17.35%) Linux
13 16 (16.33%) Git (software)
13 16 (16.33%) Unit Testing
14 15 (15.31%) Ab Initio
14 15 (15.31%) Public Sector

ETL
Co-occurring IT Skills in the Midlands 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 13 (13.27%) Apache
2 4 (4.08%) SAS
2 4 (4.08%) WebLogic
3 2 (2.04%) Apache Spark
Applications
1 10 (10.20%) Spreadsheet
2 2 (2.04%) Microsoft Excel
3 1 (1.02%) Microsoft Office
3 1 (1.02%) Microsoft PowerPoint
3 1 (1.02%) SPSS
Business Applications
1 5 (5.10%) Dynamics CRM
2 4 (4.08%) Oracle EBS
2 4 (4.08%) Oracle EBS R12
2 4 (4.08%) Oracle ERP
3 3 (3.06%) SnowdropKCS
4 1 (1.02%) Dynamics AX
4 1 (1.02%) Maximo
4 1 (1.02%) Pegasus Opera
4 1 (1.02%) Sage 50
4 1 (1.02%) Sage X3
4 1 (1.02%) Salesforce.com CRM
Cloud Services
1 22 (22.45%) Azure
2 21 (21.43%) AWS
2 21 (21.43%) Power Platform
3 10 (10.20%) Amazon S3
3 10 (10.20%) Azure Data Factory
4 6 (6.12%) Dynamics 365
5 5 (5.10%) Logic Apps
5 5 (5.10%) PowerApps
6 1 (1.02%) Azure Machine Learning
6 1 (1.02%) Data Lake Analytics
6 1 (1.02%) GitHub
6 1 (1.02%) OpenShift
6 1 (1.02%) Tricentis Tosca
Communications & Networking
1 12 (12.24%) Firewall
2 1 (1.02%) HTTP
Database & Business Intelligence
1 26 (26.53%) SQL Server
2 22 (22.45%) Data Warehouse
3 21 (21.43%) Pentaho
3 21 (21.43%) Power BI
4 20 (20.41%) MySQL
5 18 (18.37%) Big Data
6 14 (14.29%) Hadoop
7 13 (13.27%) Relational Database
7 13 (13.27%) SQL Server Integration Services
8 12 (12.24%) Apache Hive
8 12 (12.24%) Azure SQL Database
8 12 (12.24%) Impala
9 10 (10.20%) SQL Server Reporting Services
10 9 (9.18%) SQL Server Analysis Services
11 8 (8.16%) Data Lake
12 7 (7.14%) Microsoft Analysis Services
13 6 (6.12%) Azure SQL Data Warehouse
14 4 (4.08%) Enterprise Data Warehouse
14 4 (4.08%) OLAP
15 3 (3.06%) RDBMS
Development Applications
1 16 (16.33%) Git (software)
2 11 (11.22%) Jenkins
3 4 (4.08%) CA Gen
4 3 (3.06%) Cucumber
4 3 (3.06%) JMeter
4 3 (3.06%) Postman
4 3 (3.06%) Selenium
5 2 (2.04%) HP UFT
5 2 (2.04%) Hudson
5 2 (2.04%) JIRA
5 2 (2.04%) SpecFlow
5 2 (2.04%) Team Foundation Server
5 2 (2.04%) Visual Studio
6 1 (1.02%) Ant
6 1 (1.02%) Bitbucket
6 1 (1.02%) Maven
6 1 (1.02%) ProC
6 1 (1.02%) SoapUI
6 1 (1.02%) Subversion
6 1 (1.02%) Toad
General
1 15 (15.31%) Public Sector
2 12 (12.24%) Finance
3 7 (7.14%) Banking
4 6 (6.12%) Pharmaceutical
5 3 (3.06%) Games
6 2 (2.04%) Law
6 2 (2.04%) Manufacturing
7 1 (1.02%) Electronics
7 1 (1.02%) Marketing
7 1 (1.02%) Telecoms
Job Titles
1 46 (46.94%) Developer
2 14 (14.29%) Ab Initio Developer
3 11 (11.22%) Data Engineer
4 8 (8.16%) ETL Developer
5 7 (7.14%) Business Intelligence Developer
5 7 (7.14%) Software Engineer
5 7 (7.14%) SQL Developer
6 6 (6.12%) Analyst
7 5 (5.10%) Cognos Developer
7 5 (5.10%) Consultant
7 5 (5.10%) Data Consultant
7 5 (5.10%) DBA
7 5 (5.10%) SQL DBA
8 4 (4.08%) Architect
8 4 (4.08%) Data Migration Consultant
8 4 (4.08%) Full Stack Developer
8 4 (4.08%) Migration Consultant
8 4 (4.08%) Oracle Consultant
8 4 (4.08%) Oracle Data Migration Consultant
