Period
to

The following table provides summary statistics for contract job vacancies advertised in London 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 19 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 > London
6 months to
19 May 2022
Same period 2021 Same period 2020
Rank 93 85 83
Rank change year-on-year -8 -2 +13
Contract jobs citing ETL 1,106 728 582
As % of all contract jobs advertised in London 2.86% 3.03% 2.89%
As % of the Processes & Methodologies category 3.13% 3.34% 3.23%
Number of daily rates quoted 754 504 410
10th Percentile £403 £386 £363
25th Percentile £463 £431 £413
Median daily rate (50th Percentile) £550 £503 £500
Median % change year-on-year +9.45% +0.50% +2.56%
75th Percentile £650 £600 £600
90th Percentile £771 £675 £675
England median daily rate £525 £500 £475
% change year-on-year +5.00% +5.26% +3.54%
Number of hourly rates quoted 6 2 0
10th Percentile £41.75 £36.33 -
25th Percentile £45.75 £36.44 -
Median hourly rate £55.50 £37.75 -
Median % change year-on-year +47.02% - -
75th Percentile £61.50 £38.94 -
90th Percentile £70.25 £38.98 -
England median hourly rate £48.06 £31.25 £50.00
% change year-on-year +53.79% -37.50% +79.04%

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 London with a requirement for process or methodology skills.

All Process and Methodology Skills
London
Contract vacancies with a requirement for process or methodology skills 35,368 21,827 18,018
As % of all contract IT jobs advertised in London 91.48% 90.91% 89.35%
Number of daily rates quoted 25,828 15,654 12,970
10th Percentile £400 £350 £325
25th Percentile £475 £425 £416
Median daily rate (50th Percentile) £575 £525 £525
Median % change year-on-year +9.52% - +0.96%
75th Percentile £688 £625 £613
90th Percentile £775 £706 £700
England median daily rate £540 £500 £475
% change year-on-year +8.00% +5.26% -
Number of hourly rates quoted 413 230 233
10th Percentile £17.25 £15.00 £13.50
25th Percentile £23.91 £21.25 £18.50
Median hourly rate £36.50 £32.85 £26.50
Median % change year-on-year +11.11% +23.96% +18.34%
75th Percentile £51.00 £52.63 £47.12
90th Percentile £68.00 £66.50 £59.50
England median hourly rate £27.00 £24.50 £21.50
% change year-on-year +10.20% +13.95% -4.44%

ETL
Job Vacancy Trend in London

Job postings citing ETL as a proportion of all IT jobs advertised in London.

Job vacancy trend for ETL in London

ETL
Contractor Daily Rate Trend in London

3-month moving average daily rate quoted in jobs citing ETL in London.

Daily rate trend for ETL in London

ETL
Daily Rate Histogram in London

Daily rate distribution for jobs citing ETL in London over the 6 months to 19 May 2022.

Daily rate histogram for ETL in London

ETL
Contractor Hourly Rate Trend in London

3-month moving average hourly rates quoted in jobs citing ETL in London.

Hourly rate trend for ETL in London

ETL
Hourly Rate Histogram in London

Hourly rate distribution of jobs citing ETL in London over the 6 months to 19 May 2022.

Hourly rate histogram for ETL in London

ETL
Contract Job Locations in London

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing ETL within the London region over the 6 months to 19 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
Central London +3 134 £580 +16.00% 48
West London +10 23 £625 +19.05% 5
South London -15 7 £425 -32.00% 1
East London -2 6 £590 -9.23% 6
North London - 1 £550 -
ETL
England

For the 6 months to 19 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 London region with a requirement for ETL.

