Period
to 24 November 2017

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 24 November 2017 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
24 Nov 2017
Same period 2016 Same period 2015
Rank 105 99 102
Rank change year-on-year -6 +3 +7
Contract jobs citing ETL 374 375 398
As % of all contract IT jobs advertised in the South East 2.22% 2.25% 2.04%
As % of the Processes & Methodologies category 2.69% 2.73% 2.53%
Number of daily rates quoted 260 236 265
South East median daily rate £425 £425 £400
Median daily rate % change year-on-year - +6.25% -
10th Percentile £300 £325 £250
90th Percentile £575 £534 £530
England median daily rate £450 £425 £425
% change year-on-year +5.88% - -
Number of hourly rates quoted 4 2 3
South East median hourly rate £56.50 £26.60 £22.50
Median hourly rate % change year-on-year +112.45% +18.20% -88.16%
10th Percentile £46.25 £23.56 £21.25
90th Percentile £62.05 £29.35 £42.75
England median hourly rate £45.00 £42.00 £28.75
% change year-on-year +7.14% +46.09% -24.84%

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 13922 13735 15731
As % of all contract IT jobs advertised in the South East 82.74% 82.52% 80.73%
Number of daily rates quoted 8340 8261 9392
South East median daily rate £425 £400 £395
Median daily rate % change year-on-year +6.25% +1.27% +5.33%
10th Percentile £263 £250 £256
90th Percentile £575 £563 £538
England median daily rate £450 £425 £425
% change year-on-year +5.88% - +6.25%
Number of hourly rates quoted 456 557 611
South East median hourly rate £23.00 £26.00 £26.60
Median hourly rate % change year-on-year -11.54% -2.26% +52.00%
10th Percentile £11.25 £11.53 £12.00
90th Percentile £50.00 £50.00 £48.75
England median hourly rate £24.00 £24.00 £22.50
% change year-on-year - +6.67% +18.42%

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 24 November 2017.

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 24 November 2017.

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 24 November 2017. 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 -14 192 £450 +2.86% 12
Berkshire +22 112 £448 -0.56% 3
Hampshire +24 69 £385 -14.44% 5
Surrey +19 54 £464 +14.15% 9
Buckinghamshire -39 46 £315 -25.88% 4
Oxfordshire -8 34 £495 +10.00% 5
West Sussex -3 28 £350 -11.39% 2
East Sussex +9 13 £345 -13.75% 3
Kent -19 12 £275 -21.43% 2
Middlesex +1 1 £400 -20.00%
Home Counties - 1 £385 -
ETL
England

For the 6 months to 24 November 2017, IT contractor jobs citing ETL also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all contract ads across the South East region with a requirement for ETL.

1 222 (59.36%) SQL
2 147 (39.30%) Data Warehouse
3 130 (34.76%) SQL Server
4 121 (32.35%) SQL Server Integration Services
5 117 (31.28%) Agile Software Development
6 111 (29.68%) Business Intelligence
7 101 (27.01%) Migration
8 87 (23.26%) Data Modelling
9 85 (22.73%) Oracle
10 84 (22.46%) Microsoft
11 78 (20.86%) Finance
12 70 (18.72%) Data Migration
13 66 (17.65%) Performance Tuning
14 65 (17.38%) Big Data
15 64 (17.11%) Hadoop
16 59 (15.78%) T-SQL
17 58 (15.51%) SQL Server Reporting Services
18 54 (14.44%) Analytics
19 53 (14.17%) Java
20 49 (13.10%) Data Management
21 47 (12.57%) Analytical Skills
22 42 (11.23%) Data Quality
23 41 (10.96%) Unix
23 41 (10.96%) Data Integration
24 39 (10.43%) SAP
24 39 (10.43%) Git (software)
25 38 (10.16%) Apache Hive
25 38 (10.16%) PL/SQL
26 36 (9.63%) TDD
26 36 (9.63%) Apache Spark

