Period
to 26 May 2020

The following table provides summary statistics for contract job vacancies advertised in the South East 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 26 May 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 > South East
6 months to
26 May 2020
Same period 2019 Same period 2018
Rank 59 124 128
Rank change year-on-year +65 +4 -15
Contract jobs citing ETL 221 278 326
As % of all contract jobs advertised in the South East 3.06% 1.89% 1.94%
As % of the Processes & Methodologies category 3.64% 2.16% 2.26%
Number of daily rates quoted 159 160 232
Median daily rate £475 £450 £425
Median daily rate % change year-on-year +5.56% +5.88% -5.56%
10th Percentile £356 £324 £313
90th Percentile £588 £650 £550
England median daily rate £475 £463 £470
% change year-on-year +2.70% -1.60% +4.44%
Number of hourly rates quoted 3 3 1
Median hourly rate £35.00 £56.00 £50.00
Median hourly rate % change year-on-year -37.50% +12.00% +58.73%
England median hourly rate £35.00 £35.00 £48.75
% change year-on-year - -28.21% +39.29%

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 South East with a requirement for process or methodology skills.

All Process and Methodology Skills
South East
Contract vacancies with a requirement for process or methodology skills 6,069 12,856 14,448
As % of all contract IT jobs advertised in the South East 83.95% 87.53% 85.81%
Number of daily rates quoted 3,530 7,739 8,540
Median daily rate £450 £450 £435
Median daily rate % change year-on-year - +3.45% +4.82%
10th Percentile £263 £275 £277
90th Percentile £610 £608 £588
England median daily rate £475 £475 £463
% change year-on-year - +2.70% +2.78%
Number of hourly rates quoted 281 469 472
Median hourly rate £26.61 £27.50 £22.50
Median hourly rate % change year-on-year -3.25% +22.22% +7.14%
10th Percentile £12.83 £12.00 £10.72
90th Percentile £55.00 £55.00 £52.50
Median hourly rate £27.50 £24.91 £22.00
% change year-on-year +10.40% +13.23% -13.73%

ETL
Job Vacancy Trend in the South East

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

Job vacancy trend for ETL in the South East

ETL
Contractor Daily Rate Trend in the South East

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

Daily rate trend for ETL in the South East

ETL
Daily Rate Histogram in the South East

Daily rate distribution for jobs citing ETL in the South East over the 6 months to 26 May 2020.

Daily rate histogram for ETL in the South East

ETL
Contractor Hourly Rate Trend in the South East

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

Hourly rate trend for ETL in the South East

ETL
Contract Job Locations in the South East

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing ETL within the South East region over the 6 months to 26 May 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
Thames Valley +40 85 £475 +6.74% 6
Berkshire +45 52 £475 +5.56% 1
Hampshire +49 50 £505 -12.17% 5
Surrey +50 36 £425 -5.56% 5
West Sussex +33 24 £475 +15.15%
Buckinghamshire +25 24 £459 +12.52%
East Sussex +28 12 £475 +7.95%
Oxfordshire +26 9 £475 +8.57% 5
Kent +24 8 £425 +6.25% 2
ETL
England

For the 6 months to 26 May 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 South East region with a requirement for ETL.

1 141 (63.80%) SQL
2 73 (33.03%) Data Modelling
3 69 (31.22%) Business Intelligence
3 69 (31.22%) Python
4 60 (27.15%) Data Warehouse
5 57 (25.79%) Azure
6 49 (22.17%) Oracle
7 48 (21.72%) Agile Software Development
8 46 (20.81%) Migration
8 46 (20.81%) SQL Server
9 45 (20.36%) SQL Server Integration Services
10 43 (19.46%) Big Data
10 43 (19.46%) Analytics
11 40 (18.10%) AWS
11 40 (18.10%) Finance
12 36 (16.29%) Power Platform
13 35 (15.84%) Power BI
14 34 (15.38%) Analytical Skills
15 33 (14.93%) Relational Database
15 33 (14.93%) Security Cleared
16 32 (14.48%) SC Cleared
16 32 (14.48%) JavaScript
17 31 (14.03%) Data Migration
18 30 (13.57%) T-SQL
18 30 (13.57%) SQL Server Reporting Services
19 28 (12.67%) Microsoft
20 25 (11.31%) Data Management
21 23 (10.41%) ETL Development
22 22 (9.95%) Salesforce.com
22 22 (9.95%) Java

