The following table provides summary statistics for contract job vacancies advertised in Cambridgeshire with a requirement for ETL skills. Included is a benchmarking guide to the contractor rates offered in vacancies that have cited ETL over the 3 months to 29 June 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)
East of England > Cambridgeshire
3 months to
29 Jun 2017
Same period 2016 Same period 2015
Rank 50 47 69
Rank change year-on-year -3 +22  
Contract jobs citing ETL 4 15 11
As % of all contract IT jobs advertised in Cambridgeshire 0.68% 2.54% 1.38%
As % of the Processes & Methodologies category 0.86% 3.15% 1.74%
Number of daily rates quoted 2 4 10
Cambridgeshire median daily rate £400 £478 £350
Median daily rate % change year-on-year -16.23% +36.42%  
10th Percentile £368 £425 £325
90th Percentile £433 £634 £377
East of England median daily rate £413 £449 £350
% change year-on-year -8.07% +28.21%  
Number of hourly rates quoted 1 0 0
Cambridgeshire median hourly rate £12.00 - -
East of England median hourly rate £12.00 - -

ETL is in the process and methodology skills category. The next table is for comparison with the above and provides summary statistics for all contract job vacancies advertised in Cambridgeshire with a requirement for process and methodology skills.

Contract Process & Methodology Skills
Cambridgeshire
Contract job vacancies with a requirement for process and methodology skills 467 476 631
As % of all contract IT job vacancies advertised in Cambridgeshire 79.42% 80.54% 79.37%
Number of daily rates quoted 722 1162 1048
Cambridgeshire median daily rate £375 £400 £375
Median daily rate % change year-on-year -6.25% +6.66%  
10th Percentile £213 £313 £257
90th Percentile £550 £549 £500
East of England median daily rate £450 £425 £400
% change year-on-year +5.88% +6.25%  
Number of hourly rates quoted 136 55 121
Cambridgeshire median hourly rate £19.38 £37.00 £23.50
Median hourly rate % change year-on-year -47.62% +57.44%  
10th Percentile £13.75 £15.00 £11.50
90th Percentile £48.75 £48.25 £45.00
East of England median hourly rate £35.00 £31.00 £33.00
% change year-on-year +12.90% -6.06%  

ETL
Job Vacancy Trend in Cambridgeshire

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

Job vacancy trend for ETL in Cambridgeshire

ETL
Contractor Daily Rate Trend in Cambridgeshire

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

Contractor daily rate trend for ETL in Cambridgeshire

ETL
Contract Job Locations in Cambridgeshire

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing ETL within the Cambridgeshire region over the 3 months to 29 June 2017. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 3 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Contract
IT Job Ads
Median
Daily Rate
Last 3 Months
Median Daily Rate
% Change
on Same Period
Last Year
Live
Job
Vacancies
Cambridge +3 3 £425 -24.77%
ETL
East of England

For the 6 months to 29 June 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 Cambridgeshire region with a requirement for ETL.

1 7 (87.50%) SQL
2 4 (50.00%) Business Intelligence
3 3 (37.50%) Informatica
3 3 (37.50%) Oracle
3 3 (37.50%) Data Warehouse
3 3 (37.50%) Migration
3 3 (37.50%) SQL Server Integration Services
3 3 (37.50%) Data Migration
4 2 (25.00%) Spotfire
4 2 (25.00%) Oracle BI EE
4 2 (25.00%) Talend Open Studio
4 2 (25.00%) Requirements Analysis
4 2 (25.00%) SAP MDM
4 2 (25.00%) Hadoop
4 2 (25.00%) Visualisation
4 2 (25.00%) Amazon AWS
4 2 (25.00%) Information Architecture
4 2 (25.00%) Data Visualisation
4 2 (25.00%) Data Quality
4 2 (25.00%) Talend
4 2 (25.00%) Master Data Management
4 2 (25.00%) Microsoft
4 2 (25.00%) T-SQL
4 2 (25.00%) SAP
4 2 (25.00%) PowerCenter
4 2 (25.00%) Embarcadero
4 2 (25.00%) MicroStrategy
4 2 (25.00%) DRM
4 2 (25.00%) Pharmaceutical
4 2 (25.00%) Data Management

