Period
to 31 March 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 31 March 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
31 Mar 2020
Same period 2019 Same period 2018
Rank 56 45 98
Rank change year-on-year -11 +53 +7
Contract jobs citing ETL 95 189 102
As % of all contract jobs advertised in the East of England 2.96% 4.63% 2.20%
As % of the Processes & Methodologies category 3.63% 5.47% 2.58%
Number of daily rates quoted 68 101 74
Median daily rate £425 £450 £425
Median daily rate % change year-on-year -5.56% +5.88% +2.41%
10th Percentile £316 £325 £315
90th Percentile £575 £575 £588
England median daily rate £475 £459 £460
% change year-on-year +3.54% -0.27% +2.22%
Number of hourly rates quoted 0 0 0
Median hourly rate - - -
England median hourly rate £35.00 £20.86 £46.86
% change year-on-year +67.83% -55.49% +40.92%

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 2,617 3,456 3,958
As % of all contract IT jobs advertised in the East of England 81.55% 84.75% 85.47%
Number of daily rates quoted 1,523 2,023 2,238
Median daily rate £426 £450 £425
Median daily rate % change year-on-year -5.44% +5.88% +6.25%
10th Percentile £213 £263 £237
90th Percentile £600 £588 £588
England median daily rate £475 £475 £463
% change year-on-year - +2.70% +5.11%
Number of hourly rates quoted 180 182 228
Median hourly rate £21.00 £19.50 £22.25
Median hourly rate % change year-on-year +7.69% -12.36% -32.58%
10th Percentile £13.00 £11.17 £11.50
90th Percentile £51.00 £52.50 £47.50
Median hourly rate £25.00 £24.11 £23.50
% change year-on-year +3.69% +2.60% -6.00%

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 31 March 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 31 March 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
Hertfordshire +4 32 £425 -6.85% 5
Essex -17 28 £400 -9.86% 4
Cambridgeshire -5 24 £475 -13.64% 17
Suffolk -2 4 £350 -12.50% 1
Norfolk - 4 £200 - 1
Bedfordshire -3 3 £450 +5.88% 5
ETL
England

For the 6 months to 31 March 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 51 (53.68%) SQL
2 48 (50.53%) Data Warehouse
3 40 (42.11%) Business Intelligence
4 33 (34.74%) Agile Software Development
5 31 (32.63%) Visualisation
6 30 (31.58%) Data Modelling
6 30 (31.58%) Power BI
6 30 (31.58%) Power Platform
7 28 (29.47%) Analytics
8 26 (27.37%) Python
8 26 (27.37%) Oracle
8 26 (27.37%) Data Analysis
9 25 (26.32%) Tableau
9 25 (26.32%) AWS
10 23 (24.21%) Data Visualisation
10 23 (24.21%) Analytical Skills
11 21 (22.11%) Amazon Redshift
12 20 (21.05%) JIRA
13 18 (18.95%) MySQL
13 18 (18.95%) Relational Database
14 17 (17.89%) SQL Server Integration Services
15 16 (16.84%) Microsoft
16 15 (15.79%) SQL Server
16 15 (15.79%) Data Structures
16 15 (15.79%) Confluence
