Period
to 19 April 2019

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 19 April 2019 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
19 Apr 2019
Same period 2018 Same period 2017
Rank 140 126 100
Rank change year-on-year -14 -26 +40
Contract jobs citing ETL 279 330 351
As % of all contract IT jobs advertised in the South East 1.79% 1.97% 2.24%
As % of the Processes & Methodologies category 2.06% 2.31% 2.68%
Number of daily rates quoted 165 239 226
South East median daily rate £475 £425 £450
Median daily rate % change year-on-year +11.76% -5.56% +5.88%
10th Percentile £335 £313 £331
90th Percentile £650 £550 £566
England median daily rate £463 £455 £450
% change year-on-year +1.65% +1.11% +5.88%
Number of hourly rates quoted 2 2 2
South East median hourly rate £50.00 £52.50 £27.35
Median hourly rate % change year-on-year -4.76% +91.99% -
10th Percentile £42.50 £50.50 £23.63
90th Percentile £59.50 £54.50 £31.38
England median hourly rate £24.00 £55.00 £29.82
% change year-on-year -56.36% +84.47% -46.76%

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 13,573 14,266 13,091
As % of all contract IT jobs advertised in the South East 87.11% 85.08% 83.67%
Number of daily rates quoted 8,226 8,393 7,572
South East median daily rate £450 £425 £415
Median daily rate % change year-on-year +5.88% +2.41% +3.75%
10th Percentile £281 £281 £260
90th Percentile £604 £588 £565
England median daily rate £475 £463 £445
% change year-on-year +2.70% +3.93% +4.71%
Number of hourly rates quoted 487 446 529
South East median hourly rate £24.91 £21.00 £22.52
Median hourly rate % change year-on-year +18.62% -6.75% -13.44%
10th Percentile £12.00 £10.54 £11.06
90th Percentile £52.50 £51.00 £50.25
England median hourly rate £24.96 £22.50 £25.00
% change year-on-year +10.91% -10.00% +8.70%

ETL
Job Vacancy Trend in the South East

Job postings citing ETL as a percentage 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

This chart provides the 3-month moving average for daily rates quoted in contract jobs citing ETL in the South East.

Contractor daily rate trend for ETL in the South East

ETL
Contractor Daily Rate Histogram in the South East

The daily rate distribution of IT jobs citing ETL in the South East over the 6 months to 19 April 2019.

Contractor daily rate histogram for ETL in the South East

ETL
Contractor Hourly Rate Trend in the South East

This chart provides the 3-month moving average for contractor hourly rates quoted in IT jobs citing ETL in the South East.

Contractor hourly rate trend for ETL in the South East

ETL
Contractor Hourly Rate Histogram in the South East

The hourly rate distribution of IT jobs citing ETL in the South East over the 6 months to 19 April 2019.

Contractor hourly rate histogram 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 19 April 2019. 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 -32 98 £450 +12.50% 10
Hampshire +11 75 £563 +40.63% 7
Berkshire -47 60 £450 +12.50% 4
Surrey +17 50 £450 +2.27% 2
Buckinghamshire +27 30 £445 +36.92% 4
West Sussex -12 18 £425 +21.43% 3
East Sussex -12 16 £469 +4.17% 2
Oxfordshire +4 8 £400 -15.79% 2
Kent +4 7 £425 -8.11% 1
Sussex +5 4 £500 +5.26%
Middlesex +13 3 £400 -
ETL
England

For the 6 months to 19 April 2019, 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.

