Period
to 21 November 2017

The following table provides summary statistics for contract job vacancies advertised in the South West 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 21 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 West
6 months to
21 Nov 2017
Same period 2016 Same period 2015
Rank 67 110 64
Rank change year-on-year +43 -46 +12
Contract jobs citing ETL 179 97 193
As % of all contract IT jobs advertised in the South West 3.17% 1.70% 2.95%
As % of the Processes & Methodologies category 3.90% 2.13% 3.71%
Number of daily rates quoted 125 64 132
South West median daily rate £425 £375 £369
Median daily rate % change year-on-year +13.33% +1.56% +11.89%
10th Percentile £313 £276 £275
90th Percentile £675 £472 £480
England median daily rate £450 £425 £425
% change year-on-year +5.88% - -
Number of hourly rates quoted 1 5 4
South West median hourly rate £55.00 £48.00 £30.00
Median hourly rate % change year-on-year +14.58% +60.00% -21.57%
England median hourly rate £46.21 £43.00 £28.75
% change year-on-year +7.47% +49.57% -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 West with a requirement for process or methodology skills.

All Process and Methodology Skills
South West
Contract vacancies with a requirement for process or methodology skills 4592 4562 5205
As % of all contract IT jobs advertised in the South West 81.33% 79.95% 79.68%
Number of daily rates quoted 2899 3072 3531
South West median daily rate £400 £375 £375
Median daily rate % change year-on-year +6.67% - -
10th Percentile £256 £240 £255
90th Percentile £559 £550 £525
England median daily rate £450 £425 £423
% change year-on-year +5.88% +0.47% +5.75%
Number of hourly rates quoted 187 269 257
South West median hourly rate £35.00 £31.50 £39.00
Median hourly rate % change year-on-year +11.11% -19.23% +47.17%
10th Percentile £12.23 £12.00 £14.13
90th Percentile £50.00 £47.50 £49.51
England median hourly rate £23.75 £24.42 £22.50
% change year-on-year -2.74% +8.53% +18.42%

ETL
Job Vacancy Trend in the South West

Job postings citing ETL as a percentage of all IT jobs advertised in the South West.

Job vacancy trend for ETL in the South West

ETL
Contractor Daily Rate Trend in the South West

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

Contractor daily rate trend for ETL in the South West

ETL
Contractor Daily Rate Histogram in the South West

The daily rate distribution of IT jobs citing ETL in the South West over the 6 months to 21 November 2017.

Contractor daily rate histogram for ETL in the South West

ETL
Contractor Hourly Rate Trend in the South West

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

Contractor hourly rate trend for ETL in the South West

ETL
Contract Job Locations in the South West

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 West region over the 6 months to 21 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
Wiltshire +34 61 £475 +14.46% 1
Bristol +15 60 £416 +11.00% 6
Gloucestershire +42 34 £420 -4.00%
Somerset -1 9 £388 +31.91% 4
Devon -8 5 £394 +16.74%
Dorset +1 3 £325 -7.14% 1
ETL
England

For the 6 months to 21 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 West region with a requirement for ETL.

1 100 (55.87%) Data Warehouse
2 87 (48.60%) SQL
3 81 (45.25%) Business Intelligence
4 57 (31.84%) SQL Server Integration Services
5 56 (31.28%) Agile Software Development
6 50 (27.93%) Finance
7 46 (25.70%) Data Modelling
8 45 (25.14%) SQL Server
9 33 (18.44%) Oracle
10 31 (17.32%) SQL Server Reporting Services
11 30 (16.76%) Data Analysis
12 29 (16.20%) Migration
13 26 (14.53%) Analytical Skills
14 23 (12.85%) Teradata
14 23 (12.85%) Microsoft
14 23 (12.85%) Data Migration
14 23 (12.85%) Kimball Methodology
15 21 (11.73%) Analytics
16 20 (11.17%) Tableau
16 20 (11.17%) SQL Server Analysis Services
16 20 (11.17%) SAS
16 20 (11.17%) Scrum
17 18 (10.06%) Stakeholder Management
17 18 (10.06%) Amazon AWS
17 18 (10.06%) Amazon Redshift
17 18 (10.06%) DevOps
17 18 (10.06%) Power BI
18 17 (9.50%) Banking
18 17 (9.50%) Dimensional Modelling
18 17 (9.50%) Security Cleared

