Period
to 16 December 2018

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 16 December 2018 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
16 Dec 2018
Same period 2017 Same period 2016
Rank 119 107 99
Rank change year-on-year -12 -8 +16
Contract jobs citing ETL 371 364 365
As % of all contract IT jobs advertised in the South East 2.21% 2.17% 2.25%
As % of the Processes & Methodologies category 2.55% 2.57% 2.68%
Number of daily rates quoted 254 260 235
South East median daily rate £450 £425 £434
Median daily rate % change year-on-year +5.88% -2.02% +8.44%
10th Percentile £337 £300 £325
90th Percentile £600 £575 £538
England median daily rate £455 £450 £425
% change year-on-year +1.11% +5.88% -
Number of hourly rates quoted 0 3 1
South East median hourly rate - £55.00 £23.19
Median hourly rate % change year-on-year - +137.17% +3.07%
England median hourly rate £20.25 £46.21 £41.00
% change year-on-year -56.19% +12.71% +49.09%

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 14,564 14,186 13,619
As % of all contract IT jobs advertised in the South East 86.76% 84.49% 83.95%
Number of daily rates quoted 8,765 8,531 8,156
South East median daily rate £438 £425 £405
Median daily rate % change year-on-year +2.94% +4.94% +2.27%
10th Percentile £277 £263 £250
90th Percentile £588 £575 £569
England median daily rate £475 £450 £425
% change year-on-year +5.56% +5.88% -
Number of hourly rates quoted 479 460 568
South East median hourly rate £25.00 £23.14 £24.23
Median hourly rate % change year-on-year +8.04% -4.48% -4.78%
10th Percentile £11.78 £11.25 £11.25
90th Percentile £51.30 £50.25 £50.00
England median hourly rate £22.10 £25.00 £23.00
% change year-on-year -11.61% +8.70% +4.55%

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 16 December 2018.

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
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 16 December 2018. 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 -9 155 £453 +1.69% 27
Surrey +15 90 £464 +3.06% 8
Berkshire -26 88 £475 +8.57% 15
Hampshire -27 58 £418 +11.33% 10
Buckinghamshire +15 34 £425 +34.92% 8
Oxfordshire +26 33 £450 -9.09% 4
West Sussex -16 19 £413 +20.00% 5
East Sussex -9 15 £500 +44.93% 3
Kent +7 10 £345 +20.00% 3
Middlesex +20 7 £275 -31.25%
Home Counties +5 1 £375 -2.60%
ETL
England

For the 6 months to 16 December 2018, 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.

1 204 (54.99%) SQL
2 130 (35.04%) Data Warehouse
3 120 (32.35%) Migration
4 105 (28.30%) SQL Server Integration Services
5 103 (27.76%) SQL Server
6 95 (25.61%) Big Data
7 91 (24.53%) Analytics
8 87 (23.45%) Data Migration
8 87 (23.45%) Data Modelling
8 87 (23.45%) Business Intelligence
9 86 (23.18%) Analytical Skills
10 84 (22.64%) Agile Software Development
11 78 (21.02%) Hadoop
12 70 (18.87%) Oracle
13 69 (18.60%) Python
13 69 (18.60%) Microsoft Azure
14 64 (17.25%) Finance
15 62 (16.71%) SQL Server Reporting Services
16 60 (16.17%) Data Quality
17 58 (15.63%) Data Management
18 56 (15.09%) T-SQL
19 55 (14.82%) Relational Database
20 53 (14.29%) Apache Hive
21 52 (14.02%) Apache Spark
22 51 (13.75%) Data Lake
23 50 (13.48%) Data Analysis
24 47 (12.67%) Talend
24 47 (12.67%) Power BI
25 46 (12.40%) Data Mapping
25 46 (12.40%) Microsoft

