Period
to 22 November 2018

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 22 November 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 West
6 months to
22 Nov 2018
Same period 2017 Same period 2016
Rank 101 64 111
Rank change year-on-year -37 +47 -45
Contract jobs citing ETL 139 178 97
As % of all contract IT jobs advertised in the South West 2.20% 3.14% 1.69%
As % of the Processes & Methodologies category 2.56% 3.76% 2.06%
Number of daily rates quoted 100 125 64
South West median daily rate £425 £425 £375
Median daily rate % change year-on-year - +13.33% +3.45%
10th Percentile £313 £313 £276
90th Percentile £538 £675 £472
England median daily rate £460 £450 £425
% change year-on-year +2.22% +5.88% -
Number of hourly rates quoted 3 0 5
South West median hourly rate £22.00 - £48.00
10th Percentile £21.00 - £42.00
90th Percentile £38.60 - £50.16
England median hourly rate £24.00 £45.61 £43.00
% change year-on-year -47.37% +6.06% +49.57%

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 5,425 4,728 4,712
As % of all contract IT jobs advertised in the South West 85.77% 83.39% 82.12%
Number of daily rates quoted 3,434 2,993 3,157
South West median daily rate £425 £400 £375
Median daily rate % change year-on-year +6.25% +6.67% -
10th Percentile £275 £250 £237
90th Percentile £575 £553 £550
England median daily rate £475 £450 £425
% change year-on-year +5.56% +5.88% +1.19%
Number of hourly rates quoted 221 193 282
South West median hourly rate £41.53 £35.00 £29.60
Median hourly rate % change year-on-year +18.66% +18.24% -23.12%
10th Percentile £15.25 £12.08 £12.00
90th Percentile £50.75 £50.00 £47.50
England median hourly rate £22.40 £23.50 £23.00
% change year-on-year -4.69% +2.17% +4.55%

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 22 November 2018.

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
Contractor Hourly Rate Histogram in the South West

The hourly rate distribution of IT jobs citing ETL in the South West over the 6 months to 22 November 2018.

Contractor hourly rate histogram 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 22 November 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
Bristol -35 36 £413 -1.79% 22
Gloucestershire -12 32 £481 +14.58% 3
Wiltshire -54 22 £445 -6.32% 9
Devon +12 15 £366 -7.04% 1
Somerset -2 11 £325 -16.13% 2
Dorset +8 8 £438 +34.62% 2
Cornwall - 2 £500 -
ETL
England

For the 6 months to 22 November 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 West region with a requirement for ETL.

1 83 (59.71%) SQL
2 64 (46.04%) Data Warehouse
3 62 (44.60%) SQL Server
4 57 (41.01%) Finance
5 56 (40.29%) Business Intelligence
6 49 (35.25%) SQL Server Integration Services
7 47 (33.81%) Agile Software Development
8 39 (28.06%) Oracle
9 28 (20.14%) T-SQL
10 27 (19.42%) SQL Server Reporting Services
11 26 (18.71%) Unix
12 21 (15.11%) Microsoft Azure
12 21 (15.11%) Windows
12 21 (15.11%) Data Modelling
12 21 (15.11%) Analytical Skills
13 20 (14.39%) Migration
13 20 (14.39%) Data Quality
13 20 (14.39%) Data Analysis
14 19 (13.67%) Data Management
14 19 (13.67%) Scrum
15 18 (12.95%) Teradata
15 18 (12.95%) Microsoft
15 18 (12.95%) Shell Script
15 18 (12.95%) Banking
16 17 (12.23%) Data Migration
16 17 (12.23%) PL/SQL
17 16 (11.51%) Problem-Solving
18 15 (10.79%) Relational Database
18 15 (10.79%) IBM InfoSphere
18 15 (10.79%) Linux

