Period
to 23 January 2022

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 23 January 2022 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
23 Jan 2022
Same period 2021 Same period 2020
Rank 51 28 44
Rank change year-on-year -23 +16 +19
Contract jobs citing ETL 55 43 65
As % of all contract jobs advertised in the East Midlands 3.70% 5.45% 3.83%
As % of the Processes & Methodologies category 4.49% 6.72% 4.69%
Number of daily rates quoted 38 25 27
10th Percentile £306 £337 £302
25th Percentile £344 £365 £316
Median daily rate (50th Percentile) £403 £400 £380
Median % change year-on-year +0.63% +5.26% -15.60%
75th Percentile £492 £438 £457
90th Percentile £594 £498 £485
England median daily rate £525 £475 £475
% change year-on-year +10.53% - +3.04%
Number of hourly rates quoted 0 1 0
Median hourly rate - £60.00 -
England median hourly rate £39.73 £35.00 £50.00
% change year-on-year +13.50% -30.00% +146.97%

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 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 1,226 640 1,387
As % of all contract IT jobs advertised in the East Midlands 82.56% 81.12% 81.83%
Number of daily rates quoted 924 392 771
10th Percentile £210 £213 £238
25th Percentile £345 £319 £313
Median daily rate (50th Percentile) £425 £400 £400
Median % change year-on-year +6.25% - -2.32%
75th Percentile £513 £488 £488
90th Percentile £600 £575 £575
England median daily rate £525 £475 £475
% change year-on-year +10.53% - -
Number of hourly rates quoted 69 26 85
10th Percentile £8.94 £9.26 £11.07
25th Percentile £9.75 £11.10 £11.61
Median hourly rate £15.38 £16.22 £16.20
Median % change year-on-year -5.18% +0.12% +11.21%
75th Percentile £20.00 £40.40 £21.50
90th Percentile £36.60 £47.50 £46.46
England median hourly rate £25.50 £26.79 £20.50
% change year-on-year -4.82% +30.68% -5.79%

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 23 January 2022.

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 23 January 2022. 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
Jobs
Nottinghamshire -22 19 £475 +18.75% 3
Derbyshire +8 16 £383 -15.00% 2
Northamptonshire -15 13 £388 +2.11% 1
Leicestershire -8 5 £338 -28.95% 3
ETL
England

For the 6 months to 23 January 2022, 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 29 (52.73%) SQL
2 20 (36.36%) Finance
3 18 (32.73%) Relational Database
4 17 (30.91%) SQL Server Integration Services
5 16 (29.09%) SQL Server
5 16 (29.09%) SDLC
6 15 (27.27%) Data Quality
6 15 (27.27%) Business Intelligence
6 15 (27.27%) Data Analysis
7 14 (25.45%) Python
7 14 (25.45%) Migration
8 13 (23.64%) Data Warehouse
8 13 (23.64%) Oracle
9 12 (21.82%) Data Modelling
9 12 (21.82%) Microsoft
9 12 (21.82%) Azure
9 12 (21.82%) Oracle Database
9 12 (21.82%) Power BI
9 12 (21.82%) Data Lake
9 12 (21.82%) Power Platform
10 11 (20.00%) Social Skills
10 11 (20.00%) Analytical Skills
10 11 (20.00%) Data Governance
10 11 (20.00%) PowerShell
10 11 (20.00%) SQL Server Analysis Services
10 11 (20.00%) RDBMS
10 11 (20.00%) T-SQL
11 10 (18.18%) Data Migration
11 10 (18.18%) Banking
12 9 (16.36%) SQL Server Reporting Services

