Period
to 22 February 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 22 February 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
22 Feb 2018
Same period 2017 Same period 2016
Rank 70 55 61
Rank change year-on-year -15 +6 +9
Contract jobs citing ETL 24 22 24
As % of all contract IT jobs advertised in Cambridgeshire 1.88% 2.08% 1.84%
As % of the Processes & Methodologies category 2.17% 2.53% 2.33%
Number of daily rates quoted 19 19 21
Cambridgeshire median daily rate £438 £404 £425
Median daily rate % change year-on-year +8.39% -5.03% -5.56%
10th Percentile £317 £325 £248
90th Percentile £563 £550 £523
East of England median daily rate £438 £400 £425
% change year-on-year +9.38% -5.88% +19.72%
Number of hourly rates quoted 0 0 0
Cambridgeshire median hourly rate - - -
East of England median hourly rate - - £56.00

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 1,105 871 1,028
As % of all contract IT jobs advertised in Cambridgeshire 86.67% 82.33% 78.65%
Number of daily rates quoted 541 381 626
Cambridgeshire median daily rate £400 £385 £400
Median daily rate % change year-on-year +3.90% -3.75% +6.67%
10th Percentile £258 £213 £263
90th Percentile £575 £538 £550
East of England median daily rate £425 £400 £410
% change year-on-year +6.25% -2.44% +2.50%
Number of hourly rates quoted 106 100 83
Cambridgeshire median hourly rate £40.00 £26.88 £37.50
Median hourly rate % change year-on-year +48.84% -28.33% +15.38%
10th Percentile £12.25 £12.50 £8.80
90th Percentile £52.50 £47.50 £56.50
East of England median hourly rate £35.00 £33.25 £30.00
% change year-on-year +5.26% +10.83% +33.33%

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 22 February 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 22 February 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 -8 16 £413 -18.32% 4
Peterborough - 2 £368 - 4
Huntingdon -2 1 - -
ETL
East of England

For the 6 months to 22 February 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 12 (50.00%) Business Intelligence
2 9 (37.50%) SQL
3 8 (33.33%) SAP
3 8 (33.33%) Linux
4 7 (29.17%) Data Warehouse
4 7 (29.17%) Big Data
4 7 (29.17%) Analytics
5 6 (25.00%) Python
6 5 (20.83%) BusinessObjects
6 5 (20.83%) SQL Server
6 5 (20.83%) Amazon AWS
6 5 (20.83%) Data Lake
7 4 (16.67%) Performance Tuning
7 4 (16.67%) Dashboard Development
7 4 (16.67%) Bash Shell
7 4 (16.67%) Data Management
7 4 (16.67%) Data Analysis
7 4 (16.67%) JSON
7 4 (16.67%) MicroStrategy
7 4 (16.67%) Migration
7 4 (16.67%) XML
7 4 (16.67%) Java
7 4 (16.67%) Perl
7 4 (16.67%) Snowflake Schema
8 3 (12.50%) Microsoft
8 3 (12.50%) XML Schema
8 3 (12.50%) RDBMS
8 3 (12.50%) Client/Server
8 3 (12.50%) Oracle
8 3 (12.50%) OLAP