8 4 (4.08%) Unix Developer
Libraries, Frameworks & Software Standards
1 12 (12.24%) XML
2 11 (11.22%) .NET
3 6 (6.12%) ASP.NET
3 6 (6.12%) JSON
3 6 (6.12%) SOAP
4 5 (5.10%) .NET Framework
4 5 (5.10%) CSS
4 5 (5.10%) HTML
5 4 (4.08%) HTML5
5 4 (4.08%) J2EE
5 4 (4.08%) jQuery
5 4 (4.08%) Oracle Fusion
5 4 (4.08%) React
5 4 (4.08%) Vue.js
5 4 (4.08%) Web Services
6 2 (2.04%) WCF
7 1 (1.02%) MDX
7 1 (1.02%) NumPy
7 1 (1.02%) RESTful
7 1 (1.02%) SciPy
Miscellaneous
1 13 (13.27%) Virtual Team
2 5 (5.10%) Analytical Skills
3 4 (4.08%) Enterprise Software
3 4 (4.08%) User Experience
4 2 (2.04%) Credit Risk
5 1 (1.02%) Enterprise Cloud
5 1 (1.02%) Management Information System
5 1 (1.02%) NHS
5 1 (1.02%) Social Media
Operating Systems
1 26 (26.53%) Unix
2 17 (17.35%) Linux
3 2 (2.04%) Windows
4 1 (1.02%) Red Hat Enterprise Linux
Processes & Methodologies
1 37 (37.76%) Business Intelligence
2 31 (31.63%) Data Modelling
3 29 (29.59%) Agile Software Development
4 24 (24.49%) Migration
4 24 (24.49%) Scrum
5 22 (22.45%) Data Migration
6 20 (20.41%) Analytics
6 20 (20.41%) Configuration Management
7 18 (18.37%) Problem-Solving
8 17 (17.35%) Data Integration
9 16 (16.33%) Unit Testing
10 13 (13.27%) Data Acquisition
10 13 (13.27%) Performance Tuning
11 12 (12.24%) Test Strategy
11 12 (12.24%) Virtual Team Management
12 11 (11.22%) DevOps
13 10 (10.20%) Process Improvement
13 10 (10.20%) Release Management
14 9 (9.18%) Data Governance
14 9 (9.18%) Test Automation
Programming Languages
1 57 (58.16%) SQL
2 13 (13.27%) Java
3 9 (9.18%) Python
4 8 (8.16%) C#
4 8 (8.16%) JavaScript
4 8 (8.16%) T-SQL
5 6 (6.12%) PL/SQL
6 5 (5.10%) Perl
6 5 (5.10%) PowerShell
7 4 (4.08%) COBOL
7 4 (4.08%) PHP
7 4 (4.08%) Shell Script
8 3 (3.06%) Ruby
9 2 (2.04%) Data Analysis Expressions (DAX)
9 2 (2.04%) Scala
10 1 (1.02%) C
10 1 (1.02%) PROC SQL
10 1 (1.02%) R
10 1 (1.02%) SAS Macro
10 1 (1.02%) VB
Qualifications
1 23 (23.47%) SC Cleared
1 23 (23.47%) Security Cleared
2 4 (4.08%) ISTQB Foundation Certification
3 3 (3.06%) ISTQB
4 2 (2.04%) ISEB
5 1 (1.02%) Computer Science Degree
5 1 (1.02%) Degree
5 1 (1.02%) Master's Degree
Quality Assurance & Compliance
1 10 (10.20%) QA
2 9 (9.18%) Data Quality
3 2 (2.04%) Cyber Essentials
3 2 (2.04%) NCSC
3 2 (2.04%) NIST
3 2 (2.04%) Sarbanes-Oxley
System Software
1 12 (12.24%) HDFS
2 2 (2.04%) Apache ZooKeeper
2 2 (2.04%) Virtual Machines
3 1 (1.02%) Active Directory
3 1 (1.02%) Docker
Systems Management
1 11 (11.22%) Ansible
2 2 (2.04%) Hadoop YARN
3 1 (1.02%) HP Quality Center
3 1 (1.02%) Kubernetes
3 1 (1.02%) Red Hat Satellite
3 1 (1.02%) Red Hat Spacewalk
Vendors
1 31 (31.63%) Oracle
2 29 (29.59%) Microsoft
3 15 (15.31%) Ab Initio
4 12 (12.24%) Cloudera
5 8 (8.16%) SAP
6 6 (6.12%) Cognos
7 4 (4.08%) BEA
7 4 (4.08%) Pega
7 4 (4.08%) webMethods
8 3 (3.06%) Informatica
8 3 (3.06%) Talend
8 3 (3.06%) Teradata
9 2 (2.04%) Red Hat
10 1 (1.02%) Ariba
10 1 (1.02%) HP
10 1 (1.02%) IBM
10 1 (1.02%) MicroStrategy
10 1 (1.02%) Pegasus
10 1 (1.02%) Sage
10 1 (1.02%) VMware