Period
to 30 July 2021

The following table provides summary statistics for contract job vacancies advertised in the East 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 30 July 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 > East Midlands
6 months to
30 Jul 2021
Same period 2020 Same period 2019
Rank 50 51 52
Rank change year-on-year +1 +1 +5
Contract jobs citing ETL 36 17 82
As % of all contract jobs advertised in the East Midlands 3.01% 2.32% 3.91%
As % of the Processes & Methodologies category 3.62% 2.93% 4.68%
Number of daily rates quoted 28 11 52
10th Percentile £237 £325 £309
25th Percentile £379 £370 £384
Median daily rate (50th Percentile) £419 £420 £425
Median % change year-on-year -0.30% -1.18% +3.98%
75th Percentile £475 £525 £489
90th Percentile £553 £613 £515
England median daily rate £500 £475 £475
% change year-on-year +5.26% - +5.56%
Number of hourly rates quoted 0 0 1
Median hourly rate - - £22.83
England median hourly rate £25.25 £28.55 £27.94
% change year-on-year -11.55% +2.17% -40.55%

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 East Midlands with a requirement for process or methodology skills.

All Process and Methodology Skills
East Midlands
Contract vacancies with a requirement for process or methodology skills 994 580 1,752
As % of all contract IT jobs advertised in the East Midlands 83.18% 79.13% 83.59%
Number of daily rates quoted 674 322 1,112
10th Percentile £203 £213 £225
25th Percentile £313 £308 £315
Median daily rate (50th Percentile) £400 £400 £400
75th Percentile £500 £488 £488
90th Percentile £588 £587 £550
England median daily rate £500 £488 £475
% change year-on-year +2.56% +2.63% +2.70%
Number of hourly rates quoted 52 31 96
10th Percentile £9.28 £9.52 £10.64
25th Percentile £10.50 £11.31 £11.61
Median hourly rate £14.61 £14.20 £14.27
Median % change year-on-year +2.92% -0.53% -7.94%
75th Percentile £24.25 £28.93 £19.18
90th Percentile £50.58 £45.00 £44.88
England median hourly rate £22.81 £24.95 £22.92
% change year-on-year -8.58% +8.85% +11.95%

ETL
Job Vacancy Trend in the East Midlands

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

Job vacancy trend for ETL in the East Midlands

ETL
Contractor Daily Rate Trend in the East Midlands

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

Daily rate trend for ETL in the East Midlands

ETL
Daily Rate Histogram in the East Midlands

Daily rate distribution for jobs citing ETL in the East Midlands over the 6 months to 30 July 2021.

Daily rate histogram for ETL in the East Midlands

ETL
Contractor Hourly Rate Trend in the East Midlands

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

Hourly rate trend for ETL in the East Midlands

ETL
Contract Job Locations in the East 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 East Midlands region over the 6 months to 30 July 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
Nottinghamshire -9 13 £438 +9.38% 5
Derbyshire -5 8 £390 -22.00% 2
Leicestershire -6 4 £325 - 6
Northamptonshire -7 3 £485 +15.48% 3
Lincolnshire - 2 £475 -
ETL
England

For the 6 months to 30 July 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 East Midlands region with a requirement for ETL.

1 27 (75.00%) SQL
2 16 (44.44%) Business Intelligence
2 16 (44.44%) Migration
3 14 (38.89%) Oracle
3 14 (38.89%) Data Migration
4 12 (33.33%) SQL Server
5 11 (30.56%) Data Quality
6 10 (27.78%) T-SQL
7 9 (25.00%) PL/SQL
7 9 (25.00%) Finance
7 9 (25.00%) ETL Development
8 8 (22.22%) Relational Database
8 8 (22.22%) Legacy Systems
8 8 (22.22%) Data Modelling
8 8 (22.22%) Data Analysis
8 8 (22.22%) SQL Server Integration Services
9 7 (19.44%) Microsoft
9 7 (19.44%) Analytical Skills
10 6 (16.67%) Performance Tuning
10 6 (16.67%) Data Warehouse
10 6 (16.67%) SAP
10 6 (16.67%) RDBMS
10 6 (16.67%) Oracle Database
11 5 (13.89%) Analytics
11 5 (13.89%) Azure
11 5 (13.89%) Data Management
11 5 (13.89%) Marketing
11 5 (13.89%) Digital Marketing
11 5 (13.89%) Data Mapping
11 5 (13.89%) Oracle Fusion

