Period
to 14 August 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 14 August 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
14 Aug 2018
Same period 2017 Same period 2016
Rank 71 77 43
Rank change year-on-year +6 -34 +54
Contract jobs citing ETL 13 12 45
As % of all contract IT jobs advertised in Cambridgeshire 1.18% 1.00% 3.71%
As % of the Processes & Methodologies category 1.37% 1.21% 4.51%
Number of daily rates quoted 7 9 25
Cambridgeshire median daily rate £475 £400 £475
Median daily rate % change year-on-year +18.75% -15.79% +35.71%
10th Percentile £272 £310 £309
90th Percentile £580 £449 £527
East of England median daily rate £475 £413 £449
% change year-on-year +15.15% -8.08% +18.87%
Number of hourly rates quoted 0 2 0
Cambridgeshire median hourly rate - £23.25 -
East of England median hourly rate £35.00 £23.25 -
% change year-on-year +50.54% - -

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 952 992 997
As % of all contract IT jobs advertised in Cambridgeshire 86.47% 82.46% 82.13%
Number of daily rates quoted 491 504 562
Cambridgeshire median daily rate £425 £375 £410
Median daily rate % change year-on-year +13.33% -8.54% +13.89%
10th Percentile £263 £205 £258
90th Percentile £575 £515 £538
East of England median daily rate £438 £425 £400
% change year-on-year +2.94% +6.25% +3.23%
Number of hourly rates quoted 89 122 71
Cambridgeshire median hourly rate £17.50 £33.00 £37.50
Median hourly rate % change year-on-year -46.97% -12.00% +137.79%
10th Percentile £11.17 £12.55 £11.64
90th Percentile £47.50 £47.23 £48.75
East of England median hourly rate £17.50 £26.22 £25.00
% change year-on-year -33.26% +4.88% +8.70%

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 14 August 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 14 August 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 11 £500 +17.65% 1
ETL
East of England

