Period
to 10 December 2018

The following table provides summary statistics for contract job vacancies advertised in Bristol 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 10 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)
South West > Bristol
6 months to
10 Dec 2018
Same period 2017 Same period 2016
Rank 89 65 72
Rank change year-on-year -24 +7 -42
Contract jobs citing ETL 38 54 34
As % of all contract IT jobs advertised in Bristol 1.76% 2.79% 2.03%
As % of the Processes & Methodologies category 2.08% 3.40% 2.38%
Number of daily rates quoted 32 37 21
Bristol median daily rate £419 £420 £375
Median daily rate % change year-on-year -0.30% +12.00% -
10th Percentile £315 £313 £263
90th Percentile £488 £587 £475
South West median daily rate £425 £425 £375
% change year-on-year - +13.33% -
Number of hourly rates quoted 0 0 0
Bristol median hourly rate - - -
South West median hourly rate £22.00 - £42.50

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 Bristol with a requirement for process or methodology skills.

All Process and Methodology Skills
Bristol
Contract vacancies with a requirement for process or methodology skills 1,830 1,589 1,429
As % of all contract IT jobs advertised in Bristol 84.80% 82.03% 85.26%
Number of daily rates quoted 1,269 1,065 1,012
Bristol median daily rate £415 £388 £375
Median daily rate % change year-on-year +7.10% +3.33% -
10th Percentile £276 £256 £255
90th Percentile £538 £538 £563
South West median daily rate £425 £400 £375
% change year-on-year +6.25% +6.67% -
Number of hourly rates quoted 69 47 68
Bristol median hourly rate £38.00 £23.00 £25.00
Median hourly rate % change year-on-year +65.22% -8.00% +38.89%
10th Percentile £15.39 £11.90 £12.00
90th Percentile £67.75 £46.75 £46.80
South West median hourly rate £41.00 £33.00 £33.00
% change year-on-year +24.24% - -15.92%

ETL
Job Vacancy Trend in Bristol

Job postings citing ETL as a percentage of all IT jobs advertised in Bristol.

Job vacancy trend for ETL in Bristol

ETL
Contractor Daily Rate Trend in Bristol

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

Contractor daily rate trend for ETL in Bristol

ETL
Contractor Daily Rate Histogram in Bristol

The daily rate distribution of IT jobs citing ETL in Bristol over the 6 months to 10 December 2018.

Contractor daily rate histogram for ETL in Bristol

ETL
Contractor Hourly Rate Trend in Bristol

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

Contractor hourly rate trend for ETL in Bristol

For the 6 months to 10 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 Bristol region with a requirement for ETL.

1 23 (60.53%) SQL
2 21 (55.26%) Agile Software Development
3 14 (36.84%) Scrum
4 13 (34.21%) SQL Server
5 12 (31.58%) Data Warehouse
5 12 (31.58%) Business Intelligence
5 12 (31.58%) Finance
5 12 (31.58%) SQL Server Integration Services
6 9 (23.68%) Test Automation
6 9 (23.68%) Amazon AWS
6 9 (23.68%) Tableau
6 9 (23.68%) Oracle
7 7 (18.42%) Data Modelling
7 7 (18.42%) Web Services
7 7 (18.42%) Data Quality
7 7 (18.42%) SQL Server Reporting Services
7 7 (18.42%) Analytical Skills
8 6 (15.79%) SDLC
8 6 (15.79%) Data Analysis
8 6 (15.79%) Microsoft Azure
8 6 (15.79%) Data Migration
8 6 (15.79%) Unix
8 6 (15.79%) Windows
8 6 (15.79%) Migration
8 6 (15.79%) Shell Script
9 5 (13.16%) Java
9 5 (13.16%) MS Visio
9 5 (13.16%) Python
9 5 (13.16%) Microsoft Excel
9 5 (13.16%) Data Extraction