1 637 (57.59%) SQL
2 439 (39.69%) Data Warehouse
3 411 (37.16%) Azure
4 378 (34.18%) Python
5 333 (30.11%) Business Intelligence
5 333 (30.11%) Agile
6 320 (28.93%) Analytics
7 314 (28.39%) AWS
8 313 (28.30%) Data Modelling
9 303 (27.40%) Finance
10 265 (23.96%) SQL Server
11 222 (20.07%) Social Skills
12 221 (19.98%) DevOps
13 214 (19.35%) Data Lake
14 195 (17.63%) Power Platform
15 188 (17.00%) Data Engineering
16 183 (16.55%) Power BI
17 175 (15.82%) Java
18 172 (15.55%) Apache Spark
19 170 (15.37%) Big Data
20 167 (15.10%) CI/CD
21 165 (14.92%) Oracle
22 164 (14.83%) Data Pipeline
23 159 (14.38%) Microsoft
24 147 (13.29%) Azure Data Factory
25 143 (12.93%) Migration
26 139 (12.57%) Databricks
27 137 (12.39%) Data Quality
28 136 (12.30%) Data Integration
29 134 (12.12%) SQL Server Integration Services

ETL
Co-occurring IT Skills in London 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
1 172 (15.55%) Apache Spark
2 43 (3.89%) Apache
3 31 (2.80%) Apache Airflow
4 28 (2.53%) Elasticsearch
5 26 (2.35%) Confluence
6 14 (1.27%) SAS
6 14 (1.27%) SharePoint
7 8 (0.72%) Apache Pig
8 6 (0.54%) IIS
8 6 (0.54%) Oracle SOA Suite
8 6 (0.54%) WebSphere
9 5 (0.45%) ArcGIS
9 5 (0.45%) Tomcat
10 4 (0.36%) PowerExchange
11 3 (0.27%) IBM HTTP Server
11 3 (0.27%) Oracle Workflow
12 2 (0.18%) Adobe Experience Manager
12 2 (0.18%) BizTalk Server
12 2 (0.18%) Jupyter
13 1 (0.090%) GeoServer
Applications
1 21 (1.90%) Microsoft Excel
2 8 (0.72%) Microsoft PowerPoint
3 5 (0.45%) Microsoft Office
4 3 (0.27%) Spreadsheet
5 2 (0.18%) MS Visio
6 1 (0.090%) SPSS
6 1 (0.090%) Windchill
Business Applications
1 15 (1.36%) HiPortfolio
2 9 (0.81%) Dynamics CRM
3 7 (0.63%) SAP S/4HANA
4 4 (0.36%) Maximo
5 3 (0.27%) SAP Oil and Gas
6 2 (0.18%) Cerner Millennium
6 2 (0.18%) Markit EDM
6 2 (0.18%) Oracle Applications
6 2 (0.18%) PeopleSoft HCM
6 2 (0.18%) SAP ERP
6 2 (0.18%) Sentinel
7 1 (0.090%) Adobe Campaign
7 1 (0.090%) Eloqua
7 1 (0.090%) Oracle EBS
7 1 (0.090%) Oracle EBS R12
7 1 (0.090%) Oracle ERP
7 1 (0.090%) Oracle General Ledger
7 1 (0.090%) Oracle Payables
7 1 (0.090%) Oracle Receivables
7 1 (0.090%) SystmOne
Cloud Services
1 411 (37.16%) Azure
2 314 (28.39%) AWS
3 195 (17.63%) Power Platform
4 147 (13.29%) Azure Data Factory
5 112 (10.13%) Amazon S3
6 102 (9.22%) GCP
7 70 (6.33%) Snowflake
8 64 (5.79%) Serverless
9 51 (4.61%) GitHub
10 48 (4.34%) Azure Synapse Analytics
11 35 (3.16%) Amazon EMR
12 31 (2.80%) dbt
13 30 (2.71%) Amazon Kinesis