ETL
Co-occurring IT Skills in Cambridgeshire 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 2 (25.00%) Apache Spark
2 1 (12.50%) Apache
Applications
1 1 (12.50%) Microsoft Excel
Business Applications
1 2 (25.00%) SAP MDG
1 2 (25.00%) SAP MDM
Cloud Services
1 2 (25.00%) Amazon AWS
Database & Business Intelligence
1 3 (37.50%) Data Warehouse
1 3 (37.50%) SQL Server Integration Services
2 2 (25.00%) Amazon RDS
2 2 (25.00%) Amazon Redshift
2 2 (25.00%) Hadoop
2 2 (25.00%) Oracle BI EE
2 2 (25.00%) PowerCenter
2 2 (25.00%) Spotfire
3 1 (12.50%) BODI
3 1 (12.50%) BusinessObjects
3 1 (12.50%) Data Mining
3 1 (12.50%) DataStage
3 1 (12.50%) MySQL
3 1 (12.50%) PostgreSQL
3 1 (12.50%) Power BI
3 1 (12.50%) Relational Database
3 1 (12.50%) SQL Server
3 1 (12.50%) SQL Server 2012
3 1 (12.50%) SQL Server 2016
3 1 (12.50%) Sqoop
Development Applications
1 2 (25.00%) Talend Open Studio
2 1 (12.50%) Team Foundation Server
General
1 2 (25.00%) Finance
1 2 (25.00%) Pharmaceutical
Job Titles
1 4 (50.00%) Developer
2 2 (25.00%) Architect
2 2 (25.00%) Business Intelligence Architect
2 2 (25.00%) SQL Developer
3 1 (12.50%) Analyst
3 1 (12.50%) Big Data Developer
3 1 (12.50%) Business Intelligence Developer
3 1 (12.50%) Data Analyst
3 1 (12.50%) Data Migration Developer
3 1 (12.50%) ERP Developer
3 1 (12.50%) ETL Developer
3 1 (12.50%) Information Architect
3 1 (12.50%) Microsoft BI Developer
3 1 (12.50%) Microsoft Developer
3 1 (12.50%) Power BI Developer
3 1 (12.50%) Test Leader
3 1 (12.50%) T-SQL Developer
Libraries, Frameworks & Software Standards
1 1 (12.50%) Kafka
1 1 (12.50%) Oracle Fusion
1 1 (12.50%) Spark Streaming
1 1 (12.50%) Web Services
1 1 (12.50%) XML
Miscellaneous
1 1 (12.50%) Analytical Skills
1 1 (12.50%) Life Science
Processes & Methodologies
1 4 (50.00%) Business Intelligence
2 3 (37.50%) Data Migration
2 3 (37.50%) Migration
3 2 (25.00%) Data Management
3 2 (25.00%) Data Visualisation
3 2 (25.00%) DRM
3 2 (25.00%) Information Architecture
3 2 (25.00%) Master Data Management
3 2 (25.00%) Requirements Analysis
3 2 (25.00%) Visualisation
4 1 (12.50%) Agile Software Development
4 1 (12.50%) Analytics
4 1 (12.50%) Dashboard Development
4 1 (12.50%) Data Analytics
4 1 (12.50%) Data Mapping
4 1 (12.50%) Data Modelling
4 1 (12.50%) ERP
4 1 (12.50%) Information Management
4 1 (12.50%) Mentoring
4 1 (12.50%) Performance Tuning
Programming Languages
1 7 (87.50%) SQL
2 2 (25.00%) T-SQL
3 1 (12.50%) Java
3 1 (12.50%) PL/SQL
3 1 (12.50%) Scala
Quality Assurance & Compliance
1 2 (25.00%) Data Quality
System Software
1 1 (12.50%) HDFS
Systems Management
1 1 (12.50%) Hadoop YARN
1 1 (12.50%) Oozie
Vendors
1 3 (37.50%) Informatica
1 3 (37.50%) Oracle
2 2 (25.00%) Embarcadero
2 2 (25.00%) Microsoft
2 2 (25.00%) MicroStrategy
2 2 (25.00%) SAP
2 2 (25.00%) Talend
3 1 (12.50%) Ab Initio
3 1 (12.50%) Cognos
3 1 (12.50%) Jaspersoft