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 52 (14.02%) Apache Spark
2 29 (7.82%) SAS
3 11 (2.96%) Elasticsearch
4 10 (2.70%) Apache
5 5 (1.35%) Apache Pig
6 3 (0.81%) Apache Solr
6 3 (0.81%) ArcGIS
6 3 (0.81%) SharePoint
6 3 (0.81%) WebLogic
7 1 (0.27%) CMS
7 1 (0.27%) Confluence
7 1 (0.27%) OpenStack
Applications
1 43 (11.59%) Microsoft Excel
2 7 (1.89%) Microsoft Office
3 2 (0.54%) MS Visio
4 1 (0.27%) Microsoft PowerPoint
4 1 (0.27%) SPSS
Business Applications
1 10 (2.70%) Workday HCM
2 9 (2.43%) SAP HR
3 7 (1.89%) Dynamics AX
4 5 (1.35%) NetSuite
5 4 (1.08%) SAP Oil and Gas
6 3 (0.81%) Cognos Business Intelligence
6 3 (0.81%) Dynamics CRM
6 3 (0.81%) SAP SD
7 2 (0.54%) Dynamics NAV
7 2 (0.54%) SAP CO
7 2 (0.54%) SAP FI
7 2 (0.54%) SAP FI/CO
8 1 (0.27%) Dynamics GP
8 1 (0.27%) Markit EDM
8 1 (0.27%) Oracle Assets
8 1 (0.27%) Oracle EBS R12
8 1 (0.27%) Oracle General Ledger
8 1 (0.27%) Oracle Payables
8 1 (0.27%) Oracle Procure-to-Pay
8 1 (0.27%) SAP Business ByDesign
Cloud Services
1 69 (18.60%) Microsoft Azure
2 33 (8.89%) Azure Data Factory
3 23 (6.20%) Amazon AWS
4 8 (2.16%) SaaS
5 7 (1.89%) Google Analytics
6 6 (1.62%) Force.com
6 6 (1.62%) IaaS
6 6 (1.62%) PaaS
7 5 (1.35%) Cortana Intelligence Suite
7 5 (1.35%) GitHub
8 4 (1.08%) Heroku
9 3 (0.81%) Google Cloud Platform
10 2 (0.54%) Amazon EMR
10 2 (0.54%) Amazon Kinesis
10 2 (0.54%) Amazon SageMaker
10 2 (0.54%) Dynamics 365
11 1 (0.27%) Salesforce Sales Cloud
11 1 (0.27%) Salesforce Service Cloud
11 1 (0.27%) Serverless
11 1 (0.27%) SuccessFactors
Communications & Networking
1 19 (5.12%) SSH
2 18 (4.85%) Firewall
2 18 (4.85%) Internet
2 18 (4.85%) TCP/IP
3 3 (0.81%) Radio Access Network
3 3 (0.81%) SMS
4 2 (0.54%) ASN.1
4 2 (0.54%) HTTP
4 2 (0.54%) HTTPS
Database & Business Intelligence
1 130 (35.04%) Data Warehouse
2 105 (28.30%) SQL Server Integration Services
3 103 (27.76%) SQL Server
4 95 (25.61%) Big Data
5 78 (21.02%) Hadoop
6 62 (16.71%) SQL Server Reporting Services
7 55 (14.82%) Relational Database
8 53 (14.29%) Apache Hive
9 51 (13.75%) Data Lake
10 47 (12.67%) Power BI
11 27 (7.28%) SQL Server 2016
12 26 (7.01%) SQL Server Analysis Services
13 23 (6.20%) Azure SQL Data Warehouse
13 23 (6.20%) NoSQL
14 22 (5.93%) SQL Server 2012
15 18 (4.85%) Flink
16 16 (4.31%) Azure SQL Database
16 16 (4.31%) OLAP
16 16 (4.31%) Oracle Database
17 15 (4.04%) Qlik Sense
Development Applications
1 16 (4.31%) JIRA