ETL
Co-occurring IT Skills in Bristol 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 3 (7.89%) Apache Spark
1 3 (7.89%) JBoss
1 3 (7.89%) Tomcat
2 1 (2.63%) OpenROAD
Applications
1 5 (13.16%) Microsoft Excel
1 5 (13.16%) MS Visio
2 1 (2.63%) Microsoft Project
Business Applications
1 1 (2.63%) Cognos Business Intelligence
Cloud Services
1 9 (23.68%) Amazon AWS
2 6 (15.79%) Microsoft Azure
3 5 (13.16%) Amazon EC2
3 5 (13.16%) Amazon S3
3 5 (13.16%) Virtual Private Cloud
4 3 (7.89%) SaaS
Database & Business Intelligence
1 13 (34.21%) SQL Server
2 12 (31.58%) Data Warehouse
2 12 (31.58%) SQL Server Integration Services
3 7 (18.42%) SQL Server Reporting Services
4 4 (10.53%) SQL Server Analysis Services
5 3 (7.89%) Amazon Redshift
5 3 (7.89%) Apache Cassandra
5 3 (7.89%) Power BI
6 2 (5.26%) BusinessObjects
6 2 (5.26%) Relational Database
7 1 (2.63%) Big Data
7 1 (2.63%) Data Lake
7 1 (2.63%) NoSQL
7 1 (2.63%) Oracle Database
7 1 (2.63%) Oracle Database 11g
7 1 (2.63%) Oracle Database 12c
7 1 (2.63%) Oracle ODI
7 1 (2.63%) Qlik Sense
7 1 (2.63%) QlikView
7 1 (2.63%) SQL Server 2016
Development Applications
1 5 (13.16%) Jenkins
2 3 (7.89%) Ant
2 3 (7.89%) Atlassian Bamboo
2 3 (7.89%) CruiseControl
2 3 (7.89%) Eclipse
2 3 (7.89%) JUnit
2 3 (7.89%) Maven
3 1 (2.63%) Visual Studio
General
1 12 (31.58%) Finance
2 3 (7.89%) Banking
2 3 (7.89%) Corporate Banking
3 1 (2.63%) Retail
Job Titles
1 28 (73.68%) Developer
2 8 (21.05%) SQL Developer
3 7 (18.42%) Tableau Developer
4 6 (15.79%) Business Intelligence Developer
4 6 (15.79%) ETL Developer
5 5 (13.16%) AWS DevOps
5 5 (13.16%) AWS DevOps Engineer
5 5 (13.16%) AWS Engineer
5 5 (13.16%) DevOps Engineer
5 5 (13.16%) SSIS Developer
6 4 (10.53%) Java Developer
7 3 (7.89%) Data Warehouse Manager
7 3 (7.89%) Data Warehouse Project Manager
7 3 (7.89%) Project Manager
8 2 (5.26%) Business Developer
8 2 (5.26%) Business Intelligence Manager
8 2 (5.26%) Business Intelligence Project Manager
8 2 (5.26%) Cognos Developer
8 2 (5.26%) Data Engineer
8 2 (5.26%) Senior Developer
Libraries, Frameworks & Software Standards
1 7 (18.42%) Web Services
2 4 (10.53%) SOAP
3 3 (7.89%) Hibernate
3 3 (7.89%) J2EE
3 3 (7.89%) Java EE
3 3 (7.89%) JMS
3 3 (7.89%) RESTful
3 3 (7.89%) Spring
4 1 (2.63%) .NET
4 1 (2.63%) REST
4 1 (2.63%) Vaadin
4 1 (2.63%) Visualforce
Miscellaneous
1 7 (18.42%) Analytical Skills
2 5 (13.16%) Wiki
3 3 (7.89%) Algorithms
3 3 (7.89%) Data Structures
3 3 (7.89%) Enterprise Software
3 3 (7.89%) N-Tier
4 2 (5.26%) Self-Motivation
5 1 (2.63%) Greenfield Project
5 1 (2.63%) Management Information System
5 1 (2.63%) NHS
Operating Systems
1 6 (15.79%) Unix
1 6 (15.79%) Windows
Processes & Methodologies
1 21 (55.26%) Agile Software Development
2 14 (36.84%) Scrum
3 12 (31.58%) Business Intelligence
4 9 (23.68%) Test Automation
5 7 (18.42%) Data Modelling
6 6 (15.79%) Data Analysis
6 6 (15.79%) Data Migration
6 6 (15.79%) Migration
6 6 (15.79%) SDLC
7 5 (13.16%) Build Automation
7 5 (13.16%) Continuous Integration
7 5 (13.16%) Data Extraction
7 5 (13.16%) DevOps
7 5 (13.16%) Unit Testing
8 4 (10.53%) Problem-Solving
8 4 (10.53%) Visualisation
9 3 (7.89%) BDD
9 3 (7.89%) Data Visualisation
9 3 (7.89%) High Availability
9 3 (7.89%) Performance Testing
Programming Languages
1 23 (60.53%) SQL
2 6 (15.79%) Shell Script
3 5 (13.16%) Bash Shell
3 5 (13.16%) Java
3 5 (13.16%) Korn
3 5 (13.16%) PowerShell
3 5 (13.16%) Python
4 2 (5.26%) T-SQL
5 1 (2.63%) Apex Code
5 1 (2.63%) C#
5 1 (2.63%) PL/SQL
5 1 (2.63%) SOQL
5 1 (2.63%) SOSL
5 1 (2.63%) VB.NET
Qualifications
1 5 (13.16%) Security Cleared
2 4 (10.53%) SC Cleared
Quality Assurance & Compliance
1 7 (18.42%) Data Quality
2 2 (5.26%) HL7
3 1 (2.63%) GDPR
Systems Management
1 5 (13.16%) Ansible
1 5 (13.16%) Opscode Chef
1 5 (13.16%) Puppet
Vendors
1 9 (23.68%) Oracle
1 9 (23.68%) Tableau
2 4 (10.53%) Cognos
3 3 (7.89%) Informatica
3 3 (7.89%) Microsoft
3 3 (7.89%) Perforce
4 1 (2.63%) PeopleSoft
4 1 (2.63%) Salesforce.com
4 1 (2.63%) Talend