Period
to 21 November 2017

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 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)
South West > Bristol
6 months to
21 Nov 2017
Same period 2016 Same period 2015
Rank 60 75 34
Rank change year-on-year +15 -41 +21
Contract jobs citing ETL 60 36 92
As % of all contract IT jobs advertised in Bristol 3.05% 2.13% 5.36%
As % of the Processes & Methodologies category 3.83% 2.56% 6.63%
Number of daily rates quoted 40 24 71
Bristol median daily rate £416 £375 £375
Median daily rate % change year-on-year +11.00% - +15.38%
10th Percentile £305 £282 £285
90th Percentile £552 £466 £475
South West median daily rate £425 £375 £369
% change year-on-year +13.33% +1.56% +11.89%
Number of hourly rates quoted 1 0 0
Bristol median hourly rate £55.00 - -
South West median hourly rate £55.00 £48.00 £30.00
% change year-on-year +14.58% +60.00% -21.57%

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 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 1568 1407 1387
As % of all contract IT jobs advertised in Bristol 79.72% 83.16% 80.87%
Number of daily rates quoted 1063 1019 1080
Bristol median daily rate £388 £375 £375
Median daily rate % change year-on-year +3.33% - -
10th Percentile £263 £255 £263
90th Percentile £538 £550 £535
South West median daily rate £400 £375 £375
% change year-on-year +6.67% - -
Number of hourly rates quoted 48 66 37
Bristol median hourly rate £24.00 £25.00 £19.00
Median hourly rate % change year-on-year -4.00% +31.58% -20.00%
10th Percentile £11.93 £12.00 £13.00
90th Percentile £48.25 £46.25 £48.50
South West median hourly rate £35.00 £31.50 £39.00
% change year-on-year +11.11% -19.23% +47.17%

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 21 November 2017.

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 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 Bristol region with a requirement for ETL.

1 37 (61.67%) SQL
2 31 (51.67%) Business Intelligence
3 21 (35.00%) SQL Server Integration Services
4 20 (33.33%) Data Warehouse
5 18 (30.00%) Data Modelling
6 17 (28.33%) SQL Server
7 14 (23.33%) Finance
7 14 (23.33%) SQL Server Reporting Services
8 11 (18.33%) Analytical Skills
9 10 (16.67%) Analytics
9 10 (16.67%) Tableau
9 10 (16.67%) Dashboard Development
9 10 (16.67%) Data Analysis
9 10 (16.67%) Security Cleared
9 10 (16.67%) Migration
10 9 (15.00%) JavaScript
10 9 (15.00%) Data Migration
10 9 (15.00%) SC Cleared
11 7 (11.67%) Agile Software Development
11 7 (11.67%) QA
11 7 (11.67%) SQL Server Analysis Services
11 7 (11.67%) Teradata
11 7 (11.67%) Banking
11 7 (11.67%) Oracle
11 7 (11.67%) Microsoft
12 6 (10.00%) Cognos
12 6 (10.00%) Stakeholder Management
12 6 (10.00%) Data Mining
12 6 (10.00%) XML
12 6 (10.00%) Integration Testing

