Period
to 15 October 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 15 October 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
15 Oct 2021
Same period 2020 Same period 2019
Rank 44 32 63
Rank change year-on-year -12 +31 +5
Contract jobs citing ETL 56 30 58
As % of all contract jobs advertised in the East Midlands 3.88% 5.03% 3.08%
As % of the Processes & Methodologies category 4.69% 5.86% 3.74%
Number of daily rates quoted 33 16 32
10th Percentile £216 £340 £217
25th Percentile £313 £365 £331
Median daily rate (50th Percentile) £413 £383 £425
Median % change year-on-year +7.70% -9.88% -
75th Percentile £475 £421 £455
90th Percentile £568 £456 £534
England median daily rate £513 £450 £475
% change year-on-year +13.89% -5.26% +5.56%
Number of hourly rates quoted 0 1 1
Median hourly rate - £60.00 £22.83
Median % change year-on-year - +162.81% -51.94%
England median hourly rate £27.73 £29.25 £25.39
% change year-on-year -5.20% +15.23% -27.47%

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 1,194 512 1,552
As % of all contract IT jobs advertised in the East Midlands 82.74% 85.76% 82.42%
Number of daily rates quoted 855 320 904
10th Percentile £213 £212 £232
25th Percentile £325 £309 £320
Median daily rate (50th Percentile) £425 £380 £413
Median % change year-on-year +11.99% -8.00% +3.13%
75th Percentile £516 £475 £500
90th Percentile £591 £528 £575
England median daily rate £520 £475 £475
% change year-on-year +9.47% - +2.15%
Number of hourly rates quoted 63 23 83
10th Percentile £9.00 £9.81 £10.62
25th Percentile £10.50 £11.12 £11.24
Median hourly rate £15.00 £13.50 £14.28
Median % change year-on-year +11.11% -5.46% -7.87%
75th Percentile £24.42 £23.40 £24.50
90th Percentile £50.95 £43.75 £46.70
England median hourly rate £24.18 £25.67 £22.50
% change year-on-year -5.81% +14.07% +12.50%

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 15 October 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 15 October 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 -17 18 £425 +13.94% 5
Derbyshire +3 16 £383 -15.00% 5
Leicestershire -8 8 £325 -7.14% 4
Northamptonshire -13 7 £500 +31.75% 7
Lincolnshire - 2 £475 - 3
ETL
England

For the 6 months to 15 October 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 37 (66.07%) SQL
2 24 (42.86%) Data Quality
3 21 (37.50%) SQL Server
3 21 (37.50%) Business Intelligence
4 20 (35.71%) Migration
5 19 (33.93%) Data Modelling
6 16 (28.57%) Data Migration
7 15 (26.79%) Data Analysis
7 15 (26.79%) SQL Server Integration Services
8 14 (25.00%) Data Warehouse
8 14 (25.00%) Oracle
8 14 (25.00%) T-SQL
8 14 (25.00%) Finance
8 14 (25.00%) Relational Database
9 12 (21.43%) Data Governance
10 11 (19.64%) ETL Development
10 11 (19.64%) SQL Server Analysis Services
11 10 (17.86%) Microsoft
11 10 (17.86%) Data Lake
12 9 (16.07%) Analytics
12 9 (16.07%) Informatica
12 9 (16.07%) PL/SQL
12 9 (16.07%) SAP
12 9 (16.07%) Azure
12 9 (16.07%) SQL Server Reporting Services
13 8 (14.29%) Data Management
13 8 (14.29%) Agile Software Development
13 8 (14.29%) RDBMS
13 8 (14.29%) Performance Tuning
13 8 (14.29%) Social Skills