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 4 (7.27%) Apache Spark
2 1 (1.82%) Apache
2 1 (1.82%) Apache Synapse
2 1 (1.82%) SAS
Applications
1 1 (1.82%) Microsoft Excel
Business Applications
1 8 (14.55%) FLEXCUBE
Cloud Services
1 12 (21.82%) Azure
1 12 (21.82%) Power Platform
2 8 (14.55%) Fivetran
2 8 (14.55%) Snowflake
3 7 (12.73%) AWS
4 6 (10.91%) SaaS
5 5 (9.09%) GCP
6 4 (7.27%) Azure Data Factory
7 3 (5.45%) SuccessFactors
8 2 (3.64%) Amazon EMR
8 2 (3.64%) AWS CloudFormation
8 2 (3.64%) Azure Synapse Analytics
8 2 (3.64%) Boomi
8 2 (3.64%) IaaS
8 2 (3.64%) PaaS
9 1 (1.82%) Google Analytics
Database & Business Intelligence
1 18 (32.73%) Relational Database
2 17 (30.91%) SQL Server Integration Services
3 16 (29.09%) SQL Server
4 13 (23.64%) Data Warehouse
5 12 (21.82%) Data Lake
5 12 (21.82%) Oracle Database
5 12 (21.82%) Power BI
6 11 (20.00%) RDBMS
6 11 (20.00%) SQL Server Analysis Services
7 9 (16.36%) SQL Server Reporting Services
8 7 (12.73%) NoSQL
9 4 (7.27%) Azure SQL Data Warehouse
9 4 (7.27%) Enterprise Data Warehouse
9 4 (7.27%) Looker
9 4 (7.27%) SQL Server 2012
9 4 (7.27%) Star Schema
9 4 (7.27%) Tableau
10 3 (5.45%) Big Data
11 2 (3.64%) Azure SQL Database
11 2 (3.64%) Spark SQL
Development Applications
1 2 (3.64%) SQL Server Management Studio (SSMS)
General
1 20 (36.36%) Finance
2 11 (20.00%) Analytical Skills
2 11 (20.00%) Social Skills
3 10 (18.18%) Banking
4 7 (12.73%) Law
5 5 (9.09%) Documentation Skills
5 5 (9.09%) Retail Banking
6 4 (7.27%) Aerospace
7 2 (3.64%) Corporate Banking
7 2 (3.64%) Retail
8 1 (1.82%) Influencing Skills
8 1 (1.82%) Marketing
8 1 (1.82%) Pharmaceutical
8 1 (1.82%) Police
8 1 (1.82%) Public Sector
Job Titles
1 17 (30.91%) Analyst
2 8 (14.55%) Developer
2 8 (14.55%) Systems Analyst
3 6 (10.91%) Architect
3 6 (10.91%) Data Architect
3 6 (10.91%) IT Analyst
4 5 (9.09%) Business Analyst
4 5 (9.09%) Consultant
4 5 (9.09%) Data Engineer
4 5 (9.09%) Data Manager
4 5 (9.09%) Finance Systems Analyst
4 5 (9.09%) Financial Analyst
4 5 (9.09%) Service Analyst
5 4 (7.27%) Data Governance Analyst
5 4 (7.27%) Data Governance Manager
5 4 (7.27%) ERP Analyst
5 4 (7.27%) ERP Business Analyst
5 4 (7.27%) Governance Manager
5 4 (7.27%) Senior Manager
6 3 (5.45%) DBA
Libraries, Frameworks & Software Standards
1 5 (9.09%) Middleware
2 2 (3.64%) JSON
2 2 (3.64%) YAML
3 1 (1.82%) ARM Templates
3 1 (1.82%) COM
3 1 (1.82%) Kafka
3 1 (1.82%) RESTful
3 1 (1.82%) Web Services
3 1 (1.82%) XML
Miscellaneous
1 5 (9.09%) Data Structures
2 4 (7.27%) Algorithms
2 4 (7.27%) Legacy Systems
3 3 (5.45%) Greenfield Project
3 3 (5.45%) Self-Motivation
4 2 (3.64%) Data Protection Act
4 2 (3.64%) Replication
5 1 (1.82%) Mainframe
5 1 (1.82%) NHS
5 1 (1.82%) Reference Data
Operating Systems
1 1 (1.82%) Windows
1 1 (1.82%) Windows Server
Processes & Methodologies
1 16 (29.09%) SDLC
2 15 (27.27%) Business Intelligence
2 15 (27.27%) Data Analysis
3 14 (25.45%) Migration
4 12 (21.82%) Data Modelling
5 11 (20.00%) Data Governance
6 10 (18.18%) Data Migration
7 9 (16.36%) Analytics
8 8 (14.55%) Data Engineering
8 8 (14.55%) Data Mapping
9 7 (12.73%) Agile Software Development
10 6 (10.91%) Data Analytics
10 6 (10.91%) Data Transformation
11 5 (9.09%) Change Management
11 5 (9.09%) Continuous Improvement
11 5 (9.09%) Data Lineage
11 5 (9.09%) Data Protection
11 5 (9.09%) Master Data Management
12 4 (7.27%) Information Security
12 4 (7.27%) Validation
Programming Languages
1 29 (52.73%) SQL
2 14 (25.45%) Python
3 11 (20.00%) PowerShell
3 11 (20.00%) T-SQL
4 7 (12.73%) PL/SQL
5 6 (10.91%) C#
6 5 (9.09%) Java
7 4 (7.27%) Bash
7 4 (7.27%) C
7 4 (7.27%) C++
7 4 (7.27%) Korn
8 3 (5.45%) Data Analysis Expressions (DAX)
9 2 (3.64%) Scala
10 1 (1.82%) JCL
10 1 (1.82%) R
10 1 (1.82%) VBA
Qualifications
1 3 (5.45%) SC Cleared
1 3 (5.45%) Security Cleared
Quality Assurance & Compliance
1 15 (27.27%) Data Quality
2 5 (9.09%) GDPR
2 5 (9.09%) QA
3 1 (1.82%) Sarbanes-Oxley
System Software
1 1 (1.82%) Active Directory
1 1 (1.82%) Apache ZooKeeper
1 1 (1.82%) HDFS
Systems Management
1 2 (3.64%) Data Guard
2 1 (1.82%) Hadoop YARN
2 1 (1.82%) Oracle Enterprise Manager
Vendors
1 13 (23.64%) Oracle
2 12 (21.82%) Microsoft
3 9 (16.36%) Informatica
4 5 (9.09%) Databricks
4 5 (9.09%) SAP
5 4 (7.27%) JD Edwards
6 2 (3.64%) Teradata
7 1 (1.82%) Ab Initio
7 1 (1.82%) Cloudera
7 1 (1.82%) Google