Period
to

The following table provides summary statistics for contract job vacancies advertised in the East of England 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 21 May 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 of England
6 months to
21 May 2022
Same period 2021 Same period 2020
Rank 91 80 52
Rank change year-on-year -11 -28 -1
Contract jobs citing ETL 54 34 90
As % of all contract jobs advertised in the East of England 2.11% 1.89% 3.60%
As % of the Processes & Methodologies category 2.55% 2.24% 4.34%
Number of daily rates quoted 36 25 63
10th Percentile £363 £310 £350
25th Percentile £413 £336 £396
Median daily rate (50th Percentile) £432 £450 £438
Median % change year-on-year -4.11% +2.86% -3.31%
75th Percentile £509 £550 £491
90th Percentile £581 £655 £600
England median daily rate £525 £500 £475
% change year-on-year +5.00% +5.26% +3.26%
Number of hourly rates quoted 1 2 0
Median hourly rate £45.00 £46.00 -
Median % change year-on-year -2.17% - -
England median hourly rate £48.06 £31.25 £50.00
% change year-on-year +53.79% -37.50% +42.86%

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 of England with a requirement for process or methodology skills.

All Process and Methodology Skills
East of England
Contract vacancies with a requirement for process or methodology skills 2,120 1,517 2,073
As % of all contract IT jobs advertised in the East of England 82.72% 84.51% 82.99%
Number of daily rates quoted 1,263 865 1,262
10th Percentile £205 £168 £216
25th Percentile £363 £306 £350
Median daily rate (50th Percentile) £475 £425 £438
Median % change year-on-year +11.76% -2.86% -2.78%
75th Percentile £575 £525 £525
90th Percentile £675 £592 £600
England median daily rate £540 £500 £475
% change year-on-year +8.00% +5.26% -
Number of hourly rates quoted 275 191 116
10th Percentile £13.25 £12.25 £11.89
25th Percentile £14.25 £13.25 £14.75
Median hourly rate £21.00 £18.50 £20.20
Median % change year-on-year +13.51% -8.39% +17.07%
75th Percentile £53.13 £39.15 £39.48
90th Percentile £60.00 £50.00 £56.25
England median hourly rate £27.00 £24.50 £21.93
% change year-on-year +10.20% +11.74% -2.56%

ETL
Job Vacancy Trend in the East of England

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

Job vacancy trend for ETL in the East of England

ETL
Contractor Daily Rate Trend in the East of England

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

Daily rate trend for ETL in the East of England

ETL
Daily Rate Histogram in the East of England

Daily rate distribution for jobs citing ETL in the East of England over the 6 months to 21 May 2022.

Daily rate histogram for ETL in the East of England

ETL
Contractor Hourly Rate Trend in the East of England

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

Hourly rate trend for ETL in the East of England

ETL
Contract Job Locations in the East of England

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 of England region over the 6 months to 21 May 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
Essex +10 22 £428 +51.77% 4
Cambridgeshire -27 12 £425 -17.48% 10
Hertfordshire -9 10 £475 +5.56% 11
Bedfordshire -14 5 £255 -41.66% 1
Suffolk -10 3 £550 +71.21%
Norfolk -1 2 £725 +70.59% 1
ETL
England

For the 6 months to 21 May 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 of England region with a requirement for ETL.

1 40 (74.07%) SQL
2 31 (57.41%) Data Warehouse
3 29 (53.70%) Business Intelligence
4 24 (44.44%) AWS
5 23 (42.59%) Oracle
6 21 (38.89%) Analytics
7 20 (37.04%) Azure
7 20 (37.04%) Power BI
7 20 (37.04%) Power Platform
8 18 (33.33%) Agile
9 17 (31.48%) Migration
9 17 (31.48%) Data Modelling
10 16 (29.63%) Informatica
10 16 (29.63%) Social Skills
10 16 (29.63%) Data Virtualisation
10 16 (29.63%) Amazon Redshift
11 15 (27.78%) JIRA
11 15 (27.78%) QA
11 15 (27.78%) CI/CD
12 14 (25.93%) BusinessObjects
12 14 (25.93%) MySQL
12 14 (25.93%) Unix
12 14 (25.93%) GitLab
13 13 (24.07%) Talend
13 13 (24.07%) Pentaho
14 12 (22.22%) ISTQB
14 12 (22.22%) PL/SQL
14 12 (22.22%) SAS
14 12 (22.22%) Microsoft
14 12 (22.22%) Data Analytics