1 155 (55.56%) SQL
2 99 (35.48%) Data Warehouse
3 74 (26.52%) Migration
4 71 (25.45%) SQL Server Integration Services
4 71 (25.45%) Business Intelligence
5 70 (25.09%) Oracle
6 69 (24.73%) SQL Server
7 65 (23.30%) Agile Software Development
8 61 (21.86%) Finance
9 60 (21.51%) Data Modelling
9 60 (21.51%) Big Data
10 59 (21.15%) Data Migration
11 52 (18.64%) Analytical Skills
12 51 (18.28%) Analytics
13 50 (17.92%) Microsoft Azure
14 47 (16.85%) Hadoop
15 45 (16.13%) Microsoft
16 43 (15.41%) SAS
17 41 (14.70%) Python
18 40 (14.34%) SQL Server Reporting Services
18 40 (14.34%) Power BI
19 36 (12.90%) Data Management
19 36 (12.90%) T-SQL
20 34 (12.19%) C#
21 33 (11.83%) Apache Spark
22 32 (11.47%) Unix
23 31 (11.11%) Data Analysis
23 31 (11.11%) Data Architecture
23 31 (11.11%) ETL Development
24 29 (10.39%) Data Mapping

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 43 (15.41%) SAS
2 33 (11.83%) Apache Spark
3 14 (5.02%) Apache
4 11 (3.94%) Apache Pig
4 11 (3.94%) SharePoint
5 4 (1.43%) Confluence
6 3 (1.08%) WebLogic
7 2 (0.72%) Apache Airflow
7 2 (0.72%) CMS
7 2 (0.72%) Elasticsearch
8 1 (0.36%) Jupyter
8 1 (0.36%) Luigi
Applications
1 29 (10.39%) Microsoft Excel
2 3 (1.08%) Microsoft Office
3 2 (0.72%) MS Visio
3 2 (0.72%) SPSS
4 1 (0.36%) Microsoft PowerPoint
4 1 (0.36%) Spreadsheet
Business Applications
1 8 (2.87%) NetSuite
2 6 (2.15%) Dynamics CRM
2 6 (2.15%) SAP HR
2 6 (2.15%) Workday HCM
3 5 (1.79%) SAP CO
3 5 (1.79%) SAP FI
3 5 (1.79%) SAP FI/CO
3 5 (1.79%) SAP S/4HANA
4 4 (1.43%) Oracle Retail
5 3 (1.08%) Dynamics AX
5 3 (1.08%) SAP Oil and Gas
5 3 (1.08%) SAP SD
6 2 (0.72%) Dynamics NAV
6 2 (0.72%) SAP BPC
6 2 (0.72%) SAP CRM
6 2 (0.72%) SAP Payroll
7 1 (0.36%) Cognos Business Intelligence
7 1 (0.36%) Dynamics GP
7 1 (0.36%) Markit EDM
7 1 (0.36%) Oracle Procure-to-Pay
Cloud Services
1 50 (17.92%) Microsoft Azure
2 26 (9.32%) Amazon AWS
3 18 (6.45%) Azure Data Factory
4 10 (3.58%) Google Cloud Platform
4 10 (3.58%) SaaS
5 6 (2.15%) Amazon EMR
5 6 (2.15%) Dynamics 365
6 5 (1.79%) PaaS
7 4 (1.43%) Cortana Intelligence Suite
7 4 (1.43%) IaaS
8 3 (1.08%) GitHub
8 3 (1.08%) SuccessFactors
9 2 (0.72%) Amazon SageMaker
9 2 (0.72%) Serverless
10 1 (0.36%) AtomSphere
10 1 (0.36%) AWS CloudFormation
10 1 (0.36%) Azure Functions
10 1 (0.36%) Azure Machine Learning
10 1 (0.36%) Boomi
10 1 (0.36%) Office 365
Communications & Networking
1 8 (2.87%) Firewall
2 6 (2.15%) Internet
2 6 (2.15%) SSH
2 6 (2.15%) TCP/IP
3 1 (0.36%) DMZ
Database & Business Intelligence
1 99 (35.48%) Data Warehouse
2 71 (25.45%) SQL Server Integration Services
3 69 (24.73%) SQL Server
4 60 (21.51%) Big Data