ETL
Co-occurring IT Skills in the East 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 3 (8.33%) Apache Spark
2 1 (2.78%) Apache
2 1 (2.78%) Apache Solr
2 1 (2.78%) Elasticsearch
Applications
1 1 (2.78%) Microsoft Office
Business Applications
1 5 (13.89%) Oracle EBS
2 2 (5.56%) Oracle Payroll
3 1 (2.78%) NetSuite
3 1 (2.78%) Salesforce.com CRM
3 1 (2.78%) SAP R/3
3 1 (2.78%) SAP S/4HANA
Cloud Services
1 5 (13.89%) Azure
2 3 (8.33%) Azure Synapse Analytics
2 3 (8.33%) Power Platform
3 2 (5.56%) Azure Data Factory
4 1 (2.78%) Azure Cosmos DB
4 1 (2.78%) Azure Functions
4 1 (2.78%) Azure Logic Apps
4 1 (2.78%) Azure Machine Learning
4 1 (2.78%) Azure Storage
4 1 (2.78%) Dynamics 365
4 1 (2.78%) Force.com
4 1 (2.78%) Google Analytics
4 1 (2.78%) Serverless
Database & Business Intelligence
1 12 (33.33%) SQL Server
2 8 (22.22%) Relational Database
2 8 (22.22%) SQL Server Integration Services
3 6 (16.67%) Data Warehouse
3 6 (16.67%) Oracle Database
3 6 (16.67%) RDBMS
4 4 (11.11%) Data Lake
4 4 (11.11%) Oracle BI Publisher
4 4 (11.11%) SQL Server Analysis Services
4 4 (11.11%) SQL Server Reporting Services
5 3 (8.33%) Azure SQL Database
5 3 (8.33%) Hadoop
5 3 (8.33%) MySQL
5 3 (8.33%) Power BI
5 3 (8.33%) SQL Server 2016
6 2 (5.56%) Apache Hive
6 2 (5.56%) GIS
6 2 (5.56%) HBase
6 2 (5.56%) NoSQL
6 2 (5.56%) PostgreSQL
Development Applications
1 2 (5.56%) SQL Server Management Studio (SSMS)
2 1 (2.78%) Eclipse
2 1 (2.78%) Oracle APEX
General
1 9 (25.00%) Finance
2 7 (19.44%) Analytical Skills
3 5 (13.89%) Electronics
3 5 (13.89%) Manufacturing
3 5 (13.89%) Marketing
3 5 (13.89%) Public Sector
3 5 (13.89%) Telecoms
4 4 (11.11%) Banking
5 2 (5.56%) Corporate Banking
6 1 (2.78%) Social Skills
Job Titles
1 16 (44.44%) Developer
2 6 (16.67%) Data Migration Lead
3 5 (13.89%) DBA
3 5 (13.89%) SQL Developer
4 4 (11.11%) Business Intelligence Developer
4 4 (11.11%) Data Migration Developer
4 4 (11.11%) Oracle Developer
5 3 (8.33%) Architect
5 3 (8.33%) Oracle DBA
6 2 (5.56%) Ab Initio Developer
6 2 (5.56%) Analyst
6 2 (5.56%) Data Analyst
6 2 (5.56%) SQL DBA
6 2 (5.56%) SSIS Developer
7 1 (2.78%) Data Manager
7 1 (2.78%) Informatica BI Developer
7 1 (2.78%) Informatica Developer
7 1 (2.78%) Salesforce Analyst
7 1 (2.78%) Salesforce Architect
7 1 (2.78%) Senior Software Developer
Libraries, Frameworks & Software Standards
1 5 (13.89%) Oracle Fusion
2 1 (2.78%) .NET
2 1 (2.78%) ASP.NET
2 1 (2.78%) COM
2 1 (2.78%) Kafka
2 1 (2.78%) Visualforce
2 1 (2.78%) Web Services
Miscellaneous
1 8 (22.22%) Legacy Systems
2 3 (8.33%) NHS
3 2 (5.56%) Data Protection Act
3 2 (5.56%) Greenfield Project
3 2 (5.56%) Management Information System
4 1 (2.78%) BYOD
Operating Systems
1 1 (2.78%) Windows
1 1 (2.78%) Windows Server
Processes & Methodologies
1 16 (44.44%) Business Intelligence
1 16 (44.44%) Migration
2 14 (38.89%) Data Migration
3 9 (25.00%) ETL Development
4 8 (22.22%) Data Analysis
4 8 (22.22%) Data Modelling
5 6 (16.67%) Performance Tuning
6 5 (13.89%) Agile Software Development
6 5 (13.89%) Analytics
6 5 (13.89%) Data Management
6 5 (13.89%) Data Mapping
6 5 (13.89%) Digital Marketing
6 5 (13.89%) ERP
6 5 (13.89%) Programme Management
7 4 (11.11%) Data Deduplication
7 4 (11.11%) Data Governance
7 4 (11.11%) Data Integration
7 4 (11.11%) Data Transformation
7 4 (11.11%) Performance Optimisation
8 3 (8.33%) DevOps
Programming Languages
1 27 (75.00%) SQL
2 10 (27.78%) T-SQL
3 9 (25.00%) PL/SQL
4 3 (8.33%) Java
4 3 (8.33%) Python
5 2 (5.56%) Scala
6 1 (2.78%) Apex Code
6 1 (2.78%) C#
6 1 (2.78%) C++
6 1 (2.78%) Data Analysis Expressions (DAX)
6 1 (2.78%) JavaScript
6 1 (2.78%) SOQL
6 1 (2.78%) SOSL
Qualifications
1 2 (5.56%) Security Cleared
2 1 (2.78%) SC Cleared
Quality Assurance & Compliance
1 11 (30.56%) Data Quality
2 2 (5.56%) QA
2 2 (5.56%) Sarbanes-Oxley
System Software
1 2 (5.56%) Apache ZooKeeper
1 2 (5.56%) HDFS
2 1 (2.78%) Active Directory
Systems Management
1 3 (8.33%) Data Guard
1 3 (8.33%) Oracle Enterprise Manager
2 2 (5.56%) Hadoop YARN
2 2 (5.56%) Terraform
3 1 (2.78%) Opscode Chef
3 1 (2.78%) Puppet
Vendors
1 14 (38.89%) Oracle
2 7 (19.44%) Microsoft
3 6 (16.67%) SAP
4 4 (11.11%) JD Edwards
4 4 (11.11%) Teradata
5 3 (8.33%) Salesforce.com
6 2 (5.56%) Ab Initio
6 2 (5.56%) Cloudera
6 2 (5.56%) Databricks
7 1 (2.78%) Cognos
7 1 (2.78%) Google
7 1 (2.78%) HubSpot
7 1 (2.78%) Informatica