ETL
Co-occurring IT Skills in the South West 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 20 (11.17%) SAS
2 8 (4.47%) Apache Pig
3 7 (3.91%) Confluence
4 4 (2.23%) WebLogic
4 4 (2.23%) WebSphere
5 3 (1.68%) JBoss
5 3 (1.68%) Mule
6 2 (1.12%) IIS
6 2 (1.12%) SharePoint
7 1 (0.56%) CMS
7 1 (0.56%) MQSeries
7 1 (0.56%) Tomcat
Applications
1 6 (3.35%) SPSS
2 5 (2.79%) Microsoft Excel
3 2 (1.12%) MS Visio
Business Applications
1 6 (3.35%) Cognos Business Intelligence
2 4 (2.23%) Oracle BPM
3 3 (1.68%) Dynamics CRM
4 2 (1.12%) Cognos TM1
4 2 (1.12%) Salesforce.com CRM
5 1 (0.56%) Oracle EBS
Cloud Services
1 18 (10.06%) Amazon AWS
2 12 (6.70%) Microsoft Azure
3 7 (3.91%) Amazon S3
4 3 (1.68%) Boomi
5 1 (0.56%) GitHub
Communications & Networking
1 1 (0.56%) Internet
1 1 (0.56%) SMS
Database & Business Intelligence
1 100 (55.87%) Data Warehouse
2 57 (31.84%) SQL Server Integration Services
3 45 (25.14%) SQL Server
4 31 (17.32%) SQL Server Reporting Services
5 20 (11.17%) SQL Server Analysis Services
6 18 (10.06%) Amazon Redshift
6 18 (10.06%) Power BI
7 14 (7.82%) Big Data
7 14 (7.82%) Oracle ODI
8 13 (7.26%) Enterprise Data Warehouse
9 12 (6.70%) DataStage
9 12 (6.70%) IBM InfoSphere
9 12 (6.70%) Oracle BI EE
10 11 (6.15%) Hadoop
10 11 (6.15%) Relational Database
11 10 (5.59%) Apache Hive
11 10 (5.59%) BusinessObjects
11 10 (5.59%) BusinessObjects Business Intelligence
11 10 (5.59%) Data Mining
11 10 (5.59%) SQL Server 2016
Development Applications
1 12 (6.70%) JIRA
2 7 (3.91%) Git (software)
2 7 (3.91%) Talend Open Studio
3 6 (3.35%) Selenium
3 6 (3.35%) Team Foundation Server
4 5 (2.79%) Jenkins
4 5 (2.79%) Visual Studio
5 4 (2.23%) Eclipse
5 4 (2.23%) JMeter
5 4 (2.23%) LoadRunner
5 4 (2.23%) SoapUI
6 3 (1.68%) Gerrit
6 3 (1.68%) JUnit
6 3 (1.68%) Maven
7 2 (1.12%) TestRail
8 1 (0.56%) Grunt
8 1 (0.56%) MSTest
8 1 (0.56%) SpecFlow
8 1 (0.56%) SQL Server Management Studio (SSMS)
8 1 (0.56%) WebDriver
General
1 50 (27.93%) Finance
2 17 (9.50%) Banking
3 8 (4.47%) Marketing
4 7 (3.91%) Retail
4 7 (3.91%) Retail Banking
5 4 (2.23%) Back Office
6 2 (1.12%) Legal
6 2 (1.12%) Military
7 1 (0.56%) Aerospace
7 1 (0.56%) Corporate Banking
7 1 (0.56%) Investment Banking
Job Titles
1 90 (50.28%) Developer
2 25 (13.97%) Analyst
3 24 (13.41%) Architect
4 20 (11.17%) Business Intelligence Developer
5 17 (9.50%) ETL Developer
6 15 (8.38%) SQL Developer
6 15 (8.38%) SSIS Developer
7 14 (7.82%) Data Analyst
8 11 (6.15%) Data Warehouse Developer
9 10 (5.59%) Enterprise Architect
10 8 (4.47%) Data Architect
11 6 (3.35%) Business Developer
11 6 (3.35%) Business Intelligence Architect
11 6 (3.35%) Consultant
11 6 (3.35%) DataStage Developer
11 6 (3.35%) Designer
12 5 (2.79%) DBA
12 5 (2.79%) SQL DBA
12 5 (2.79%) Tableau Developer