2 15 (4.04%) Jenkins
3 14 (3.77%) Subversion
4 11 (2.96%) Toad
5 10 (2.70%) Git (software)
6 9 (2.43%) Visual Studio
7 7 (1.89%) Team Foundation Server
8 6 (1.62%) LSMW
9 4 (1.08%) Visual Studio Team System
10 3 (0.81%) Atlassian Bamboo
10 3 (0.81%) Cucumber
10 3 (0.81%) Hudson
10 3 (0.81%) Oracle APEX
10 3 (0.81%) SQL Server Management Studio (SSMS)
11 2 (0.54%) Appcelerator Titanium
11 2 (0.54%) Bitbucket
11 2 (0.54%) Selenium
12 1 (0.27%) SoapUI
General
1 64 (17.25%) Finance
2 25 (6.74%) Retail
3 22 (5.93%) Legal
4 18 (4.85%) Telecoms
5 8 (2.16%) Banking
6 7 (1.89%) Advertising
6 7 (1.89%) Marketing
6 7 (1.89%) Publishing
7 6 (1.62%) Back Office
8 3 (0.81%) General Ledger
9 1 (0.27%) Billing
Job Titles
1 182 (49.06%) Developer
2 68 (18.33%) Analyst
3 63 (16.98%) SQL Developer
4 53 (14.29%) Data Analyst
5 52 (14.02%) ETL Developer
6 40 (10.78%) Architect
7 25 (6.74%) Business Intelligence Developer
8 21 (5.66%) Data Architect
8 21 (5.66%) SQL Server Developer
9 20 (5.39%) Big Data Developer
9 20 (5.39%) SSIS Developer
10 19 (5.12%) Migration Analyst
11 18 (4.85%) Data Migration Analyst
11 18 (4.85%) Data Warehouse Developer
12 17 (4.58%) Lead Developer
13 15 (4.04%) Azure Developer
13 15 (4.04%) Consultant
13 15 (4.04%) Designer
13 15 (4.04%) Talend Developer
14 14 (3.77%) Analytics Developer
Libraries, Frameworks & Software Standards
1 27 (7.28%) XML
2 20 (5.39%) JSON
3 19 (5.12%) Spark Streaming
4 18 (4.85%) .NET
5 15 (4.04%) Kafka
5 15 (4.04%) Web Services
6 10 (2.70%) ASP.NET
7 8 (2.16%) WCF
8 7 (1.89%) REST
9 6 (1.62%) ASP.NET Web Forms
9 6 (1.62%) WinForms
10 5 (1.35%) .NET Core
10 5 (1.35%) React
11 4 (1.08%) MDX
11 4 (1.08%) SparkR
12 3 (0.81%) CSS
12 3 (0.81%) Django
12 3 (0.81%) HTML
12 3 (0.81%) JDBC
12 3 (0.81%) SOAP
Miscellaneous
1 86 (23.18%) Analytical Skills
2 17 (4.58%) Reference Data
3 13 (3.50%) Data Structures
4 11 (2.96%) Algorithms
5 9 (2.43%) Management Information System
6 6 (1.62%) Data Centre
6 6 (1.62%) Enterprise Software
6 6 (1.62%) Reinsurance
7 4 (1.08%) Greenfield Project
7 4 (1.08%) Self-Motivation
8 3 (0.81%) Client/Server
8 3 (0.81%) Clustering
8 3 (0.81%) CMDB
8 3 (0.81%) Mainframe
8 3 (0.81%) PMI
8 3 (0.81%) Replication
8 3 (0.81%) Smart Meter
9 2 (0.54%) Life Science
9 2 (0.54%) NHS
10 1 (0.27%) FMCG
Operating Systems
1 9 (2.43%) Linux
2 5 (1.35%) Unix
3 3 (0.81%) Windows
4 2 (0.54%) VME
5 1 (0.27%) AIX
5 1 (0.27%) Red Hat Enterprise Linux
5 1 (0.27%) VMS
