Period
to 20 May 2018

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 6 months to 20 May 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)
East of England > Cambridgeshire
6 months to
20 May 2018
Same period 2017 Same period 2016
Rank 59 70 44
Rank change year-on-year +11 -26 +36
Contract jobs citing ETL 20 12 43
As % of all contract IT jobs advertised in Cambridgeshire 1.91% 1.13% 3.58%
As % of the Processes & Methodologies category 2.20% 1.37% 4.42%
Number of daily rates quoted 15 11 25
Cambridgeshire median daily rate £438 £425 £400
Median daily rate % change year-on-year +2.94% +6.25% -5.88%
10th Percentile £313 £330 £254
90th Percentile £563 £550 £527
East of England median daily rate £425 £438 £425
% change year-on-year -2.86% +2.94% +1.80%
Number of hourly rates quoted 0 1 0
Cambridgeshire median hourly rate - £12.00 -
East of England median hourly rate - £12.00 £56.00
% change year-on-year - -78.57% -

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 Cambridgeshire with a requirement for process or methodology skills.

All Process and Methodology Skills
Cambridgeshire
Contract vacancies with a requirement for process or methodology skills 910 877 972
As % of all contract IT jobs advertised in Cambridgeshire 86.75% 82.89% 80.87%
Number of daily rates quoted 433 419 581
Cambridgeshire median daily rate £425 £375 £413
Median daily rate % change year-on-year +13.33% -9.09% +17.86%
10th Percentile £263 £208 £258
90th Percentile £575 £538 £538
East of England median daily rate £450 £420 £413
% change year-on-year +7.14% +1.82% +3.13%
Number of hourly rates quoted 86 117 68
Cambridgeshire median hourly rate £19.00 £33.00 £37.25
Median hourly rate % change year-on-year -42.42% -11.41% +63.74%
10th Percentile £11.27 £12.30 £9.00
90th Percentile £48.75 £47.50 £54.00
East of England median hourly rate £17.50 £33.00 £27.50
% change year-on-year -46.97% +20.00% +10.00%

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
Contractor Daily Rate Histogram in Cambridgeshire

The daily rate distribution of IT jobs citing ETL in Cambridgeshire over the 6 months to 20 May 2018.

Contractor daily rate histogram 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 6 months to 20 May 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
Cambridge +4 14 £413 -17.50% 10
Huntingdon - 1 - -
ETL
East of England

For the 6 months to 20 May 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 Cambridgeshire region with a requirement for ETL.

1 9 (45.00%) SQL
1 9 (45.00%) Business Intelligence
2 8 (40.00%) SAP
3 7 (35.00%) Data Warehouse
4 6 (30.00%) SQL Server
4 6 (30.00%) Big Data
4 6 (30.00%) Analytics
5 5 (25.00%) Amazon AWS
5 5 (25.00%) Java
5 5 (25.00%) BusinessObjects
6 4 (20.00%) SQL Server Reporting Services
6 4 (20.00%) MicroStrategy
6 4 (20.00%) Snowflake Schema
6 4 (20.00%) Microsoft
6 4 (20.00%) Linux
6 4 (20.00%) Python
6 4 (20.00%) Dashboard Development
6 4 (20.00%) Greenfield Project
6 4 (20.00%) Data Lake
6 4 (20.00%) Problem-Solving
7 3 (15.00%) Analytical Skills
7 3 (15.00%) Data Science
7 3 (15.00%) SQL Server Analysis Services
7 3 (15.00%) Visualisation
7 3 (15.00%) Machine Learning
7 3 (15.00%) Performance Tuning
7 3 (15.00%) Relational Database
7 3 (15.00%) Statistical Modelling
7 3 (15.00%) Memory Management
7 3 (15.00%) R