14 29 (2.62%) AWS Lambda
14 29 (2.62%) Azure Functions
15 28 (2.53%) SaaS
16 27 (2.44%) Azure Cosmos DB
17 24 (2.17%) PaaS
18 23 (2.08%) Collibra
19 22 (1.99%) Amazon EC2
Communications & Networking
1 13 (1.18%) FTP
1 13 (1.18%) SSH
2 12 (1.08%) HTTP
3 11 (0.99%) Kerberos
4 7 (0.63%) HTTPS
5 6 (0.54%) Firewall
5 6 (0.54%) Internet
5 6 (0.54%) Network Security
6 5 (0.45%) VPN
7 3 (0.27%) Cisco IPT
7 3 (0.27%) DNS
7 3 (0.27%) IPFS
7 3 (0.27%) Wireless
8 2 (0.18%) PuTTY
8 2 (0.18%) SSL
8 2 (0.18%) WinSCP
9 1 (0.090%) F5 BIG-IP GTM
9 1 (0.090%) Intranet
9 1 (0.090%) IPsec
9 1 (0.090%) Skype
Database & Business Intelligence
1 439 (39.69%) Data Warehouse
2 265 (23.96%) SQL Server
3 214 (19.35%) Data Lake
4 183 (16.55%) Power BI
5 170 (15.37%) Big Data
6 134 (12.12%) SQL Server Integration Services
7 99 (8.95%) Metadata
8 89 (8.05%) Tableau
9 77 (6.96%) PostgreSQL
9 77 (6.96%) Relational Database
10 76 (6.87%) Amazon Redshift
11 58 (5.24%) SQL Server Reporting Services
12 57 (5.15%) Pentaho
13 55 (4.97%) Amazon Athena
14 53 (4.79%) NoSQL
15 50 (4.52%) Hadoop
16 47 (4.25%) RDBMS
17 44 (3.98%) SQL Server Analysis Services
18 41 (3.71%) Amazon RDS
19 40 (3.62%) Azure SQL Database
Development Applications
1 115 (10.40%) Git (software)
2 69 (6.24%) JIRA
3 47 (4.25%) Jenkins
4 33 (2.98%) ERwin
5 31 (2.80%) ER Studio
6 26 (2.35%) GitLab
7 17 (1.54%) TeamCity
8 15 (1.36%) Visual Studio
9 12 (1.08%) Eclipse
10 9 (0.81%) Bitbucket
10 9 (0.81%) Subversion
11 8 (0.72%) Maven
11 8 (0.72%) Team Foundation Server
12 7 (0.63%) Artifactory
13 4 (0.36%) Atlassian Bamboo
13 4 (0.36%) JUnit
13 4 (0.36%) Oracle Forms
13 4 (0.36%) Postman
13 4 (0.36%) Zephyr
14 3 (0.27%) Sonatype Nexus
General
1 303 (27.40%) Finance
2 222 (20.07%) Social Skills
3 116 (10.49%) Analytical Skills
4 78 (7.05%) Banking
5 64 (5.79%) Public Sector
6 42 (3.80%) Marketing
7 35 (3.16%) Presentation Skills
8 32 (2.89%) Investment Banking
9 23 (2.08%) Retail
10 22 (1.99%) Financial Institution
10 22 (1.99%) Telecoms
11 20 (1.81%) Publishing
12 19 (1.72%) Legal
13 15 (1.36%) Documentation Skills
14 14 (1.27%) Back Office
14 14 (1.27%) Law
15 13 (1.18%) Manufacturing
16 12 (1.08%) Local Government
17 11 (0.99%) Electronics
18 10 (0.90%) Influencing Skills
Job Titles
1 364 (32.91%) Data Engineer
2 209 (18.90%) Developer
3 184 (16.64%) Analyst
4 130 (11.75%) Architect
5 87 (7.87%) Data Analyst
6 76 (6.87%) Data Architect
7 55 (4.97%) Python Engineer
8 53 (4.79%) Business Analyst
9 52 (4.70%) AWS Engineer