5 1 (0.27%) Windows Server
Processes & Methodologies
1 120 (32.35%) Migration
2 91 (24.53%) Analytics
3 87 (23.45%) Business Intelligence
3 87 (23.45%) Data Migration
3 87 (23.45%) Data Modelling
4 84 (22.64%) Agile Software Development
5 58 (15.63%) Data Management
6 50 (13.48%) Data Analysis
7 46 (12.40%) Data Mapping
8 44 (11.86%) Data Architecture
9 43 (11.59%) Data Integration
9 43 (11.59%) Problem-Solving
10 36 (9.70%) Data Analytics
11 34 (9.16%) Data Ingestion
12 28 (7.55%) Open Source
13 26 (7.01%) Data Transformation
13 26 (7.01%) SDLC
14 25 (6.74%) Data Science
14 25 (6.74%) ETL Development
15 23 (6.20%) Waterfall
Programming Languages
1 204 (54.99%) SQL
2 69 (18.60%) Python
3 56 (15.09%) T-SQL
4 39 (10.51%) Java
5 37 (9.97%) C#
6 36 (9.70%) PL/SQL
7 13 (3.50%) R
7 13 (3.50%) VB
8 10 (2.70%) JavaScript
8 10 (2.70%) Scala
9 9 (2.43%) Cypher
10 6 (1.62%) PowerShell
11 5 (1.35%) ABAP
12 3 (0.81%) Bash Shell
12 3 (0.81%) C
12 3 (0.81%) Java 8
12 3 (0.81%) Perl
12 3 (0.81%) Shell Script
12 3 (0.81%) VBA
13 2 (0.54%) Apex Code
Qualifications
1 34 (9.16%) Security Cleared
2 31 (8.36%) SC Cleared
3 6 (1.62%) Degree
4 4 (1.08%) DBS Check
4 4 (1.08%) PMI Certification
4 4 (1.08%) TOGAF Certification
5 3 (0.81%) BPSS Clearance
6 1 (0.27%) Microsoft Certification
6 1 (0.27%) PMP
6 1 (0.27%) PRINCE2 Certification
Quality Assurance & Compliance
1 60 (16.17%) Data Quality
2 11 (2.96%) QA
3 8 (2.16%) GDPR
4 5 (1.35%) PCI DSS
4 5 (1.35%) SLA
5 2 (0.54%) Disclosure Scotland
5 2 (0.54%) PMO
System Software
1 7 (1.89%) HDFS
2 4 (1.08%) Apache Flume
3 3 (0.81%) Docker
4 1 (0.27%) Hyper-V
Systems Management
1 6 (1.62%) Puppet
2 5 (1.35%) Opscode Chef
3 4 (1.08%) Ansible
3 4 (1.08%) Terraform
4 2 (0.54%) Ambari
4 2 (0.54%) Control-M
4 2 (0.54%) Ganglia
4 2 (0.54%) Nagios
4 2 (0.54%) Oozie
4 2 (0.54%) Systems Management Server (SMS)
5 1 (0.27%) Failover Clustering
5 1 (0.27%) Hadoop YARN
5 1 (0.27%) HP Quality Center
5 1 (0.27%) Kubernetes
Vendors
1 70 (18.87%) Oracle
2 47 (12.67%) Talend
3 46 (12.40%) Microsoft
4 42 (11.32%) SAP
5 31 (8.36%) Informatica
6 29 (7.82%) Tableau
7 20 (5.39%) Workday
8 17 (4.58%) Cloudera
9 13 (3.50%) Ab Initio
10 11 (2.96%) Google
11 9 (2.43%) Hortonworks
12 8 (2.16%) Salesforce.com
12 8 (2.16%) Teradata
13 7 (1.89%) Databricks
13 7 (1.89%) MicroStrategy
14 5 (1.35%) Cognos
15 3 (0.81%) JD Edwards
15 3 (0.81%) ServiceNow
16 2 (0.54%) MapR
16 2 (0.54%) Progress