ETL
Co-occurring IT Skills in the South East 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 19 (8.60%) Apache Spark
2 7 (3.17%) SAS
3 4 (1.81%) Apache
3 4 (1.81%) Confluence
4 3 (1.36%) ArcGIS
4 3 (1.36%) SharePoint
4 3 (1.36%) Tomcat
4 3 (1.36%) WebLogic
5 2 (0.90%) IIS
6 1 (0.45%) Apache Airflow
6 1 (0.45%) Elasticsearch
6 1 (0.45%) Oracle Coherence
6 1 (0.45%) Oracle Service Bus
6 1 (0.45%) Oracle SOA Suite
6 1 (0.45%) Oracle Spatial
Applications
1 19 (8.60%) Microsoft Excel
2 3 (1.36%) Microsoft PowerPoint
3 2 (0.90%) Microsoft Office
4 1 (0.45%) MS Visio
Business Applications
1 12 (5.43%) Oracle EBS
2 8 (3.62%) Adobe Campaign
3 5 (2.26%) Dynamics CRM
4 4 (1.81%) Oracle Applications
4 4 (1.81%) Oracle Procure-to-Pay
5 3 (1.36%) NetSuite
6 2 (0.90%) Dynamics NAV
6 2 (0.90%) Salesforce.com CRM
7 1 (0.45%) Dynamics AX
7 1 (0.45%) Oracle Cash Management
7 1 (0.45%) Oracle ERP
7 1 (0.45%) Oracle Payables
7 1 (0.45%) Oracle Payroll
7 1 (0.45%) Oracle Receivables
7 1 (0.45%) Oracle Retail
Cloud Services
1 57 (25.79%) Azure
2 40 (18.10%) AWS
3 36 (16.29%) Power Platform
4 13 (5.88%) Amazon S3
5 12 (5.43%) AWS Lambda
5 12 (5.43%) Serverless
6 10 (4.52%) Azure Data Factory
7 6 (2.71%) Dynamics 365
7 6 (2.71%) GCP
8 5 (2.26%) PaaS
9 4 (1.81%) AWS Step Functions
9 4 (1.81%) SaaS
10 3 (1.36%) Heroku
10 3 (1.36%) Kong
11 2 (0.90%) Amazon EC2
11 2 (0.90%) Cloud Computing
11 2 (0.90%) Logic Apps
11 2 (0.90%) Oracle Service Cloud
11 2 (0.90%) PowerApps
12 1 (0.45%) Amazon GuardDuty
Communications & Networking
1 3 (1.36%) AMQP
2 2 (0.90%) Internet
2 2 (0.90%) Radio Access Network
3 1 (0.45%) 2G
3 1 (0.45%) 3G
3 1 (0.45%) 4G
3 1 (0.45%) 5G
3 1 (0.45%) Firewall
3 1 (0.45%) HTTP
3 1 (0.45%) HTTPS
3 1 (0.45%) SSL
3 1 (0.45%) TCP/IP
Database & Business Intelligence
1 60 (27.15%) Data Warehouse
2 46 (20.81%) SQL Server
3 45 (20.36%) SQL Server Integration Services
4 43 (19.46%) Big Data
5 35 (15.84%) Power BI
6 33 (14.93%) Relational Database
7 30 (13.57%) SQL Server Reporting Services
8 20 (9.05%) Hadoop
9 18 (8.14%) Data Lake
10 15 (6.79%) Amazon Redshift
10 15 (6.79%) Oracle Database
11 13 (5.88%) Apache Hive
11 13 (5.88%) Data Mining
11 13 (5.88%) Impala
11 13 (5.88%) SQL Server Analysis Services
12 11 (4.98%) Snowflake Schema
13 10 (4.52%) NoSQL
14 9 (4.07%) Oracle ODI
14 9 (4.07%) Star Schema
15 8 (3.62%) RDBMS
Development Applications