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 8 (5.76%) SAS
2 5 (3.60%) Apache Spark
3 2 (1.44%) JBoss
3 2 (1.44%) SharePoint
3 2 (1.44%) Tomcat
4 1 (0.72%) Apache
4 1 (0.72%) Drupal
4 1 (0.72%) OpenROAD
4 1 (0.72%) WordPress
Applications
1 6 (4.32%) Microsoft Excel
2 5 (3.60%) MS Visio
3 3 (2.16%) Microsoft Office
4 1 (0.72%) Microsoft Project
Business Applications
1 1 (0.72%) Cognos Business Intelligence
1 1 (0.72%) Oracle Financials
1 1 (0.72%) SAP S/4HANA
Cloud Services
1 21 (15.11%) Microsoft Azure
2 12 (8.63%) Amazon AWS
3 5 (3.60%) Amazon EC2
3 5 (3.60%) Amazon S3
3 5 (3.60%) Virtual Private Cloud
4 2 (1.44%) Azure Data Factory
4 2 (1.44%) Dynamics 365
4 2 (1.44%) IaaS
4 2 (1.44%) PaaS
4 2 (1.44%) SaaS
Communications & Networking
1 2 (1.44%) SSH
2 1 (0.72%) HTTP
Database & Business Intelligence
1 64 (46.04%) Data Warehouse
2 62 (44.60%) SQL Server
3 49 (35.25%) SQL Server Integration Services
4 27 (19.42%) SQL Server Reporting Services
5 15 (10.79%) IBM InfoSphere
5 15 (10.79%) Relational Database
6 14 (10.07%) DataStage
6 14 (10.07%) SQL Server Analysis Services
7 12 (8.63%) Power BI
7 12 (8.63%) RDBMS
8 11 (7.91%) Big Data
9 10 (7.19%) Enterprise Data Warehouse
10 8 (5.76%) DB2
10 8 (5.76%) SQL Server 2016
11 6 (4.32%) BusinessObjects
11 6 (4.32%) Oracle ODI
12 5 (3.60%) Hadoop
12 5 (3.60%) QualityStage
12 5 (3.60%) SQL Server 2008
13 4 (2.88%) QlikView
Development Applications
1 8 (5.76%) Jenkins
1 8 (5.76%) Team Foundation Server
2 5 (3.60%) Atlassian Bamboo
2 5 (3.60%) Git (software)
2 5 (3.60%) Visual Studio
3 4 (2.88%) Eclipse
3 4 (2.88%) JIRA
4 3 (2.16%) ERwin
4 3 (2.16%) Visual Studio Team System
5 2 (1.44%) Ant
5 2 (1.44%) CruiseControl
5 2 (1.44%) IntelliJ
5 2 (1.44%) JUnit
5 2 (1.44%) Maven
6 1 (0.72%) LSMW
6 1 (0.72%) SQL Server Management Studio (SSMS)
General
1 57 (41.01%) Finance
2 18 (12.95%) Banking
3 7 (5.04%) Manufacturing
4 6 (4.32%) Retail
4 6 (4.32%) Retail Banking
5 4 (2.88%) Electronics
5 4 (2.88%) Marketing
5 4 (2.88%) Telecoms
6 3 (2.16%) Corporate Banking
7 2 (1.44%) Automotive
7 2 (1.44%) Legal
8 1 (0.72%) Law
8 1 (0.72%) Publishing
Job Titles
1 83 (59.71%) Developer
2 25 (17.99%) Business Intelligence Developer
3 20 (14.39%) ETL Developer
3 20 (14.39%) SQL Developer
4 14 (10.07%) SSIS Developer
5 12 (8.63%) Analyst
6 10 (7.19%) Architect
7 8 (5.76%) DevOps Engineer
7 8 (5.76%) Tableau Developer
7 8 (5.76%) Talend Developer
8 6 (4.32%) DataStage Developer
8 6 (4.32%) DataStage ETL Developer
8 6 (4.32%) DBA
8 6 (4.32%) Senior Developer
8 6 (4.32%) SQL BI Developer
8 6 (4.32%) SQL DBA
9 5 (3.60%) Data Warehouse Developer
9 5 (3.60%) Java Developer
9 5 (3.60%) Project Manager
9 5 (3.60%) SQL Server Developer
Libraries, Frameworks & Software Standards
1 6 (4.32%) Web Services