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 36 (9.63%) Apache Spark
2 19 (5.08%) Apache
3 15 (4.01%) SAS
4 13 (3.48%) Cloud Foundry
4 13 (3.48%) GemFire
4 13 (3.48%) Tomcat
5 11 (2.94%) PowerExchange
6 10 (2.67%) SharePoint
7 9 (2.41%) Documentum
8 6 (1.60%) BizTalk Server
9 5 (1.34%) CMS
10 4 (1.07%) Apache Pig
10 4 (1.07%) Oracle SOA Suite
11 1 (0.27%) IIS
11 1 (0.27%) Jupyter
11 1 (0.27%) Oracle Coherence
11 1 (0.27%) SharePoint Server
Applications
1 17 (4.55%) Microsoft Excel
2 9 (2.41%) Microsoft Office
2 9 (2.41%) Microsoft Project
3 1 (0.27%) Microsoft PowerPoint
Business Applications
1 10 (2.67%) Maximo
2 9 (2.41%) Markit EDM
2 9 (2.41%) SAP CRM
3 7 (1.87%) SAP MM
4 6 (1.60%) SAP APO
5 5 (1.34%) HFM
5 5 (1.34%) Hyperion Planning
6 4 (1.07%) Lawson
6 4 (1.07%) SAP ERP
6 4 (1.07%) SAP MDM
7 3 (0.80%) Cognos TM1
7 3 (0.80%) Dynamics CRM
7 3 (0.80%) iTrent
7 3 (0.80%) Oracle ERP
7 3 (0.80%) Remedy ITSM
8 2 (0.53%) Cognos Business Intelligence
8 2 (0.53%) Oracle Financials
9 1 (0.27%) SAP Business One
9 1 (0.27%) SAP CCM
9 1 (0.27%) SAP HR
Cloud Services
1 32 (8.56%) Microsoft Azure
2 23 (6.15%) Amazon AWS
2 23 (6.15%) PaaS
3 22 (5.88%) GitHub
4 10 (2.67%) IaaS
4 10 (2.67%) SaaS
5 9 (2.41%) Boomi
5 9 (2.41%) Google Cloud Platform
6 5 (1.34%) Amazon S3
6 5 (1.34%) BlazeMeter
6 5 (1.34%) Bluemix
6 5 (1.34%) IBM Cloud
7 4 (1.07%) Amazon Glacier
8 2 (0.53%) Slack
8 2 (0.53%) SuccessFactors
9 1 (0.27%) Amazon EMR
9 1 (0.27%) Azure Data Factory
9 1 (0.27%) Azure Machine Learning
9 1 (0.27%) Taleo
Communications & Networking
1 8 (2.14%) FTP
2 4 (1.07%) Intranet
3 3 (0.80%) Internet
3 3 (0.80%) Kerberos
3 3 (0.80%) LDAP
4 2 (0.53%) DNS
4 2 (0.53%) Firewall
4 2 (0.53%) NAS
4 2 (0.53%) Radio Access Network
4 2 (0.53%) SAN
4 2 (0.53%) TCP/IP
Database & Business Intelligence
1 147 (39.30%) Data Warehouse
2 130 (34.76%) SQL Server
3 121 (32.35%) SQL Server Integration Services
4 65 (17.38%) Big Data
5 64 (17.11%) Hadoop
6 58 (15.51%) SQL Server Reporting Services
7 38 (10.16%) Apache Hive
8 35 (9.36%) SQL Server Analysis Services
9 34 (9.09%) SQL Server 2008
10 26 (6.95%) SQL Server 2012
11 22 (5.88%) Oracle BI EE
11 22 (5.88%) SAP Data Services
11 22 (5.88%) SQL Server 2016
12 21 (5.61%) OLAP
12 21 (5.61%) SQL Server 2014
13 20 (5.35%) BusinessObjects
14 18 (4.81%) NoSQL
15 17 (4.55%) HBase
15 17 (4.55%) OLTP
15 17 (4.55%) PowerCenter
Development Applications
1 39 (10.43%) Git (software)
2 28 (7.49%) Jenkins
3 27 (7.22%) Talend Open Studio
4 23 (6.15%) JIRA