1 7 (3.17%) Git (software)
1 7 (3.17%) Oracle APEX
2 6 (2.71%) Selenium
2 6 (2.71%) Visual Studio
3 5 (2.26%) Cucumber
3 5 (2.26%) Jenkins
3 5 (2.26%) JIRA
3 5 (2.26%) Visual Studio Team System
4 3 (1.36%) Atlassian Bamboo
4 3 (1.36%) JUnit
4 3 (1.36%) Team Foundation Server
5 2 (0.90%) git-flow
5 2 (0.90%) JMeter
6 1 (0.45%) ERwin
6 1 (0.45%) ProC
6 1 (0.45%) SQL Server Management Studio (SSMS)
6 1 (0.45%) Subversion
General
1 40 (18.10%) Finance
2 11 (4.98%) Marketing
3 10 (4.52%) Telecoms
4 4 (1.81%) Public Sector
5 3 (1.36%) Legal
5 3 (1.36%) Pharmaceutical
5 3 (1.36%) Publishing
6 2 (0.90%) Automotive
6 2 (0.90%) Banking
6 2 (0.90%) Electronics
6 2 (0.90%) Retail
7 1 (0.45%) Games
7 1 (0.45%) General Ledger
7 1 (0.45%) Local Government
Job Titles
1 77 (34.84%) Developer
2 39 (17.65%) Analyst
3 38 (17.19%) Data Engineer
4 27 (12.22%) Data Analyst
5 18 (8.14%) Business Intelligence Developer
5 18 (8.14%) SQL Developer
6 15 (6.79%) Consultant
7 12 (5.43%) ETL Developer
7 12 (5.43%) Talend Developer
8 10 (4.52%) Data Consultant
9 9 (4.07%) DBA
10 8 (3.62%) Architect
10 8 (3.62%) AWS Engineer
10 8 (3.62%) Oracle Developer
10 8 (3.62%) SQL Analyst
11 7 (3.17%) Business Data Analyst
11 7 (3.17%) Data Scientist
11 7 (3.17%) SQL Data Analyst
12 6 (2.71%) Migration Analyst
12 6 (2.71%) SQL BI Developer
Libraries, Frameworks & Software Standards
1 14 (6.33%) HTML
2 13 (5.88%) RESTful
3 12 (5.43%) XML
4 10 (4.52%) JSON
4 10 (4.52%) REST
5 8 (3.62%) CSS
5 8 (3.62%) Middleware
6 7 (3.17%) .NET
7 6 (2.71%) Web Services
8 4 (1.81%) Kafka
8 4 (1.81%) SOAP
9 3 (1.36%) Apache NiFi
9 3 (1.36%) Node.js
9 3 (1.36%) OAuth
9 3 (1.36%) Oracle GoldenGate
9 3 (1.36%) PySpark
9 3 (1.36%) XSLT
9 3 (1.36%) YAML
10 2 (0.90%) Hibernate
10 2 (0.90%) WSDL
Miscellaneous
1 34 (15.38%) Analytical Skills
2 11 (4.98%) Data Structures
3 8 (3.62%) Acoustics
4 7 (3.17%) Greenfield Project
5 6 (2.71%) Algorithms
5 6 (2.71%) Public Cloud
6 5 (2.26%) Reference Data
7 4 (1.81%) Taxonomies
8 3 (1.36%) Management Information System
9 2 (0.90%) NHS
9 2 (0.90%) Robotics
9 2 (0.90%) Self-Motivation
10 1 (0.45%) AS400
10 1 (0.45%) Clustering
10 1 (0.45%) Internet of Things
10 1 (0.45%) Mainframe
10 1 (0.45%) Mobile App
10 1 (0.45%) Replication
Operating Systems
1 9 (4.07%) Linux
2 8 (3.62%) Windows
3 7 (3.17%) Unix
4 5 (2.26%) Oracle Linux
5 4 (1.81%) Solaris
5 4 (1.81%) Windows Server