2 5 (3.60%) XML
3 4 (2.88%) .NET
4 3 (2.16%) ASP.NET
4 3 (2.16%) ASP.NET Web API
4 3 (2.16%) SOAP
5 2 (1.44%) Hibernate
5 2 (1.44%) J2EE
5 2 (1.44%) Java EE
5 2 (1.44%) JMS
5 2 (1.44%) REST
5 2 (1.44%) RESTful
5 2 (1.44%) Spring
6 1 (0.72%) JSON
6 1 (0.72%) MDX
6 1 (0.72%) Node.js
6 1 (0.72%) SAP ALE
6 1 (0.72%) Vaadin
6 1 (0.72%) Visualforce
6 1 (0.72%) YAML
Miscellaneous
1 21 (15.11%) Analytical Skills
2 12 (8.63%) Management Information System
3 8 (5.76%) Data Structures
4 5 (3.60%) Computer Science
4 5 (3.60%) Wiki
5 4 (2.88%) Greenfield Project
5 4 (2.88%) Self-Motivation
6 3 (2.16%) Algorithms
7 2 (1.44%) Data Centre
7 2 (1.44%) Enterprise Software
7 2 (1.44%) Infotainment
7 2 (1.44%) Mainframe
7 2 (1.44%) N-Tier
7 2 (1.44%) PKI
7 2 (1.44%) Reference Data
7 2 (1.44%) Taxonomies
8 1 (0.72%) Driving Licence
8 1 (0.72%) NHS
Operating Systems
1 26 (18.71%) Unix
2 21 (15.11%) Windows
3 15 (10.79%) Linux
4 7 (5.04%) Windows Server
Processes & Methodologies
1 56 (40.29%) Business Intelligence
2 47 (33.81%) Agile Software Development
3 21 (15.11%) Data Modelling
4 20 (14.39%) Data Analysis
4 20 (14.39%) Migration
5 19 (13.67%) Data Management
5 19 (13.67%) Scrum
6 17 (12.23%) Data Migration
7 16 (11.51%) Problem-Solving
8 14 (10.07%) Kimball Methodology
9 13 (9.35%) ETL Development
9 13 (9.35%) SDLC
10 12 (8.63%) Test Automation
10 12 (8.63%) User Acceptance Testing
11 11 (7.91%) Release Management
12 10 (7.19%) Data Governance
12 10 (7.19%) Integration Testing
12 10 (7.19%) ITIL
12 10 (7.19%) Master Data Management
13 9 (6.47%) DevOps
Programming Languages
1 83 (59.71%) SQL
2 28 (20.14%) T-SQL
3 18 (12.95%) Shell Script
4 17 (12.23%) PL/SQL
5 9 (6.47%) Python
6 7 (5.04%) Java
6 7 (5.04%) PowerShell
7 5 (3.60%) Bash Shell
7 5 (3.60%) Korn
8 3 (2.16%) C
9 2 (1.44%) Data Analysis Expressions (DAX)
9 2 (1.44%) R
9 2 (1.44%) SAS Macro
9 2 (1.44%) Scala
10 1 (0.72%) Apex Code
10 1 (0.72%) C#
10 1 (0.72%) Go
10 1 (0.72%) Ruby
10 1 (0.72%) SOQL
10 1 (0.72%) SOSL
Qualifications
1 8 (5.76%) Security Cleared
2 5 (3.60%) SC Cleared
3 3 (2.16%) Degree
4 2 (1.44%) Computer Science Degree
5 1 (0.72%) TOGAF Certification
Quality Assurance & Compliance
1 20 (14.39%) Data Quality
2 7 (5.04%) QA
3 1 (0.72%) GDPR
3 1 (0.72%) HL7
System Software
1 1 (0.72%) Docker
Systems Management
1 9 (6.47%) Puppet
2 8 (5.76%) Ansible
3 5 (3.60%) Opscode Chef
4 3 (2.16%) HP Quality Center
5 2 (1.44%) Kubernetes
Vendors
1 39 (28.06%) Oracle
2 18 (12.95%) Microsoft
2 18 (12.95%) Teradata
3 11 (7.91%) Tableau
3 11 (7.91%) Talend
4 9 (6.47%) IBM
4 9 (6.47%) Netezza
4 9 (6.47%) SAP
5 8 (5.76%) Informatica
6 4 (2.88%) Cognos
7 2 (1.44%) DataFlux
7 2 (1.44%) Perforce
8 1 (0.72%) Ab Initio
8 1 (0.72%) Alteryx
8 1 (0.72%) Salesforce.com