16 15 (15.79%) Git (software)
16 15 (15.79%) Data Science
17 14 (14.74%) Data Quality
18 13 (13.68%) RDBMS
19 12 (12.63%) XML

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 15 (15.79%) Confluence
2 12 (12.63%) Apache Spark
3 2 (2.11%) SAS
3 2 (2.11%) SharePoint
4 1 (1.05%) BizTalk Server
4 1 (1.05%) WebLogic
Applications
1 4 (4.21%) Microsoft Excel
2 3 (3.16%) MS Visio
3 1 (1.05%) Microsoft Office
Business Applications
1 4 (4.21%) SAP S/4HANA
2 1 (1.05%) Oracle EBS
Cloud Services
1 30 (31.58%) Power Platform
2 25 (26.32%) AWS
3 6 (6.32%) Amazon EMR
3 6 (6.32%) Amazon S3
3 6 (6.32%) Azure
4 5 (5.26%) Amazon SQS
5 4 (4.21%) Serverless
6 3 (3.16%) Azure Data Factory
6 3 (3.16%) Azure Functions
7 1 (1.05%) Amazon EC2
7 1 (1.05%) Amazon ElastiCache
7 1 (1.05%) Amazon Kinesis
7 1 (1.05%) AWS CloudFormation
7 1 (1.05%) AWS Lambda
7 1 (1.05%) AWS Step Functions
7 1 (1.05%) Cloud Computing
7 1 (1.05%) Virtual Private Cloud
Communications & Networking
1 2 (2.11%) FTP
1 2 (2.11%) WebEx
2 1 (1.05%) Internet
2 1 (1.05%) Intranet
Database & Business Intelligence
1 48 (50.53%) Data Warehouse
2 30 (31.58%) Power BI
3 21 (22.11%) Amazon Redshift
4 18 (18.95%) MySQL
4 18 (18.95%) Relational Database
5 17 (17.89%) SQL Server Integration Services
6 15 (15.79%) SQL Server
7 13 (13.68%) RDBMS
8 11 (11.58%) Hadoop
8 11 (11.58%) Pentaho
9 9 (9.47%) Data Mart
9 9 (9.47%) NoSQL
9 9 (9.47%) OLAP
9 9 (9.47%) SQL Server Analysis Services
9 9 (9.47%) SQL Server Reporting Services
10 8 (8.42%) Data Lake
10 8 (8.42%) Oracle Database
11 7 (7.37%) SAP Data Services
11 7 (7.37%) Snowflake Schema
12 6 (6.32%) PostgreSQL
Development Applications
1 20 (21.05%) JIRA
2 15 (15.79%) Git (software)
3 12 (12.63%) Jenkins
4 5 (5.26%) Gerrit
4 5 (5.26%) Sonatype Nexus
5 3 (3.16%) JIRA Agile
6 2 (2.11%) Bitbucket
6 2 (2.11%) Subversion
7 1 (1.05%) Artifactory
7 1 (1.05%) ERwin
7 1 (1.05%) GitLab
7 1 (1.05%) JMeter
7 1 (1.05%) LoadRunner
7 1 (1.05%) Selenium
7 1 (1.05%) SoapUI
7 1 (1.05%) SQL Server Management Studio (SSMS)
7 1 (1.05%) Team Foundation Server
7 1 (1.05%) Visual Studio
General
1 8 (8.42%) Finance
1 8 (8.42%) Law
2 7 (7.37%) Public Sector
3 4 (4.21%) Manufacturing
4 2 (2.11%) Arabic Language
4 2 (2.11%) Legal
4 2 (2.11%) Pharmaceutical
5 1 (1.05%) Advertising
5 1 (1.05%) Banking
5 1 (1.05%) French Language
5 1 (1.05%) German Language
5 1 (1.05%) Retail
Job Titles
1 26 (27.37%) Data Engineer
2 24 (25.26%) Developer
3 20 (21.05%) Analyst
4 14 (14.74%) Data Analyst
5 9 (9.47%) Architect
5 9 (9.47%) Data Architect
6 8 (8.42%) AWS Engineer
7 7 (7.37%) Automation Engineer
8 6 (6.32%) Business Intelligence Developer
8 6 (6.32%) DevOps Engineer
9 5 (5.26%) AWS Developer
9 5 (5.26%) Database Developer
9 5 (5.26%) Senior Data Engineer