5 16 (4.28%) Team Foundation Server
5 16 (4.28%) Visual Studio
6 13 (3.48%) Gradle
6 13 (3.48%) IntelliJ
6 13 (3.48%) JUnit
7 11 (2.94%) LSMW
8 6 (1.60%) SQL Server Management Studio (SSMS)
9 5 (1.34%) Appcelerator Titanium
9 5 (1.34%) Gatling
9 5 (1.34%) JMeter
9 5 (1.34%) Selenium
10 4 (1.07%) Moq
10 4 (1.07%) MSTest
10 4 (1.07%) SpecFlow
10 4 (1.07%) webpack
11 2 (0.53%) Eclipse
General
1 78 (20.86%) Finance
2 33 (8.82%) Telecoms
3 10 (2.67%) Marketing
4 8 (2.14%) Advertising
5 5 (1.34%) Banking
5 5 (1.34%) Electronics
5 5 (1.34%) Legal
5 5 (1.34%) Pharmaceutical
6 4 (1.07%) Manufacturing
7 3 (0.80%) Publishing
7 3 (0.80%) Retail
8 2 (0.53%) Front Office
9 1 (0.27%) Back Office
9 1 (0.27%) Billing
9 1 (0.27%) Corporate Banking
9 1 (0.27%) Financial Institution
9 1 (0.27%) Retail Banking
9 1 (0.27%) Spanish Language
Job Titles
1 168 (44.92%) Developer
2 72 (19.25%) SQL Developer
3 50 (13.37%) Analyst
4 45 (12.03%) ETL Developer
5 40 (10.70%) Architect
6 27 (7.22%) Data Engineer
7 24 (6.42%) Business Intelligence Developer
8 23 (6.15%) Data Analyst
9 22 (5.88%) SQL Server Developer
10 20 (5.35%) SSIS Developer
11 19 (5.08%) Data Architect
12 18 (4.81%) Data Warehouse Developer
13 17 (4.55%) Big Data Engineer
14 15 (4.01%) Consultant
14 15 (4.01%) DBA
15 13 (3.48%) Data Migration Lead
15 13 (3.48%) PL/SQL Developer
15 13 (3.48%) Talend Developer
16 12 (3.21%) Big Data Developer
16 12 (3.21%) SQL Analyst
Libraries, Frameworks & Software Standards
1 30 (8.02%) Kafka
2 27 (7.22%) .NET
3 25 (6.68%) XML
4 21 (5.61%) RESTful
5 20 (5.35%) JSON
6 19 (5.08%) MDX
7 18 (4.81%) Spark Streaming
8 17 (4.55%) REST
8 17 (4.55%) Spring
9 16 (4.28%) J2EE
9 16 (4.28%) Web Services
10 15 (4.01%) Middleware
11 14 (3.74%) Spring Boot
12 13 (3.48%) Apache Camel
12 13 (3.48%) Spring Integration
13 10 (2.67%) WCF
14 9 (2.41%) SOAP
15 8 (2.14%) Apache Tez
15 8 (2.14%) ASP.NET
16 7 (1.87%) PySpark
Miscellaneous
1 47 (12.57%) Analytical Skills
2 21 (5.61%) Management Information System
3 17 (4.55%) Data Structures
4 16 (4.28%) Replication
5 14 (3.74%) Virtual Team
6 13 (3.48%) Linux Command Line
7 8 (2.14%) Enterprise Software
8 6 (1.60%) Algorithms
8 6 (1.60%) Data Protection Act
8 6 (1.60%) Greenfield Project
9 5 (1.34%) AS400
9 5 (1.34%) Clustering
9 5 (1.34%) Mobile App
9 5 (1.34%) User Experience
10 4 (1.07%) Computer Science
10 4 (1.07%) NHS
11 2 (0.53%) Fintech
11 2 (0.53%) PMI
12 1 (0.27%) Data Centre
12 1 (0.27%) Driving Licence
Operating Systems
1 41 (10.96%) Unix
2 24 (6.42%) Linux
3 15 (4.01%) Windows