6 2 (0.90%) HPUX
7 1 (0.45%) Mac OS X
7 1 (0.45%) Red Hat Enterprise Linux
7 1 (0.45%) zOS
Processes & Methodologies
1 73 (33.03%) Data Modelling
2 69 (31.22%) Business Intelligence
3 48 (21.72%) Agile Software Development
4 46 (20.81%) Migration
5 43 (19.46%) Analytics
6 31 (14.03%) Data Migration
7 25 (11.31%) Data Management
8 23 (10.41%) ETL Development
9 21 (9.50%) DevOps
10 20 (9.05%) Data Analysis
10 20 (9.05%) Data Science
11 19 (8.60%) Visualisation
12 18 (8.14%) Data Architecture
12 18 (8.14%) Problem-Solving
13 17 (7.69%) Data Engineering
13 17 (7.69%) Data Integration
13 17 (7.69%) Test Automation
14 16 (7.24%) Software Engineering
15 15 (6.79%) Scrum
16 14 (6.33%) ERP
Programming Languages
1 141 (63.80%) SQL
2 69 (31.22%) Python
3 32 (14.48%) JavaScript
4 30 (13.57%) T-SQL
5 22 (9.95%) Java
6 21 (9.50%) PL/SQL
7 17 (7.69%) R
8 15 (6.79%) Scala
9 11 (4.98%) C#
9 11 (4.98%) PowerShell
10 7 (3.17%) C
11 6 (2.71%) Data Analysis Expressions (DAX)
12 5 (2.26%) Shell Script
13 4 (1.81%) SOQL
13 4 (1.81%) VBA
14 3 (1.36%) Groovy
15 2 (0.90%) Java 8
16 1 (0.45%) COBOL
16 1 (0.45%) Google Apps Script
16 1 (0.45%) VB
Qualifications
1 33 (14.93%) Security Cleared
2 32 (14.48%) SC Cleared
3 20 (9.05%) Degree
4 1 (0.45%) ACCA
4 1 (0.45%) BC Cleared
4 1 (0.45%) BPSS Clearance
4 1 (0.45%) CCDA
4 1 (0.45%) CIMA
4 1 (0.45%) Cisco Certification
4 1 (0.45%) Computer Science Degree
4 1 (0.45%) DV Cleared
4 1 (0.45%) HND
4 1 (0.45%) MCSA
4 1 (0.45%) Microsoft Certification
Quality Assurance & Compliance
1 7 (3.17%) Data Quality
1 7 (3.17%) QA
2 5 (2.26%) GDPR
3 1 (0.45%) HL7
3 1 (0.45%) IFRS
System Software
1 14 (6.33%) HDFS
2 4 (1.81%) Docker
3 1 (0.45%) Virtual Machines
Systems Management
1 3 (1.36%) Ansible
1 3 (1.36%) Kubernetes
1 3 (1.36%) Oozie
2 1 (0.45%) Control-M
2 1 (0.45%) MOM
2 1 (0.45%) Opscode Chef
2 1 (0.45%) Oracle Enterprise Manager
2 1 (0.45%) Puppet
2 1 (0.45%) Terraform
Vendors
1 49 (22.17%) Oracle
2 28 (12.67%) Microsoft
3 22 (9.95%) Salesforce.com
4 21 (9.50%) Tableau
5 20 (9.05%) Talend
6 12 (5.43%) Informatica
6 12 (5.43%) SAP
7 10 (4.52%) Cloudera
7 10 (4.52%) Salesforce Marketing Cloud
8 9 (4.07%) Adobe
9 6 (2.71%) Databricks
10 5 (2.26%) BMC
10 5 (2.26%) ServiceNow
10 5 (2.26%) Teradata
11 4 (1.81%) Google
11 4 (1.81%) Marketo
11 4 (1.81%) Sun
12 3 (1.36%) LogicMonitor
12 3 (1.36%) Moogsoft
12 3 (1.36%) Splunk