5 47 (16.85%) Hadoop
6 40 (14.34%) Power BI
6 40 (14.34%) SQL Server Reporting Services
7 27 (9.68%) NoSQL
8 25 (8.96%) Apache Hive
8 25 (8.96%) SQL Server Analysis Services
9 24 (8.60%) Data Lake
10 23 (8.24%) Oracle Exadata
11 22 (7.89%) Base SAS
12 18 (6.45%) Relational Database
13 13 (4.66%) QlikView
14 12 (4.30%) HBase
14 12 (4.30%) OLAP
14 12 (4.30%) SQL Server 2016
14 12 (4.30%) Star Schema
15 11 (3.94%) Apache Cassandra
Development Applications
1 10 (3.58%) JIRA
2 9 (3.23%) SQL Server Management Studio (SSMS)
3 8 (2.87%) Jenkins
3 8 (2.87%) Subversion
4 7 (2.51%) Toad
5 6 (2.15%) LSMW
6 5 (1.79%) Team Foundation Server
7 4 (1.43%) Visual Studio
8 3 (1.08%) Cucumber
8 3 (1.08%) Hudson
8 3 (1.08%) SoapUI
9 2 (0.72%) Appcelerator Titanium
9 2 (0.72%) ERwin
9 2 (0.72%) Git (software)
9 2 (0.72%) PowerDesigner
9 2 (0.72%) RStudio
9 2 (0.72%) Visual Studio Team System
10 1 (0.36%) Atlassian Bamboo
10 1 (0.36%) Bitbucket
General
1 61 (21.86%) Finance
2 25 (8.96%) Retail
3 14 (5.02%) Telecoms
4 10 (3.58%) Banking
5 8 (2.87%) Legal
6 4 (1.43%) Back Office
6 4 (1.43%) Marketing
7 3 (1.08%) General Ledger
8 2 (0.72%) Billing
9 1 (0.36%) Pharmaceutical
9 1 (0.36%) Publishing
Job Titles
1 105 (37.63%) Developer
2 43 (15.41%) Analyst
3 36 (12.90%) Architect
4 34 (12.19%) SQL Developer
5 31 (11.11%) Data Analyst
6 22 (7.89%) Data Architect
7 19 (6.81%) ETL Developer
8 18 (6.45%) Business Intelligence Developer
9 17 (6.09%) Environment Manager
10 16 (5.73%) .NET Developer
10 16 (5.73%) Consultant
11 14 (5.02%) Designer
12 13 (4.66%) Data Engineer
13 12 (4.30%) C# Developer
14 11 (3.94%) Big Data Developer
14 11 (3.94%) C# .NET Developer
14 11 (3.94%) Senior Developer
15 10 (3.58%) SSIS Developer
16 9 (3.23%) Solutions Designer
17 8 (2.87%) SQL Server Developer
Libraries, Frameworks & Software Standards
1 28 (10.04%) .NET
2 16 (5.73%) XML
3 13 (4.66%) Kafka
4 12 (4.30%) ASP.NET Web API
4 12 (4.30%) JSON
4 12 (4.30%) Middleware
5 9 (3.23%) WCF
5 9 (3.23%) WinForms
6 6 (2.15%) .NET Core
6 6 (2.15%) Apache NiFi
6 6 (2.15%) REST
6 6 (2.15%) Spark Streaming
7 5 (1.79%) React
7 5 (1.79%) SOAP
8 4 (1.43%) MDX
8 4 (1.43%) Velocity
9 3 (1.08%) Apache Drill
9 3 (1.08%) Django
9 3 (1.08%) OAuth
9 3 (1.08%) RESTful
Miscellaneous
1 52 (18.64%) Analytical Skills
2 12 (4.30%) Management Information System
3 10 (3.58%) Self-Motivation
4 9 (3.23%) Reference Data
5 8 (2.87%) Greenfield Project
6 5 (1.79%) Enterprise Software
6 5 (1.79%) Mainframe
6 5 (1.79%) Private Cloud
7 4 (1.43%) Algorithms
7 4 (1.43%) Data Structures
7 4 (1.43%) Smart Meter
8 3 (1.08%) PMI
8 3 (1.08%) Social Network
9 2 (0.72%) Data Centre
9 2 (0.72%) Equities