10 51 (4.61%) SQL Developer
11 49 (4.43%) Azure Engineer
12 43 (3.89%) ETL Developer
13 41 (3.71%) Business Intelligence Developer
14 36 (3.25%) Data Business Analyst
15 34 (3.07%) Data Modeller
16 32 (2.89%) SQL Analyst
17 31 (2.80%) Solutions Architect
18 28 (2.53%) Business Intelligence Analyst
18 28 (2.53%) Consultant
19 24 (2.17%) Senior Data Engineer
Libraries, Frameworks & Software Standards
1 128 (11.57%) Kafka
2 50 (4.52%) .NET
3 48 (4.34%) PySpark
4 41 (3.71%) XML
5 39 (3.53%) JSON
6 36 (3.25%) Pandas
7 31 (2.80%) Web Services
8 30 (2.71%) REST
9 24 (2.17%) NumPy
10 21 (1.90%) Elastic Stack
11 18 (1.63%) Middleware
12 17 (1.54%) pytest
13 16 (1.45%) RESTful
13 16 (1.45%) Spark Streaming
14 15 (1.36%) Keras
14 15 (1.36%) SciPy
14 15 (1.36%) SOAP
14 15 (1.36%) TensorFlow
15 13 (1.18%) Spring
16 12 (1.08%) Apache NiFi
Miscellaneous
1 41 (3.71%) Data Structures
2 28 (2.53%) Management Information System
3 27 (2.44%) Legacy Systems
3 27 (2.44%) Reference Data
4 24 (2.17%) Algorithms
5 22 (1.99%) Reinsurance
6 19 (1.72%) Linux Command Line
7 18 (1.63%) Self-Motivation
7 18 (1.63%) User Experience
8 17 (1.54%) Credit Risk
9 14 (1.27%) Hedge funds
10 13 (1.18%) Public Cloud
11 12 (1.08%) NHS
12 11 (0.99%) Greenfield Project
12 11 (0.99%) Renewable Energy
13 10 (0.90%) Fixed Income
14 9 (0.81%) Virtual Team
15 8 (0.72%) Data Protection Act
16 7 (0.63%) Blockchain
16 7 (0.63%) Taxonomies
Operating Systems
1 75 (6.78%) Linux
2 49 (4.43%) Unix
3 41 (3.71%) Windows
4 17 (1.54%) Red Hat Enterprise Linux
5 10 (0.90%) Windows Server
6 6 (0.54%) CentOS
7 4 (0.36%) Android
7 4 (0.36%) Apple iOS
7 4 (0.36%) Windows Server 2012
8 3 (0.27%) Ubuntu
9 1 (0.090%) Windows 10
9 1 (0.090%) Windows Server 2016
9 1 (0.090%) Windows Server 2019
Processes & Methodologies
1 333 (30.11%) Agile
1 333 (30.11%) Business Intelligence
2 320 (28.93%) Analytics
3 313 (28.30%) Data Modelling
4 221 (19.98%) DevOps
5 188 (17.00%) Data Engineering
6 167 (15.10%) CI/CD
7 164 (14.83%) Data Pipeline
8 143 (12.93%) Migration
9 136 (12.30%) Data Integration
10 130 (11.75%) Scrum
11 113 (10.22%) Data Analysis
12 111 (10.04%) Visualisation
13 102 (9.22%) SDLC
14 101 (9.13%) Problem-Solving
15 98 (8.86%) Data Science
16 93 (8.41%) Data Management
17 91 (8.23%) Data Migration
18 86 (7.78%) Data Governance
19 82 (7.41%) Data Architecture
Programming Languages
1 637 (57.59%) SQL
2 378 (34.18%) Python
3 175 (15.82%) Java
4 95 (8.59%) T-SQL
5 88 (7.96%) C#
