Period
to 3 August 2020

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 3 August 2020 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
3 Aug 2020
Same period 2019 Same period 2018
Rank 43 60 83
Rank change year-on-year +17 +23 +34
Contract jobs citing ETL 73 166 130
As % of all contract jobs advertised in the East of England 4.37% 3.82% 2.67%
As % of the Processes & Methodologies category 5.24% 4.48% 3.12%
Number of daily rates quoted 48 87 90
Median daily rate £475 £475 £450
Median daily rate % change year-on-year - +5.56% +9.09%
10th Percentile £371 £350 £315
90th Percentile £640 £625 £583
England median daily rate £475 £475 £450
% change year-on-year - +5.56% -
Number of hourly rates quoted 0 0 6
Median hourly rate - - £35.00
England median hourly rate £35.00 £31.47 £39.25
% change year-on-year +11.22% -19.82% +4.67%

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 1,394 3,707 4,162
As % of all contract IT jobs advertised in the East of England 83.37% 85.36% 85.43%
Number of daily rates quoted 832 2,141 2,368
Median daily rate £450 £450 £430
Median daily rate % change year-on-year - +4.65% +1.18%
10th Percentile £255 £283 £239
90th Percentile £600 £600 £588
England median daily rate £488 £475 £463
% change year-on-year +2.63% +2.70% +2.78%
Number of hourly rates quoted 79 200 248
Median hourly rate £26.00 £17.50 £17.41
Median hourly rate % change year-on-year +48.57% +0.52% -36.69%
10th Percentile £13.00 £10.39 £11.18
90th Percentile £59.83 £50.00 £47.50
Median hourly rate £35.00 £24.50 £21.50
% change year-on-year +42.86% +13.95% -7.98%

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 3 August 2020.

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 3 August 2020. 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
Cambridgeshire +30 30 £575 +24.32%
Essex -11 20 £450 -2.70% 5
Hertfordshire +40 17 £450 -5.26% 7
Bedfordshire +14 5 £400 -28.89%
Suffolk +13 1 £350 -33.33% 1
ETL
England

For the 6 months to 3 August 2020, 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 34 (46.58%) Business Intelligence
2 32 (43.84%) SQL
3 31 (42.47%) Data Warehouse
4 29 (39.73%) Analytics
5 27 (36.99%) Talend
5 27 (36.99%) Power BI
5 27 (36.99%) Power Platform
6 24 (32.88%) Data Modelling
6 24 (32.88%) Agile Software Development
7 22 (30.14%) AWS
8 21 (28.77%) Amazon Redshift
9 19 (26.03%) Amazon S3
10 17 (23.29%) Data Analysis
10 17 (23.29%) Relational Database
11 16 (21.92%) Git (software)
11 16 (21.92%) Amazon SQS
12 15 (20.55%) Azure
12 15 (20.55%) Data Quality
12 15 (20.55%) Data Lake
13 14 (19.18%) Amazon EMR
13 14 (19.18%) Scrum
14 13 (17.81%) Oracle
15 12 (16.44%) Amazon Aurora
15 12 (16.44%) DevOps
16 11 (15.07%) Jenkins
16 11 (15.07%) Visualisation
16 11 (15.07%) Data Integration
16 11 (15.07%) SQL Server Integration Services
17 10 (13.70%) Pentaho
17 10 (13.70%) High Availability