10 4 (4.21%) Azure Engineer
10 4 (4.21%) DevOps Automation Engineer
10 4 (4.21%) ERP Analyst
10 4 (4.21%) ETL Developer
10 4 (4.21%) SQL Developer
11 3 (3.16%) Data Warehouse Developer
11 3 (3.16%) Software Engineer
Libraries, Frameworks & Software Standards
1 12 (12.63%) XML
2 9 (9.47%) JDBC
2 9 (9.47%) Kafka
3 5 (5.26%) D3.js
4 3 (3.16%) .NET
5 2 (2.11%) Django
5 2 (2.11%) HTML
5 2 (2.11%) Swagger
6 1 (1.05%) .NET Framework
6 1 (1.05%) Elastic Stack
6 1 (1.05%) JSON
6 1 (1.05%) LINQ
6 1 (1.05%) LINQ to SQL
6 1 (1.05%) MDX
6 1 (1.05%) Middleware
6 1 (1.05%) Node.js
6 1 (1.05%) Serverless Framework
6 1 (1.05%) WCF
6 1 (1.05%) Web Services
Miscellaneous
1 23 (24.21%) Analytical Skills
2 15 (15.79%) Data Structures
3 4 (4.21%) Enterprise Software
3 4 (4.21%) Reference Data
4 1 (1.05%) Client/Server
4 1 (1.05%) Cloud Native
4 1 (1.05%) Clustering
4 1 (1.05%) NHS
Operating Systems
1 3 (3.16%) Unix
2 2 (2.11%) Linux
2 2 (2.11%) Windows
Processes & Methodologies
1 40 (42.11%) Business Intelligence
2 33 (34.74%) Agile Software Development
3 31 (32.63%) Visualisation
4 30 (31.58%) Data Modelling
5 28 (29.47%) Analytics
6 26 (27.37%) Data Analysis
7 23 (24.21%) Data Visualisation
8 15 (15.79%) Data Science
9 11 (11.58%) Coaching
9 11 (11.58%) Mentoring
9 11 (11.58%) Scrum
9 11 (11.58%) Validation
10 10 (10.53%) Data Engineering
10 10 (10.53%) Data Security
10 10 (10.53%) Data Strategy
10 10 (10.53%) Dimensional Modelling
10 10 (10.53%) Test Automation
11 9 (9.47%) Continuous Integration
11 9 (9.47%) DevOps
11 9 (9.47%) Service Delivery
Programming Languages
1 51 (53.68%) SQL
2 26 (27.37%) Python
3 5 (5.26%) Scala
3 5 (5.26%) T-SQL
4 4 (4.21%) Java
4 4 (4.21%) PL/SQL
5 3 (3.16%) JavaScript
5 3 (3.16%) VBA
6 2 (2.11%) C#
6 2 (2.11%) Data Analysis Expressions (DAX)
6 2 (2.11%) Shell Script
7 1 (1.05%) Bash Shell
7 1 (1.05%) Perl
7 1 (1.05%) PowerShell
7 1 (1.05%) Ruby
7 1 (1.05%) SAS Macro
Qualifications
1 11 (11.58%) Degree
1 11 (11.58%) Security Cleared
2 9 (9.47%) SC Cleared
3 2 (2.11%) Computer Science Degree
3 2 (2.11%) ISEB
3 2 (2.11%) Oracle Certification
4 1 (1.05%) ISTQB
Quality Assurance & Compliance
1 14 (14.74%) Data Quality
2 3 (3.16%) QA
System Software
1 9 (9.47%) Apache Flume
2 2 (2.11%) Docker
Systems Management
1 5 (5.26%) Terraform
2 2 (2.11%) Data Guard
2 2 (2.11%) Failover Clustering
2 2 (2.11%) Microsoft Clustering
2 2 (2.11%) Oracle RMAN
3 1 (1.05%) Ansible
Vendors
1 26 (27.37%) Oracle
2 25 (26.32%) Tableau
3 16 (16.84%) Microsoft
4 11 (11.58%) SAP
4 11 (11.58%) Talend
5 10 (10.53%) Cognos
6 5 (5.26%) MicroStrategy
7 4 (4.21%) Informatica
8 3 (3.16%) Databricks
9 2 (2.11%) Alteryx
10 1 (1.05%) Ariba
10 1 (1.05%) Atlassian
10 1 (1.05%) Salesforce.com
10 1 (1.05%) SnapLogic
10 1 (1.05%) Teradata