6 72 (6.51%) Scala
7 52 (4.70%) PowerShell
8 41 (3.71%) Bash
9 38 (3.44%) R
10 36 (3.25%) PL/SQL
11 32 (2.89%) Data Analysis Expressions (DAX)
12 31 (2.80%) Shell Script
13 27 (2.44%) JavaScript
14 22 (1.99%) C++
15 20 (1.81%) C
16 10 (0.90%) Apex Code
16 10 (0.90%) VB
17 9 (0.81%) Perl
18 8 (0.72%) VBA
19 7 (0.63%) SOQL
Qualifications
1 110 (9.95%) Security Cleared
2 85 (7.69%) SC Cleared
3 34 (3.07%) Degree
4 14 (1.27%) BPSS Clearance
5 12 (1.08%) Computer Science Degree
6 10 (0.90%) FFIEC
6 10 (0.90%) PhD
7 8 (0.72%) PMP
8 7 (0.63%) Cisco Certification
8 7 (0.63%) PMI Certification
8 7 (0.63%) TOGAF Certification
9 4 (0.36%) AWS Certification
9 4 (0.36%) CCNA
9 4 (0.36%) DBS Check
9 4 (0.36%) Master's Degree
10 3 (0.27%) (ISC)2 CCSP
10 3 (0.27%) CISSP
10 3 (0.27%) DV Cleared
10 3 (0.27%) ISTQB Foundation Certification
10 3 (0.27%) MBA
Quality Assurance & Compliance
1 137 (12.39%) Data Quality
2 67 (6.06%) QA
3 31 (2.80%) SLA
4 22 (1.99%) Accessibility
5 17 (1.54%) GDPR
6 15 (1.36%) IFRS
7 11 (0.99%) PCI DSS
8 10 (0.90%) GLBA
8 10 (0.90%) IFRS 17
8 10 (0.90%) NIST
9 5 (0.45%) Solvency II
10 4 (0.36%) Dublin Core
10 4 (0.36%) ISO/IEC 27001
10 4 (0.36%) PMO
11 1 (0.090%) CDISC
11 1 (0.090%) IFRS 9
11 1 (0.090%) LOINC
11 1 (0.090%) SNOMED CT
11 1 (0.090%) WCAG
System Software
1 63 (5.70%) Docker
2 15 (1.36%) HDFS
3 11 (0.99%) Active Directory
4 4 (0.36%) Apache ZooKeeper
5 3 (0.27%) Virtual Machines
6 2 (0.18%) Oracle RAC
7 1 (0.090%) Apache Flume
7 1 (0.090%) Firmware
7 1 (0.090%) VMware Infrastructure
Systems Management
1 41 (3.71%) Kubernetes
2 39 (3.53%) Terraform
3 30 (2.71%) Ansible
4 23 (2.08%) Kibana
5 19 (1.72%) logstash
6 7 (0.63%) Hadoop YARN
7 6 (0.54%) Grafana
8 5 (0.45%) Control-M
9 4 (0.36%) Dollar Universe
9 4 (0.36%) Microsoft Intune
9 4 (0.36%) Prometheus
10 3 (0.27%) Ambari
10 3 (0.27%) Nagios
10 3 (0.27%) Oozie
10 3 (0.27%) Oracle Identity Management
10 3 (0.27%) Puppet
11 2 (0.18%) HP Quality Center
12 1 (0.090%) Data Guard
12 1 (0.090%) Oracle Statspack
12 1 (0.090%) Rundeck
Vendors
1 165 (14.92%) Oracle
2 159 (14.38%) Microsoft
3 139 (12.57%) Databricks
4 103 (9.31%) Talend
5 96 (8.68%) Informatica
6 58 (5.24%) Google
7 48 (4.34%) SAP
8 43 (3.89%) Alteryx
9 33 (2.98%) Salesforce.com
10 25 (2.26%) Splunk
11 23 (2.08%) Cloudera
12 22 (1.99%) TIBCO
13 17 (1.54%) Red Hat
13 17 (1.54%) Teradata
14 16 (1.45%) SimCorp
15 15 (1.36%) Adobe
15 15 (1.36%) IBM
15 15 (1.36%) Vermilion
16 11 (0.99%) StreamSets
17 9 (0.81%) Netezza