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 6 (10.71%) Apache Spark
2 1 (1.79%) Apache
2 1 (1.79%) Apache Solr
2 1 (1.79%) Elasticsearch
2 1 (1.79%) SAS
Business Applications
1 4 (7.14%) Oracle EBS
2 2 (3.57%) Oracle Payroll
3 1 (1.79%) SAP R/3
3 1 (1.79%) SAP S/4HANA
Cloud Services
1 9 (16.07%) Azure
2 7 (12.50%) Power Platform
3 4 (7.14%) Azure Data Factory
3 4 (7.14%) Azure Synapse Analytics
4 3 (5.36%) SuccessFactors
5 2 (3.57%) AWS
5 2 (3.57%) Boomi
5 2 (3.57%) GCP
5 2 (3.57%) IaaS
5 2 (3.57%) PaaS
5 2 (3.57%) SaaS
6 1 (1.79%) Azure Cosmos DB
6 1 (1.79%) Azure Functions
6 1 (1.79%) Azure Machine Learning
6 1 (1.79%) Azure Storage
6 1 (1.79%) Dynamics 365
6 1 (1.79%) Fivetran
6 1 (1.79%) Google Analytics
6 1 (1.79%) Serverless
6 1 (1.79%) Snowflake
Database & Business Intelligence
1 21 (37.50%) SQL Server
2 15 (26.79%) SQL Server Integration Services
3 14 (25.00%) Data Warehouse
3 14 (25.00%) Relational Database
4 11 (19.64%) SQL Server Analysis Services
5 10 (17.86%) Data Lake
6 9 (16.07%) SQL Server Reporting Services
7 8 (14.29%) RDBMS
8 7 (12.50%) Oracle Database
8 7 (12.50%) Power BI
9 5 (8.93%) Azure SQL Data Warehouse
9 5 (8.93%) Azure SQL Database
9 5 (8.93%) Big Data
10 4 (7.14%) Hadoop
10 4 (7.14%) Metadata
10 4 (7.14%) Oracle BI Publisher
10 4 (7.14%) Spark SQL
10 4 (7.14%) SQL Server 2012
11 3 (5.36%) Impala
11 3 (5.36%) Metadata Repository
Development Applications
1 3 (5.36%) SQL Server Management Studio (SSMS)
General
1 14 (25.00%) Finance
2 8 (14.29%) Social Skills
3 7 (12.50%) Analytical Skills
4 5 (8.93%) Marketing
4 5 (8.93%) Public Sector
5 4 (7.14%) Aerospace
5 4 (7.14%) Banking
5 4 (7.14%) Electronics
5 4 (7.14%) Manufacturing
5 4 (7.14%) Telecoms
6 3 (5.36%) Corporate Banking
7 1 (1.79%) Pharmaceutical
7 1 (1.79%) Retail
Job Titles
1 22 (39.29%) Developer
2 7 (12.50%) SQL Developer
3 6 (10.71%) Business Intelligence Developer
4 5 (8.93%) Analyst
4 5 (8.93%) Architect
4 5 (8.93%) Data Manager
4 5 (8.93%) DBA
5 4 (7.14%) Data Analyst
5 4 (7.14%) Data Architect
5 4 (7.14%) Data Governance Analyst
5 4 (7.14%) Data Governance Manager
5 4 (7.14%) Data Migration Developer
5 4 (7.14%) Governance Manager
5 4 (7.14%) Oracle Developer
5 4 (7.14%) Senior Manager
6 3 (5.36%) Ab Initio Developer
6 3 (5.36%) Consultant
6 3 (5.36%) Data Migration Lead
6 3 (5.36%) Informatica Consultant
6 3 (5.36%) Oracle DBA
Libraries, Frameworks & Software Standards
1 4 (7.14%) Oracle Fusion
2 2 (3.57%) COM
2 2 (3.57%) Kafka
2 2 (3.57%) Middleware
3 1 (1.79%) .NET
3 1 (1.79%) ASP.NET
3 1 (1.79%) RESTful
3 1 (1.79%) Web Services
3 1 (1.79%) XML
Miscellaneous
1 5 (8.93%) Greenfield Project
1 5 (8.93%) Legacy Systems
2 4 (7.14%) NHS
3 3 (5.36%) Data Protection Act
4 2 (3.57%) Management Information System
4 2 (3.57%) Replication
5 1 (1.79%) BYOD
5 1 (1.79%) Mainframe
5 1 (1.79%) Reference Data
5 1 (1.79%) Self-Motivation
Operating Systems
1 1 (1.79%) Windows
1 1 (1.79%) Windows Server
Processes & Methodologies
1 21 (37.50%) Business Intelligence
2 20 (35.71%) Migration
3 19 (33.93%) Data Modelling
4 16 (28.57%) Data Migration
5 15 (26.79%) Data Analysis
6 12 (21.43%) Data Governance
7 11 (19.64%) ETL Development
8 9 (16.07%) Analytics
9 8 (14.29%) Agile Software Development
9 8 (14.29%) Data Management
9 8 (14.29%) Performance Tuning
10 6 (10.71%) Master Data Management
11 5 (8.93%) Complex ETL
11 5 (8.93%) Continuous Improvement
11 5 (8.93%) Data Engineering
11 5 (8.93%) Data Integration
11 5 (8.93%) Data Lineage
11 5 (8.93%) Data Mapping
11 5 (8.93%) Data Transformation
11 5 (8.93%) Stakeholder Management
Programming Languages
1 37 (66.07%) SQL
2 14 (25.00%) T-SQL
3 9 (16.07%) PL/SQL
4 7 (12.50%) Python
5 4 (7.14%) Data Analysis Expressions (DAX)
5 4 (7.14%) Scala
6 3 (5.36%) Java
7 2 (3.57%) C#
8 1 (1.79%) Bash Shell
8 1 (1.79%) JCL
8 1 (1.79%) Korn
8 1 (1.79%) PowerShell
8 1 (1.79%) R
Qualifications
1 4 (7.14%) Security Cleared
2 3 (5.36%) SC Cleared
Quality Assurance & Compliance
1 24 (42.86%) Data Quality
2 6 (10.71%) QA
3 3 (5.36%) Sarbanes-Oxley
4 2 (3.57%) GDPR
System Software
1 3 (5.36%) Apache ZooKeeper
1 3 (5.36%) HDFS
2 1 (1.79%) Active Directory
Systems Management
1 3 (5.36%) Data Guard
1 3 (5.36%) Hadoop YARN
1 3 (5.36%) Oracle Enterprise Manager
2 1 (1.79%) Opscode Chef
2 1 (1.79%) Puppet
2 1 (1.79%) Terraform
Vendors
1 14 (25.00%) Oracle
2 10 (17.86%) Microsoft
3 9 (16.07%) Informatica
3 9 (16.07%) SAP
4 6 (10.71%) Databricks
4 6 (10.71%) Teradata
5 4 (7.14%) JD Edwards
6 3 (5.36%) Ab Initio
6 3 (5.36%) Cloudera
7 1 (1.79%) Cognos
7 1 (1.79%) Google