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 (10.00%) Apache
1 2 (10.00%) Apache Solr
1 2 (10.00%) Apache Spark
1 2 (10.00%) SAS
2 1 (5.00%) Confluence
2 1 (5.00%) Luigi
Applications
1 2 (10.00%) Microsoft Excel
2 1 (5.00%) Microsoft Office
2 1 (5.00%) Spreadsheet
Business Applications
1 1 (5.00%) Dynamics AX
1 1 (5.00%) Dynamics CRM
1 1 (5.00%) NetSuite
1 1 (5.00%) ResourceLink
Cloud Services
1 5 (25.00%) Amazon AWS
2 1 (5.00%) Data Lake Analytics
2 1 (5.00%) Dynamics 365
2 1 (5.00%) Microsoft Azure
2 1 (5.00%) SuccessFactors
Database & Business Intelligence
1 7 (35.00%) Data Warehouse
2 6 (30.00%) Big Data
2 6 (30.00%) SQL Server
3 5 (25.00%) BusinessObjects
4 4 (20.00%) Data Lake
4 4 (20.00%) Snowflake Schema
4 4 (20.00%) SQL Server Reporting Services
5 3 (15.00%) OLAP
5 3 (15.00%) RDBMS
5 3 (15.00%) Relational Database
5 3 (15.00%) SQL Server Analysis Services
5 3 (15.00%) SQL Server Integration Services
6 2 (10.00%) Apache Cassandra
6 2 (10.00%) Apache Hive
6 2 (10.00%) Hadoop
6 2 (10.00%) HBase
6 2 (10.00%) Impala
6 2 (10.00%) Power BI
6 2 (10.00%) SAP Data Services
6 2 (10.00%) SAP HANA
Development Applications
1 1 (5.00%) ER Studio
1 1 (5.00%) ERwin
1 1 (5.00%) Git (software)
1 1 (5.00%) Jenkins
1 1 (5.00%) JIRA
1 1 (5.00%) Vagrant
General
1 3 (15.00%) Manufacturing
2 2 (10.00%) Pharmaceutical
3 1 (5.00%) Automotive
3 1 (5.00%) Marketing
Job Titles
1 8 (40.00%) Developer
2 5 (25.00%) Analyst
3 4 (20.00%) Data Analyst
3 4 (20.00%) MicroStrategy Developer
4 3 (15.00%) Business Data Analyst
4 3 (15.00%) Consultant
4 3 (15.00%) ETL Developer
4 3 (15.00%) SAP BusinessObjects (BO) Analyst
4 3 (15.00%) Senior Developer
5 2 (10.00%) Business Intelligence Analyst
5 2 (10.00%) Computer Scientist
5 2 (10.00%) Computer Vision Scientist
5 2 (10.00%) Data Consultant
5 2 (10.00%) Data Scientist
5 2 (10.00%) Data Warehouse Developer
5 2 (10.00%) SAP Consultant
5 2 (10.00%) Senior MicroStrategy Developer
6 1 (5.00%) Azure Architect
6 1 (5.00%) Business Intelligence Data Analyst
6 1 (5.00%) MicroStrategy Designer
Libraries, Frameworks & Software Standards
1 2 (10.00%) Akka
1 2 (10.00%) Kafka
1 2 (10.00%) TensorFlow
2 1 (5.00%) .NET
2 1 (5.00%) AngularJS
2 1 (5.00%) Celery
2 1 (5.00%) Flask
2 1 (5.00%) pytest
2 1 (5.00%) RabbitMQ
2 1 (5.00%) Sphinx
2 1 (5.00%) SQLAlchemy
Miscellaneous
1 4 (20.00%) Greenfield Project
2 3 (15.00%) Analytical Skills
2 3 (15.00%) Client/Server
3 2 (10.00%) Computer Science
3 2 (10.00%) Life Science
3 2 (10.00%) Mobile App
4 1 (5.00%) Algorithms
4 1 (5.00%) Clustering
4 1 (5.00%) Replication
4 1 (5.00%) User Experience
Operating Systems
1 4 (20.00%) Linux
2 1 (5.00%) CentOS
2 1 (5.00%) Unix
2 1 (5.00%) Windows
2 1 (5.00%) Windows Server
2 1 (5.00%) Windows Server 2003
2 1 (5.00%) Windows Server 2008
2 1 (5.00%) Windows Server 2012
Processes & Methodologies
1 9 (45.00%) Business Intelligence
2 6 (30.00%) Analytics
3 4 (20.00%) Dashboard Development
3 4 (20.00%) Problem-Solving
4 3 (15.00%) CRM
4 3 (15.00%) Data Analysis
4 3 (15.00%) Data Science
4 3 (15.00%) Data Visualisation
4 3 (15.00%) Machine Learning
4 3 (15.00%) Memory Management
4 3 (15.00%) Migration
4 3 (15.00%) Performance Tuning
4 3 (15.00%) Statistical Modelling
4 3 (15.00%) Visualisation
5 2 (10.00%) Computer Vision
5 2 (10.00%) Data Management
5 2 (10.00%) Data Migration
5 2 (10.00%) Data Modelling
5 2 (10.00%) Statistics
5 2 (10.00%) Validation
Programming Languages
1 9 (45.00%) SQL
2 5 (25.00%) Java
3 4 (20.00%) Python
4 3 (15.00%) R
5 2 (10.00%) Scala
6 1 (5.00%) C#
6 1 (5.00%) T-SQL
Qualifications
1 2 (10.00%) PhD
System Software
1 2 (10.00%) Apache Flume
2 1 (5.00%) Docker
Systems Management
1 2 (10.00%) Terraform
2 1 (5.00%) Ansible
Vendors
1 8 (40.00%) SAP
2 4 (20.00%) Microsoft
2 4 (20.00%) MicroStrategy
3 3 (15.00%) Oracle
4 2 (10.00%) Cloudera
4 2 (10.00%) Hortonworks
4 2 (10.00%) MapR
4 2 (10.00%) Tableau
5 1 (5.00%) Alteryx
5 1 (5.00%) Atlassian
5 1 (5.00%) JD Edwards
5 1 (5.00%) Northgate