9 2 (0.72%) Fixed Income
9 2 (0.72%) Reinsurance
10 1 (0.36%) Derivative
10 1 (0.36%) User Experience
10 1 (0.36%) Virtual Team
Operating Systems
1 32 (11.47%) Unix
2 26 (9.32%) Linux
3 1 (0.36%) Red Hat Enterprise Linux
3 1 (0.36%) Ubuntu
Processes & Methodologies
1 74 (26.52%) Migration
2 71 (25.45%) Business Intelligence
3 65 (23.30%) Agile Software Development
4 60 (21.51%) Data Modelling
5 59 (21.15%) Data Migration
6 51 (18.28%) Analytics
7 36 (12.90%) Data Management
8 31 (11.11%) Data Analysis
8 31 (11.11%) Data Architecture
8 31 (11.11%) ETL Development
9 29 (10.39%) Data Mapping
10 24 (8.60%) Problem-Solving
11 21 (7.53%) Data Analytics
12 20 (7.17%) Scrum
13 19 (6.81%) Stakeholder Management
14 17 (6.09%) Data Integration
14 17 (6.09%) ERP
15 16 (5.73%) CRM
15 16 (5.73%) Data Ingestion
15 16 (5.73%) Kimball Methodology
Programming Languages
1 155 (55.56%) SQL
2 41 (14.70%) Python
3 36 (12.90%) T-SQL
4 34 (12.19%) C#
5 23 (8.24%) Java
6 20 (7.17%) PL/SQL
7 16 (5.73%) VB.NET
8 9 (3.23%) PowerShell
9 8 (2.87%) JavaScript
9 8 (2.87%) R
9 8 (2.87%) VB
10 7 (2.51%) VBA
11 6 (2.15%) Scala
12 4 (1.43%) SAS Macro
13 3 (1.08%) ABAP
13 3 (1.08%) Java 8
14 2 (0.72%) C
14 2 (0.72%) Data Analysis Expressions (DAX)
15 1 (0.36%) Shell Script
Qualifications
1 10 (3.58%) Security Cleared
2 7 (2.51%) SC Cleared
3 6 (2.15%) Degree
3 6 (2.15%) TOGAF Certification
4 3 (1.08%) PMI Certification
5 2 (0.72%) BPSS Clearance
5 2 (0.72%) Computer Science Degree
5 2 (0.72%) DBS Check
5 2 (0.72%) Microsoft Certification
6 1 (0.36%) AWS Certification
6 1 (0.36%) DV Cleared
6 1 (0.36%) MCSA
6 1 (0.36%) MCSE
6 1 (0.36%) PRINCE2 Certification
Quality Assurance & Compliance
1 27 (9.68%) Data Quality
2 12 (4.30%) QA
3 4 (1.43%) GDPR
4 2 (0.72%) Disclosure Scotland
4 2 (0.72%) SLA
5 1 (0.36%) IFRS
5 1 (0.36%) IFRS 9
System Software
1 7 (2.51%) HDFS
2 4 (1.43%) Docker
3 3 (1.08%) Active Directory
4 1 (0.36%) Apache Flume
Systems Management
1 10 (3.58%) Oozie
2 7 (2.51%) Opscode Chef
3 6 (2.15%) Ansible
4 4 (1.43%) Hadoop YARN
4 4 (1.43%) Puppet
4 4 (1.43%) Terraform
5 2 (0.72%) Control-M
6 1 (0.36%) Failover Clustering
6 1 (0.36%) HAProxy
6 1 (0.36%) HP Quality Center
6 1 (0.36%) Webmin
Vendors
1 70 (25.09%) Oracle
2 45 (16.13%) Microsoft
3 28 (10.04%) SAP
3 28 (10.04%) Tableau
4 27 (9.68%) Talend
5 13 (4.66%) Informatica
6 11 (3.94%) Google
7 10 (3.58%) Ab Initio
7 10 (3.58%) MicroStrategy
8 9 (3.23%) Databricks
9 7 (2.51%) Workday
10 6 (2.15%) Cloudera
10 6 (2.15%) IBM
10 6 (2.15%) Netezza
11 4 (1.43%) DataFlux
12 3 (1.08%) Hortonworks
12 3 (1.08%) MapR
13 2 (0.72%) Appcelerator
13 2 (0.72%) Concur
13 2 (0.72%) Huawei