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 (8.33%) Apache Spark
2 1 (4.17%) Apache
2 1 (4.17%) Apache Pig
2 1 (4.17%) Apache Solr
2 1 (4.17%) Luigi
2 1 (4.17%) SAS
Applications
1 1 (4.17%) Microsoft Excel
1 1 (4.17%) Spreadsheet
Business Applications
1 2 (8.33%) Remedy ITSM
2 1 (4.17%) Dynamics AX
2 1 (4.17%) NetSuite
2 1 (4.17%) ResourceLink
2 1 (4.17%) SAP MDG
2 1 (4.17%) SAP MDM
Cloud Services
1 5 (20.83%) Amazon AWS
2 2 (8.33%) Data Lake Analytics
2 2 (8.33%) Microsoft Azure
3 1 (4.17%) SuccessFactors
Communications & Networking
1 1 (4.17%) SMS
Database & Business Intelligence
1 7 (29.17%) Big Data
1 7 (29.17%) Data Warehouse
2 5 (20.83%) BusinessObjects
2 5 (20.83%) Data Lake
2 5 (20.83%) SQL Server
3 4 (16.67%) Snowflake Schema
4 3 (12.50%) OLAP
4 3 (12.50%) Oracle BI EE
4 3 (12.50%) RDBMS
4 3 (12.50%) Relational Database
4 3 (12.50%) SQL Server Integration Services
5 2 (8.33%) Apache Cassandra
5 2 (8.33%) Cosmos DB
5 2 (8.33%) HBase
5 2 (8.33%) HDInsight
5 2 (8.33%) Impala
5 2 (8.33%) NoSQL
5 2 (8.33%) Power BI
5 2 (8.33%) SAP Data Services
5 2 (8.33%) SAP HANA
Development Applications
1 2 (8.33%) ERwin
2 1 (4.17%) Git (software)
2 1 (4.17%) Jenkins
2 1 (4.17%) Vagrant
General
1 3 (12.50%) Pharmaceutical
1 3 (12.50%) Publishing
2 2 (8.33%) Manufacturing
2 2 (8.33%) Telecoms
3 1 (4.17%) Finance
Job Titles
1 10 (41.67%) Developer
2 5 (20.83%) Analyst
3 4 (16.67%) MicroStrategy Developer
4 3 (12.50%) Architect
4 3 (12.50%) Business Data Analyst
4 3 (12.50%) Business Intelligence Analyst
4 3 (12.50%) Consultant
4 3 (12.50%) Data Analyst
4 3 (12.50%) Data Integration Developer
4 3 (12.50%) Integration Developer
4 3 (12.50%) Linux Developer
4 3 (12.50%) SAP BusinessObjects (BO) Analyst
4 3 (12.50%) Senior Developer
5 2 (8.33%) Azure Architect
5 2 (8.33%) Business Analyst
5 2 (8.33%) Business Intelligence Business Analyst
5 2 (8.33%) Data Architect
5 2 (8.33%) Lead Data Architect
5 2 (8.33%) SAP Consultant
5 2 (8.33%) Senior MicroStrategy Developer
Libraries, Frameworks & Software Standards
1 4 (16.67%) JSON
1 4 (16.67%) XML
2 3 (12.50%) XML Schema
3 2 (8.33%) .NET
4 1 (4.17%) Akka
4 1 (4.17%) AngularJS
4 1 (4.17%) Celery
4 1 (4.17%) Flask
4 1 (4.17%) Kafka
4 1 (4.17%) pytest
4 1 (4.17%) RabbitMQ
4 1 (4.17%) Spark Streaming
4 1 (4.17%) Sphinx
4 1 (4.17%) SQLAlchemy
4 1 (4.17%) TensorFlow
4 1 (4.17%) WPF
Miscellaneous
1 3 (12.50%) Client/Server
1 3 (12.50%) Greenfield Project
2 2 (8.33%) Analytical Skills
2 2 (8.33%) Life Science
2 2 (8.33%) Management Information System
2 2 (8.33%) Wiki
3 1 (4.17%) Algorithms
3 1 (4.17%) Clustering
3 1 (4.17%) Computer Science
3 1 (4.17%) Linux Command Line
3 1 (4.17%) Mobile App
3 1 (4.17%) Replication
3 1 (4.17%) User Experience
Operating Systems
1 8 (33.33%) Linux
2 2 (8.33%) Unix
3 1 (4.17%) CentOS
3 1 (4.17%) Windows
3 1 (4.17%) Windows Server
3 1 (4.17%) Windows Server 2003
3 1 (4.17%) Windows Server 2008
3 1 (4.17%) Windows Server 2012
Processes & Methodologies
1 12 (50.00%) Business Intelligence
2 7 (29.17%) Analytics
3 4 (16.67%) Dashboard Development
3 4 (16.67%) Data Analysis
3 4 (16.67%) Data Management
3 4 (16.67%) Migration
3 4 (16.67%) Performance Tuning
4 3 (12.50%) Data Integration
4 3 (12.50%) Data Visualisation
4 3 (12.50%) Machine Learning
4 3 (12.50%) Memory Management
4 3 (12.50%) Statistical Modelling
4 3 (12.50%) Validation
4 3 (12.50%) Visualisation
5 2 (8.33%) Change Management
5 2 (8.33%) Conflict Management
5 2 (8.33%) Data Governance
5 2 (8.33%) Data Migration
5 2 (8.33%) Data Science
5 2 (8.33%) Stakeholder Management
Programming Languages
1 9 (37.50%) SQL
2 6 (25.00%) Python
3 4 (16.67%) Bash Shell
3 4 (16.67%) Java
3 4 (16.67%) Perl
4 2 (8.33%) C#
5 1 (4.17%) PHP
5 1 (4.17%) R
5 1 (4.17%) Scala
5 1 (4.17%) T-SQL
Qualifications
1 1 (4.17%) PhD
Quality Assurance & Compliance
1 2 (8.33%) Data Quality
System Software
1 1 (4.17%) Apache Flume
1 1 (4.17%) Docker
1 1 (4.17%) HDFS
Systems Management
1 1 (4.17%) Ansible
1 1 (4.17%) Terraform
Vendors
1 8 (33.33%) SAP
2 4 (16.67%) MicroStrategy
3 3 (12.50%) Microsoft
3 3 (12.50%) Oracle
4 2 (8.33%) BMC
4 2 (8.33%) Cloudera
4 2 (8.33%) Hortonworks
4 2 (8.33%) MapR
4 2 (8.33%) Remedy
5 1 (4.17%) Informatica
5 1 (4.17%) JD Edwards
5 1 (4.17%) Northgate
5 1 (4.17%) Talend
5 1 (4.17%) Teradata