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 4 (6.67%) SAS
2 3 (5.00%) JBoss
2 3 (5.00%) Mule
3 1 (1.67%) IIS
3 1 (1.67%) MQSeries
Applications
1 4 (6.67%) Microsoft Excel
2 3 (5.00%) SPSS
Business Applications
1 6 (10.00%) Cognos Business Intelligence
2 2 (3.33%) Cognos TM1
3 1 (1.67%) Dynamics CRM
3 1 (1.67%) Oracle EBS
Cloud Services
1 6 (10.00%) Amazon AWS
2 3 (5.00%) Microsoft Azure
Communications & Networking
1 1 (1.67%) Internet
1 1 (1.67%) SMS
Database & Business Intelligence
1 21 (35.00%) SQL Server Integration Services
2 20 (33.33%) Data Warehouse
3 17 (28.33%) SQL Server
4 14 (23.33%) SQL Server Reporting Services
5 7 (11.67%) SQL Server Analysis Services
6 6 (10.00%) Data Mining
6 6 (10.00%) Relational Database
7 5 (8.33%) Amazon Redshift
7 5 (8.33%) Power BI
8 4 (6.67%) Cognos Framework Manager
8 4 (6.67%) SQL Server 2016
9 3 (5.00%) Hadoop
10 2 (3.33%) Apache Hive
10 2 (3.33%) Big Data
10 2 (3.33%) GIS
10 2 (3.33%) HBase
10 2 (3.33%) MongoDB
10 2 (3.33%) MySQL
10 2 (3.33%) Neo4j
10 2 (3.33%) SQL Server 2014
Development Applications
1 4 (6.67%) Git (software)
1 4 (6.67%) Jenkins
1 4 (6.67%) Talend Open Studio
2 3 (5.00%) Eclipse
2 3 (5.00%) Gerrit
2 3 (5.00%) JUnit
2 3 (5.00%) Maven
2 3 (5.00%) Team Foundation Server
2 3 (5.00%) Visual Studio
3 1 (1.67%) MSTest
3 1 (1.67%) NUnit
3 1 (1.67%) Selenium
3 1 (1.67%) SpecFlow
3 1 (1.67%) SQL Server Management Studio (SSMS)
3 1 (1.67%) Visual Studio Team System
3 1 (1.67%) WebDriver
General
1 14 (23.33%) Finance
2 7 (11.67%) Banking
3 2 (3.33%) Legal
3 2 (3.33%) Military
4 1 (1.67%) Aerospace
4 1 (1.67%) Corporate Banking
4 1 (1.67%) Marketing
Job Titles
1 30 (50.00%) Developer
2 14 (23.33%) Analyst
3 10 (16.67%) Business Intelligence Developer
3 10 (16.67%) Data Analyst
4 7 (11.67%) Architect
5 5 (8.33%) Business Developer
5 5 (8.33%) SQL Developer
5 5 (8.33%) SSIS Developer
5 5 (8.33%) Tableau Developer
6 4 (6.67%) Data Architect
6 4 (6.67%) ETL Developer
6 4 (6.67%) Senior Architect
6 4 (6.67%) Senior Data Architect
6 4 (6.67%) Teradata Developer
7 3 (5.00%) Applications Architect
7 3 (5.00%) Business Intelligence Architect
7 3 (5.00%) Cognos Architect
7 3 (5.00%) Senior Developer
7 3 (5.00%) Senior Software Engineer
7 3 (5.00%) Software Engineer
Libraries, Frameworks & Software Standards
1 6 (10.00%) XML
2 4 (6.67%) .NET
2 4 (6.67%) Web Services
3 3 (5.00%) ActiveMQ
3 3 (5.00%) Apache Camel
3 3 (5.00%) HTML
3 3 (5.00%) jQuery
3 3 (5.00%) REST
3 3 (5.00%) Spring
4 1 (1.67%) .NET Framework
4 1 (1.67%) Flask
4 1 (1.67%) JSON
Miscellaneous
1 11 (18.33%) Analytical Skills
2 3 (5.00%) Management Information System
3 2 (3.33%) Data Structures
3 2 (3.33%) Reference Data
3 2 (3.33%) Virtual Team
4 1 (1.67%) Data Protection Act
4 1 (1.67%) Enterprise Software
4 1 (1.67%) User Experience
Operating Systems
1 2 (3.33%) Linux
Processes & Methodologies
1 31 (51.67%) Business Intelligence
2 18 (30.00%) Data Modelling
3 10 (16.67%) Analytics
3 10 (16.67%) Dashboard Development
3 10 (16.67%) Data Analysis
3 10 (16.67%) Migration
4 9 (15.00%) Data Migration
5 7 (11.67%) Agile Software Development
6 6 (10.00%) Data Analytics
6 6 (10.00%) Integration Testing
6 6 (10.00%) SDLC
6 6 (10.00%) Stakeholder Management
6 6 (10.00%) System Integration Testing
7 5 (8.33%) Process Improvement
8 4 (6.67%) Dimensional Modelling
8 4 (6.67%) ETL Development
8 4 (6.67%) Kalman Filter
8 4 (6.67%) Kimball Methodology
8 4 (6.67%) SOA
9 3 (5.00%) Data Integration
Programming Languages
1 37 (61.67%) SQL
2 9 (15.00%) JavaScript
3 3 (5.00%) C#
3 3 (5.00%) Java
3 3 (5.00%) PL/SQL
3 3 (5.00%) T-SQL
4 2 (3.33%) PowerShell
5 1 (1.67%) Data Analysis Expressions (DAX)
5 1 (1.67%) Python
5 1 (1.67%) R
5 1 (1.67%) VBA
Qualifications
1 10 (16.67%) Security Cleared
2 9 (15.00%) SC Cleared
3 3 (5.00%) Degree
4 1 (1.67%) ISEB
4 1 (1.67%) ISTQB
4 1 (1.67%) ISTQB Foundation Certification
Quality Assurance & Compliance
1 7 (11.67%) QA
2 3 (5.00%) Data Quality
Vendors
1 10 (16.67%) Tableau
2 7 (11.67%) Microsoft
2 7 (11.67%) Oracle
2 7 (11.67%) Teradata
3 6 (10.00%) Cognos
4 4 (6.67%) Talend
5 2 (3.33%) Cloudera
5 2 (3.33%) Informatica
5 2 (3.33%) MapR
5 2 (3.33%) Microgen
5 2 (3.33%) Nuix
5 2 (3.33%) SAP
5 2 (3.33%) Splunk
6 1 (1.67%) Capita