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 9 (12.33%) Apache Spark
2 6 (8.22%) Confluence
3 1 (1.37%) Apache Airflow
3 1 (1.37%) BizTalk Server
3 1 (1.37%) SAS
3 1 (1.37%) SharePoint
3 1 (1.37%) WebLogic
Applications
1 1 (1.37%) Microsoft Excel
1 1 (1.37%) MS Visio
Business Applications
1 1 (1.37%) Oracle EBS
1 1 (1.37%) SAP S/4HANA
Cloud Services
1 27 (36.99%) Power Platform
2 22 (30.14%) AWS
3 19 (26.03%) Amazon S3
4 16 (21.92%) Amazon SQS
5 15 (20.55%) Azure
6 14 (19.18%) Amazon EMR
7 10 (13.70%) PowerApps
8 7 (9.59%) Azure Data Factory
9 5 (6.85%) Serverless
10 4 (5.48%) Azure Functions
11 3 (4.11%) Datadog
11 3 (4.11%) SaaS
12 1 (1.37%) AWS Lambda
Communications & Networking
1 2 (2.74%) FTP
Database & Business Intelligence
1 31 (42.47%) Data Warehouse
2 27 (36.99%) Power BI
3 21 (28.77%) Amazon Redshift
4 17 (23.29%) Relational Database
5 15 (20.55%) Data Lake
6 12 (16.44%) Amazon Aurora
7 11 (15.07%) SQL Server Integration Services
8 10 (13.70%) Pentaho
9 9 (12.33%) Apache Hive
9 9 (12.33%) MySQL
10 8 (10.96%) Amazon RDS
10 8 (10.96%) Big Data
11 7 (9.59%) SQL Server Analysis Services
12 6 (8.22%) Data Mart
12 6 (8.22%) RDBMS
12 6 (8.22%) Snowflake Schema
12 6 (8.22%) SQL Server
13 5 (6.85%) PostgreSQL
13 5 (6.85%) Star Schema
14 4 (5.48%) SQL Server Reporting Services
Development Applications
1 16 (21.92%) Git (software)
2 11 (15.07%) Jenkins
3 7 (9.59%) Sonatype Nexus
4 6 (8.22%) JIRA
5 3 (4.11%) JUnit
5 3 (4.11%) NUnit
6 2 (2.74%) LSMW
7 1 (1.37%) Bitbucket
7 1 (1.37%) GitLab
7 1 (1.37%) SQL Server Management Studio (SSMS)
7 1 (1.37%) Subversion
7 1 (1.37%) Team Foundation Server
7 1 (1.37%) Visual Studio
General
1 8 (10.96%) Pharmaceutical
2 4 (5.48%) Finance
2 4 (5.48%) Law
2 4 (5.48%) Legal
2 4 (5.48%) Public Sector
3 3 (4.11%) Manufacturing
4 1 (1.37%) Financial Institution
4 1 (1.37%) French Language
4 1 (1.37%) German Language
4 1 (1.37%) Publishing
4 1 (1.37%) Retail
Job Titles
1 21 (28.77%) Data Engineer
2 18 (24.66%) Developer
3 7 (9.59%) Architect
3 7 (9.59%) Azure Engineer
4 6 (8.22%) Pentaho Developer
5 5 (6.85%) Business Intelligence Developer
5 5 (6.85%) Data Architect
6 4 (5.48%) Data Analytics Engineer
7 3 (4.11%) Analyst
7 3 (4.11%) Data Analyst
7 3 (4.11%) Senior Data Engineer
7 3 (4.11%) SQL Developer
7 3 (4.11%) Technical Leader
8 2 (2.74%) Data Manager
8 2 (2.74%) Data Migration Lead
8 2 (2.74%) Project Manager
8 2 (2.74%) Software Engineer
8 2 (2.74%) Solutions Architect
8 2 (2.74%) SQL Server Developer
8 2 (2.74%) Team Leader
Libraries, Frameworks & Software Standards
1 2 (2.74%) JDBC
1 2 (2.74%) Kafka
1 2 (2.74%) Web Services
1 2 (2.74%) XML
2 1 (1.37%) .NET
2 1 (1.37%) Apache Camel
2 1 (1.37%) Django
2 1 (1.37%) MDX
2 1 (1.37%) Middleware
2 1 (1.37%) REST
2 1 (1.37%) SOAP
2 1 (1.37%) Swagger
Miscellaneous
1 10 (13.70%) Data Structures
2 9 (12.33%) Analytical Skills
3 4 (5.48%) Management Information System
4 3 (4.11%) Replication
5 2 (2.74%) FMCG
5 2 (2.74%) LIMS
5 2 (2.74%) Reference Data
5 2 (2.74%) Self-Motivation
6 1 (1.37%) Clustering
6 1 (1.37%) Enterprise Software
6 1 (1.37%) Hedge funds
6 1 (1.37%) NHS
6 1 (1.37%) Video Conferencing
Operating Systems
1 6 (8.22%) Unix
2 1 (1.37%) Linux
Processes & Methodologies
1 34 (46.58%) Business Intelligence
2 29 (39.73%) Analytics
3 24 (32.88%) Agile Software Development
3 24 (32.88%) Data Modelling
4 17 (23.29%) Data Analysis
5 14 (19.18%) Scrum
6 12 (16.44%) DevOps
7 11 (15.07%) Data Integration
7 11 (15.07%) Visualisation
8 10 (13.70%) High Availability
8 10 (13.70%) Technical Leadership
9 9 (12.33%) Continuous Integration
9 9 (12.33%) Data Engineering
9 9 (12.33%) Data Migration
9 9 (12.33%) Data Science
9 9 (12.33%) Migration
10 7 (9.59%) Data Transformation
10 7 (9.59%) Dimensional Modelling
10 7 (9.59%) Process Improvement
11 6 (8.22%) Test Strategy
Programming Languages
1 32 (43.84%) SQL
2 6 (8.22%) Python
3 5 (6.85%) Java
3 5 (6.85%) T-SQL
4 1 (1.37%) Data Analysis Expressions (DAX)
4 1 (1.37%) JavaScript
4 1 (1.37%) Perl
4 1 (1.37%) PL/SQL
4 1 (1.37%) PowerShell
4 1 (1.37%) SAS Macro
4 1 (1.37%) Shell Script
Qualifications
1 5 (6.85%) SC Cleared
1 5 (6.85%) Security Cleared
2 3 (4.11%) Computer Science Degree
2 3 (4.11%) Degree
3 1 (1.37%) BPSS Clearance
Quality Assurance & Compliance
1 15 (20.55%) Data Quality
2 5 (6.85%) QA
3 4 (5.48%) GxP
4 1 (1.37%) Sarbanes-Oxley
System Software
1 4 (5.48%) Docker
2 2 (2.74%) Apache Flume
Systems Management
1 4 (5.48%) Kubernetes
Vendors
1 27 (36.99%) Talend
2 13 (17.81%) Oracle
3 9 (12.33%) Microsoft
4 8 (10.96%) Tableau
5 4 (5.48%) Databricks
6 3 (4.11%) Informatica
6 3 (4.11%) MicroStrategy
6 3 (4.11%) SAP
7 1 (1.37%) Cognos
7 1 (1.37%) SnapLogic