12 5 (2.79%) Teradata Developer
Libraries, Frameworks & Software Standards
1 14 (7.82%) .NET
2 13 (7.26%) XML
3 10 (5.59%) Web Services
4 8 (4.47%) REST
5 7 (3.91%) SOAP
6 6 (3.35%) JSON
6 6 (3.35%) Velocity
6 6 (3.35%) XSD
7 4 (2.23%) Spring
8 3 (1.68%) ActiveMQ
8 3 (1.68%) Apache Camel
8 3 (1.68%) HTML
8 3 (1.68%) jQuery
8 3 (1.68%) Visualforce
8 3 (1.68%) WCF
9 2 (1.12%) WSDL
10 1 (0.56%) .NET Framework
10 1 (0.56%) ASP.NET
10 1 (0.56%) Hibernate
10 1 (0.56%) Java EE
Miscellaneous
1 26 (14.53%) Analytical Skills
2 9 (5.03%) Management Information System
3 6 (3.35%) Data Structures
4 3 (1.68%) Greenfield Project
5 2 (1.12%) Computer Science
5 2 (1.12%) Enterprise Software
5 2 (1.12%) NHS
5 2 (1.12%) Reference Data
5 2 (1.12%) Virtual Team
6 1 (0.56%) Data Protection Act
6 1 (0.56%) Linked Data
6 1 (0.56%) N-Tier
6 1 (0.56%) User Experience
Operating Systems
1 9 (5.03%) Unix
2 8 (4.47%) Linux
3 4 (2.23%) AIX
4 1 (0.56%) Windows
4 1 (0.56%) Windows Server
Processes & Methodologies
1 81 (45.25%) Business Intelligence
2 56 (31.28%) Agile Software Development
3 46 (25.70%) Data Modelling
4 30 (16.76%) Data Analysis
5 29 (16.20%) Migration
6 23 (12.85%) Data Migration
6 23 (12.85%) Kimball Methodology
7 21 (11.73%) Analytics
8 20 (11.17%) Scrum
9 18 (10.06%) DevOps
9 18 (10.06%) Stakeholder Management
10 17 (9.50%) Dimensional Modelling
11 14 (7.82%) Data Integration
11 14 (7.82%) Open Source
12 13 (7.26%) Data Architecture
13 11 (6.15%) Data Management
13 11 (6.15%) ETL Development
14 10 (5.59%) Dashboard Development
15 9 (5.03%) Data Analytics
15 9 (5.03%) Data Governance
Programming Languages
1 87 (48.60%) SQL
2 15 (8.38%) Java
3 13 (7.26%) Shell Script
4 12 (6.70%) JavaScript
4 12 (6.70%) T-SQL
5 11 (6.15%) PL/SQL
6 7 (3.91%) C#
7 5 (2.79%) Python
8 4 (2.23%) C
8 4 (2.23%) C++
9 3 (1.68%) Apex Code
9 3 (1.68%) R
10 2 (1.12%) PowerShell
11 1 (0.56%) Data Analysis Expressions (DAX)
11 1 (0.56%) VBA
Qualifications
1 17 (9.50%) Security Cleared
2 11 (6.15%) SC Cleared
3 6 (3.35%) ISTQB
4 5 (2.79%) Degree
5 1 (0.56%) BPSS Clearance
5 1 (0.56%) ISEB
5 1 (0.56%) ISTQB Foundation Certification
5 1 (0.56%) MCSA
5 1 (0.56%) MCSE
5 1 (0.56%) Microsoft Certification
Quality Assurance & Compliance
1 15 (8.38%) QA
2 9 (5.03%) Data Quality
3 5 (2.79%) GDPR
4 4 (2.23%) IFRS
4 4 (2.23%) IFRS 9
5 1 (0.56%) Disclosure Scotland
Vendors
1 33 (18.44%) Oracle
2 23 (12.85%) Microsoft
2 23 (12.85%) Teradata
3 20 (11.17%) Tableau
4 14 (7.82%) Informatica
5 13 (7.26%) IBM
5 13 (7.26%) SAP
6 7 (3.91%) MuleSoft
6 7 (3.91%) Talend
7 6 (3.35%) Cognos
7 6 (3.35%) Salesforce.com
8 4 (2.23%) Netezza
9 3 (1.68%) Dell
10 2 (1.12%) Cloudera
10 2 (1.12%) MapR
10 2 (1.12%) Microgen
10 2 (1.12%) Nuix
10 2 (1.12%) Splunk
11 1 (0.56%) Capita