4 13 (3.48%) Red Hat Enterprise Linux
5 4 (1.07%) Windows Server
6 3 (0.80%) HPUX
6 3 (0.80%) Windows XP
7 1 (0.27%) OpenVMS
Processes & Methodologies
1 117 (31.28%) Agile Software Development
2 111 (29.68%) Business Intelligence
3 101 (27.01%) Migration
4 87 (23.26%) Data Modelling
5 70 (18.72%) Data Migration
6 66 (17.65%) Performance Tuning
7 54 (14.44%) Analytics
8 49 (13.10%) Data Management
9 41 (10.96%) Data Integration
10 36 (9.63%) TDD
11 34 (9.09%) ETL Development
11 34 (9.09%) Kimball Methodology
11 34 (9.09%) Scrum
12 32 (8.56%) SDLC
12 32 (8.56%) Test Automation
13 31 (8.29%) CRM
13 31 (8.29%) Data Analysis
13 31 (8.29%) Validation
14 28 (7.49%) Stakeholder Management
15 27 (7.22%) Data Architecture
Programming Languages
1 222 (59.36%) SQL
2 59 (15.78%) T-SQL
3 53 (14.17%) Java
4 38 (10.16%) PL/SQL
5 30 (8.02%) C#
6 27 (7.22%) Shell Script
7 25 (6.68%) Python
8 19 (5.08%) JavaScript
9 11 (2.94%) Scala
10 10 (2.67%) PowerShell
11 6 (1.60%) Data Analysis Expressions (DAX)
12 5 (1.34%) ES6
12 5 (1.34%) Perl
13 4 (1.07%) F#
13 4 (1.07%) TypeScript
13 4 (1.07%) VBA
13 4 (1.07%) VBScript
14 3 (0.80%) Apex Code
14 3 (0.80%) C
14 3 (0.80%) Ruby
Qualifications
1 32 (8.56%) Degree
2 15 (4.01%) Security Cleared
3 13 (3.48%) SC Cleared
4 5 (1.34%) Microsoft Certification
5 3 (0.80%) BPSS Clearance
5 3 (0.80%) ISTQB
6 2 (0.53%) Computer Science Degree
6 2 (0.53%) ISEB
6 2 (0.53%) MCDBA
6 2 (0.53%) MCITP
6 2 (0.53%) PMI Certification
7 1 (0.27%) BC Cleared
Quality Assurance & Compliance
1 42 (11.23%) Data Quality
2 33 (8.82%) QA
3 6 (1.60%) GDPR
3 6 (1.60%) GxP
3 6 (1.60%) Sarbanes-Oxley
4 3 (0.80%) SLA
5 2 (0.53%) Disclosure Scotland
5 2 (0.53%) PSD2
6 1 (0.27%) IFRS
6 1 (0.27%) IFRS 9
System Software
1 22 (5.88%) HDFS
2 13 (3.48%) Apache ZooKeeper
3 10 (2.67%) Apache Flume
4 7 (1.87%) Docker
5 3 (0.80%) Active Directory
Systems Management
1 10 (2.67%) Oozie
2 7 (1.87%) Hadoop YARN
3 5 (1.34%) Ambari
3 5 (1.34%) Kubernetes
4 4 (1.07%) Control-M
5 3 (0.80%) Ansible
5 3 (0.80%) Oracle Identity Manager
6 2 (0.53%) Data Guard
6 2 (0.53%) Grafana
Vendors
1 85 (22.73%) Oracle
2 84 (22.46%) Microsoft
3 39 (10.43%) SAP
4 30 (8.02%) Informatica
5 28 (7.49%) Tableau
6 27 (7.22%) Talend
7 14 (3.74%) IBM
8 13 (3.48%) Red Hat
9 12 (3.21%) Salesforce.com
10 11 (2.94%) HP
11 10 (2.67%) Hortonworks
12 9 (2.41%) Dell
12 9 (2.41%) Google
12 9 (2.41%) OpenText
13 8 (2.14%) Cisco
13 8 (2.14%) Cloudera
14 7 (1.87%) Cognos
14 7 (1.87%) Siebel
15 6 (1.60%) Callidus
15 6 (1.60%) Hyperion