ETL
Co-occurring IT Skills in the East of England 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 12 (22.22%) Confluence
1 12 (22.22%) SAS
2 4 (7.41%) Apache Airflow
3 3 (5.56%) Apache
4 2 (3.70%) Apache Spark
Applications
1 10 (18.52%) Microsoft Excel
2 2 (3.70%) Oracle Smart View
Business Applications
1 2 (3.70%) HFM
1 2 (3.70%) Hyperion Planning
1 2 (3.70%) Oracle EBS
2 1 (1.85%) Cognos Business Intelligence
Cloud Services
1 24 (44.44%) AWS
2 20 (37.04%) Azure
2 20 (37.04%) Power Platform
3 12 (22.22%) GCP
4 11 (20.37%) Tricentis Tosca
5 4 (7.41%) Azure Data Factory
5 4 (7.41%) IaaS
5 4 (7.41%) PaaS
5 4 (7.41%) Snowflake
6 3 (5.56%) Serverless
7 2 (3.70%) Datadog
7 2 (3.70%) dbt
8 1 (1.85%) Amazon S3
8 1 (1.85%) AWS Lambda
8 1 (1.85%) Collibra
Communications & Networking
1 2 (3.70%) Internet
2 1 (1.85%) Kerberos
Database & Business Intelligence
1 31 (57.41%) Data Warehouse
2 20 (37.04%) Power BI
3 16 (29.63%) Amazon Redshift
4 14 (25.93%) BusinessObjects
4 14 (25.93%) MySQL
5 13 (24.07%) Pentaho
6 12 (22.22%) Amazon RDS
7 9 (16.67%) Big Data
7 9 (16.67%) Impala
8 8 (14.81%) Relational Database
9 6 (11.11%) Azure SQL Database
9 6 (11.11%) Tableau
10 5 (9.26%) MS Access
10 5 (9.26%) SQL Navigator
10 5 (9.26%) SQL Server
11 4 (7.41%) Metadata
12 3 (5.56%) Hadoop
12 3 (5.56%) RDBMS
12 3 (5.56%) SQL Server Integration Services
13 2 (3.70%) SAP Data Services
Development Applications
1 15 (27.78%) JIRA
2 14 (25.93%) GitLab
3 12 (22.22%) Bitbucket
3 12 (22.22%) Jenkins
4 11 (20.37%) Zephyr
5 6 (11.11%) Toad
6 1 (1.85%) Gerrit
6 1 (1.85%) Git (software)
General
1 16 (29.63%) Social Skills
2 9 (16.67%) Analytical Skills
3 5 (9.26%) Finance
4 4 (7.41%) Organisational Skills
4 4 (7.41%) Public Sector
5 3 (5.56%) Retail
6 2 (3.70%) Automotive
6 2 (3.70%) Pharmaceutical
7 1 (1.85%) Electronics
7 1 (1.85%) Law
7 1 (1.85%) Presentation Skills
Job Titles
1 22 (40.74%) Analyst
2 15 (27.78%) Data Engineer
3 9 (16.67%) QA Analyst
3 9 (16.67%) QA Test Analyst
3 9 (16.67%) Test Analyst
4 8 (14.81%) Data Analyst
5 5 (9.26%) Developer
6 4 (7.41%) Azure Engineer
7 3 (5.56%) Project Manager
7 3 (5.56%) QA Leader
7 3 (5.56%) Senior Data Engineer
7 3 (5.56%) Test Leader
8 2 (3.70%) Architect
8 2 (3.70%) Business Intelligence Developer
8 2 (3.70%) Data Architect
8 2 (3.70%) DBA
8 2 (3.70%) Lead Architect
8 2 (3.70%) QA Tester
8 2 (3.70%) Report Analyst
8 2 (3.70%) Tester
Libraries, Frameworks & Software Standards
1 2 (3.70%) Middleware
1 2 (3.70%) PySpark
1 2 (3.70%) REST
2 1 (1.85%) MDX
2 1 (1.85%) XML
Miscellaneous
1 4 (7.41%) Replication
1 4 (7.41%) Self-Motivation
2 3 (5.56%) Data Structures
2 3 (5.56%) Reference Data
3 2 (3.70%) CMDB
3 2 (3.70%) Data Centre
3 2 (3.70%) IoT
3 2 (3.70%) Smartphone
3 2 (3.70%) Virtual Team
4 1 (1.85%) Legacy Systems
4 1 (1.85%) Management Information System
4 1 (1.85%) User Experience
Operating Systems
1 14 (25.93%) Unix
2 4 (7.41%) Windows
2 4 (7.41%) Windows Server
3 2 (3.70%) Linux
Processes & Methodologies
1 29 (53.70%) Business Intelligence
2 21 (38.89%) Analytics
3 18 (33.33%) Agile
4 17 (31.48%) Data Modelling
4 17 (31.48%) Migration
5 16 (29.63%) Data Virtualisation
6 15 (27.78%) CI/CD
7 12 (22.22%) Coaching
7 12 (22.22%) Data Analytics
7 12 (22.22%) DevOps
8 11 (20.37%) Data Migration
8 11 (20.37%) Data Reconciliation
8 11 (20.37%) Scrum
8 11 (20.37%) Test Automation
8 11 (20.37%) Test Scripting
9 8 (14.81%) Data Pipeline
9 8 (14.81%) Problem-Solving
9 8 (14.81%) Software Delivery
9 8 (14.81%) User Stories
10 7 (12.96%) Data Integration
Programming Languages
1 40 (74.07%) SQL
2 12 (22.22%) PL/SQL
3 10 (18.52%) Python
4 7 (12.96%) PowerShell
5 2 (3.70%) Scala
5 2 (3.70%) VBA
6 1 (1.85%) C
6 1 (1.85%) C++
6 1 (1.85%) Java
Qualifications
1 12 (22.22%) ISTQB
1 12 (22.22%) ISTQB Foundation Certification
2 4 (7.41%) Security Cleared
3 3 (5.56%) SC Cleared
4 2 (3.70%) AWS Certification
4 2 (3.70%) Degree
Quality Assurance & Compliance
1 15 (27.78%) QA
2 5 (9.26%) Data Quality
3 1 (1.85%) GxP
System Software
1 1 (1.85%) Active Directory
Systems Management
1 12 (22.22%) Ansible
2 1 (1.85%) Control-M
Vendors
1 23 (42.59%) Oracle
2 16 (29.63%) Informatica
3 13 (24.07%) Talend
4 12 (22.22%) Microsoft
5 5 (9.26%) Databricks
6 3 (5.56%) IBM
7 2 (3.70%) Hyperion
7 2 (3.70%) Ingenico
7 2 (3.70%) MuleSoft
7 2 (3.70%) SAP
8 1 (1.85%) Alteryx
8 1 (1.85%) Citrix
8 1 (1.85%) Cognos