For the 6 months to 14 August 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 5 (38.46%) SQL
1 5 (38.46%) MySQL
1 5 (38.46%) Data Warehouse
1 5 (38.46%) Amazon AWS
1 5 (38.46%) Apache Hive
2 4 (30.77%) Hadoop
2 4 (30.77%) Visualisation
2 4 (30.77%) Agile Software Development
2 4 (30.77%) Tableau
2 4 (30.77%) Master Data Management
2 4 (30.77%) Amazon Redshift
2 4 (30.77%) Amazon Aurora
3 3 (23.08%) Analytical Skills
3 3 (23.08%) Analytics
3 3 (23.08%) Data Quality
3 3 (23.08%) Talend
3 3 (23.08%) Data Modelling
3 3 (23.08%) Web Services
3 3 (23.08%) SQL Server
3 3 (23.08%) CRM
3 3 (23.08%) Business Intelligence
3 3 (23.08%) NoSQL
3 3 (23.08%) Data Visualisation
3 3 (23.08%) SQL Server Reporting Services
3 3 (23.08%) Data Analysis
4 2 (15.38%) SQL Server Integration Services
4 2 (15.38%) JIRA
4 2 (15.38%) Spotfire
4 2 (15.38%) SQL Server Analysis Services
4 2 (15.38%) 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 (15.38%) Apache Spark
1 2 (15.38%) Elasticsearch
2 1 (7.69%) Apache
2 1 (7.69%) Apache Solr
2 1 (7.69%) Confluence
2 1 (7.69%) SAS
Applications
1 1 (7.69%) Microsoft Excel
1 1 (7.69%) Microsoft Office
Business Applications
1 1 (7.69%) Dynamics CRM
Cloud Services
1 5 (38.46%) Amazon AWS
2 2 (15.38%) Amazon EMR
2 2 (15.38%) Amazon Kinesis
3 1 (7.69%) Amazon S3
3 1 (7.69%) Amazon SQS
3 1 (7.69%) Dynamics 365
Database & Business Intelligence
1 5 (38.46%) Apache Hive
1 5 (38.46%) Data Warehouse
1 5 (38.46%) MySQL
2 4 (30.77%) Amazon Aurora
2 4 (30.77%) Amazon Redshift
2 4 (30.77%) Hadoop
3 3 (23.08%) NoSQL
3 3 (23.08%) SQL Server
3 3 (23.08%) SQL Server Reporting Services
4 2 (15.38%) Amazon Athena
4 2 (15.38%) Data Lake
4 2 (15.38%) PostgreSQL
4 2 (15.38%) Qlik Sense
4 2 (15.38%) Spotfire
4 2 (15.38%) SQL Server Analysis Services
4 2 (15.38%) SQL Server Integration Services
5 1 (7.69%) Big Data
5 1 (7.69%) HBase
5 1 (7.69%) Impala
5 1 (7.69%) Power BI
Development Applications
1 2 (15.38%) JIRA
2 1 (7.69%) Cucumber
2 1 (7.69%) GitLab
2 1 (7.69%) LoadRunner
2 1 (7.69%) Selenium
General
1 1 (7.69%) Automotive
1 1 (7.69%) Manufacturing
1 1 (7.69%) Marketing
1 1 (7.69%) Publishing
Job Titles
1 2 (15.38%) Analyst
1 2 (15.38%) Architect
1 2 (15.38%) AWS Architect
1 2 (15.38%) Data Engineer
1 2 (15.38%) Data Modeller
1 2 (15.38%) Data Warehouse Developer
1 2 (15.38%) Developer
1 2 (15.38%) ETL Developer
1 2 (15.38%) Tester
2 1 (7.69%) AWS Engineer
2 1 (7.69%) Business Intelligence Analyst
2 1 (7.69%) Computer Scientist
2 1 (7.69%) Computer Vision Scientist
2 1 (7.69%) Data Analytics Engineer
2 1 (7.69%) Data Scientist
2 1 (7.69%) ETL Tester
2 1 (7.69%) Functional Tester
2 1 (7.69%) LoadRunner Tester
2 1 (7.69%) Selenium Tester
2 1 (7.69%) Senior Data Engineer
Libraries, Frameworks & Software Standards
1 3 (23.08%) Web Services
2 1 (7.69%) Akka
2 1 (7.69%) Apache Camel
2 1 (7.69%) Kafka
2 1 (7.69%) REST
2 1 (7.69%) SOAP
2 1 (7.69%) TensorFlow
Miscellaneous
1 3 (23.08%) Analytical Skills
2 2 (15.38%) Data Structures
2 2 (15.38%) Greenfield Project
3 1 (7.69%) Computer Science
3 1 (7.69%) Mobile App
Processes & Methodologies
1 4 (30.77%) Agile Software Development
1 4 (30.77%) Master Data Management
1 4 (30.77%) Visualisation
2 3 (23.08%) Analytics
2 3 (23.08%) Business Intelligence
2 3 (23.08%) CRM
2 3 (23.08%) Data Analysis
2 3 (23.08%) Data Modelling
2 3 (23.08%) Data Visualisation
3 2 (15.38%) Conceptual Models
3 2 (15.38%) Data Science
3 2 (15.38%) Information Architecture
3 2 (15.38%) Scrum
4 1 (7.69%) Computer Vision
4 1 (7.69%) Data Governance
4 1 (7.69%) Functional Testing
4 1 (7.69%) Machine Learning
4 1 (7.69%) Problem-Solving
4 1 (7.69%) Scaled Agile Framework
4 1 (7.69%) Stakeholder Engagement
Programming Languages
1 5 (38.46%) SQL
2 2 (15.38%) Python
2 2 (15.38%) R
3 1 (7.69%) Java
3 1 (7.69%) Scala
Qualifications
1 1 (7.69%) PhD
Quality Assurance & Compliance
1 3 (23.08%) Data Quality
2 1 (7.69%) QA
System Software
1 1 (7.69%) Apache Flume
Systems Management
1 1 (7.69%) Terraform
Vendors
1 4 (30.77%) Tableau
2 3 (23.08%) Talend
3 2 (15.38%) Microsoft
3 2 (15.38%) MicroStrategy
3 2 (15.38%) Oracle
4 1 (7.69%) Alteryx
4 1 (7.69%) Atlassian
4 1 (7.69%) Cloudera
4 1 (7.69%) Hortonworks
4 1 (7.69%) MapR
4 1 (7.69%) SAP