Period
to 16 January 2019

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 16 January 2019 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
16 Jan 2019
Same period 2018 Same period 2017
Rank 52 79 55
Rank change year-on-year +27 -24 +24
Contract jobs citing ETL 28 17 23
As % of all contract IT jobs advertised in Cambridgeshire 2.63% 1.30% 2.15%
As % of the Processes & Methodologies category 3.05% 1.50% 2.61%
Number of daily rates quoted 14 11 17
Cambridgeshire median daily rate £488 £400 £404
Median daily rate % change year-on-year +21.88% -0.90% -5.03%
10th Percentile £351 £339 £318
90th Percentile £596 £525 £550
East of England median daily rate £461 £413 £404
% change year-on-year +11.82% +2.20% -5.03%
Number of hourly rates quoted 0 1 0
Cambridgeshire median hourly rate - £34.50 -
East of England median hourly rate - £34.50 -

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 917 1,136 881
As % of all contract IT jobs advertised in Cambridgeshire 86.02% 86.72% 82.18%
Number of daily rates quoted 496 560 375
Cambridgeshire median daily rate £425 £385 £375
Median daily rate % change year-on-year +10.39% +2.67% -3.54%
10th Percentile £263 £254 £214
90th Percentile £588 £550 £538
East of England median daily rate £450 £425 £400
% change year-on-year +5.88% +6.25% -
Number of hourly rates quoted 72 102 104
Cambridgeshire median hourly rate £33.75 £40.00 £34.75
Median hourly rate % change year-on-year -15.63% +15.11% -0.71%
10th Percentile £11.39 £11.85 £13.58
90th Percentile £52.50 £51.10 £47.50
East of England median hourly rate £19.25 £31.50 £32.40
% change year-on-year -38.89% -2.78% +8.00%

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 16 January 2019.

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 16 January 2019. 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 +13 23 £488 - 3
ETL
East of England

For the 6 months to 16 January 2019, 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 15 (53.57%) SQL
2 14 (50.00%) Data Warehouse
3 13 (46.43%) Business Intelligence
3 13 (46.43%) Analytics
3 13 (46.43%) Analytical Skills
4 11 (39.29%) Talend
5 10 (35.71%) Hadoop
5 10 (35.71%) NoSQL
6 9 (32.14%) Apache Hive
6 9 (32.14%) PostgreSQL
6 9 (32.14%) MySQL
6 9 (32.14%) Oracle
7 8 (28.57%) Agile Software Development
7 8 (28.57%) Visualisation
7 8 (28.57%) Amazon AWS
7 8 (28.57%) Software Engineering
7 8 (28.57%) User Acceptance Testing
7 8 (28.57%) Amazon Redshift
7 8 (28.57%) Amazon Aurora
8 7 (25.00%) Amazon EMR
8 7 (25.00%) Amazon S3
8 7 (25.00%) Pharmaceutical
8 7 (25.00%) Data Modelling
9 6 (21.43%) SOAP
9 6 (21.43%) Web Services
9 6 (21.43%) Java
9 6 (21.43%) MicroStrategy
9 6 (21.43%) Publishing
9 6 (21.43%) REST
9 6 (21.43%) Computer Science

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 5 (17.86%) SAS
2 3 (10.71%) Apache Spark
3 1 (3.57%) Oracle SOA Suite
3 1 (3.57%) SharePoint
Applications
1 3 (10.71%) SPSS
2 2 (7.14%) MS Visio
Business Applications
1 1 (3.57%) Oracle BPM
1 1 (3.57%) SAP MDG
1 1 (3.57%) SAP MDM
Cloud Services
1 8 (28.57%) Amazon AWS
2 7 (25.00%) Amazon EMR
2 7 (25.00%) Amazon S3
3 2 (7.14%) GitHub
3 2 (7.14%) Google Cloud Platform
4 1 (3.57%) Amazon SQS
Database & Business Intelligence
1 14 (50.00%) Data Warehouse
2 10 (35.71%) Hadoop
2 10 (35.71%) NoSQL
3 9 (32.14%) Apache Hive
3 9 (32.14%) MySQL
3 9 (32.14%) PostgreSQL
4 8 (28.57%) Amazon Aurora
4 8 (28.57%) Amazon Redshift
5 4 (14.29%) Data Mining
6 3 (10.71%) Big Data
6 3 (10.71%) BusinessObjects
6 3 (10.71%) Oracle BI EE
6 3 (10.71%) Relational Database
6 3 (10.71%) SQL Server Integration Services
6 3 (10.71%) SQL Server Reporting Services
7 2 (7.14%) Apache Cassandra
7 2 (7.14%) HBase
7 2 (7.14%) MongoDB
7 2 (7.14%) Oracle Database
7 2 (7.14%) Sqoop
Development Applications
1 6 (21.43%) GitLab
2 3 (10.71%) JIRA
2 3 (10.71%) Selenium
3 2 (7.14%) Atlassian Bamboo
3 2 (7.14%) ERwin
3 2 (7.14%) Git (software)
3 2 (7.14%) WebDriver
4 1 (3.57%) Cucumber
4 1 (3.57%) LoadRunner
4 1 (3.57%) Oracle APEX
General
1 7 (25.00%) Pharmaceutical
2 6 (21.43%) Publishing
3 5 (17.86%) Finance
Job Titles
1 11 (39.29%) Developer
2 8 (28.57%) ETL Developer
3 6 (21.43%) Analyst
4 5 (17.86%) Tester
5 3 (10.71%) Data Analyst
5 3 (10.71%) Data Engineer
5 3 (10.71%) ETL Analyst
5 3 (10.71%) Talend Developer
6 2 (7.14%) Automation Tester
6 2 (7.14%) Data Scientist
6 2 (7.14%) MicroStrategy Developer
6 2 (7.14%) QA Analyst
6 2 (7.14%) QA Automation Analyst
6 2 (7.14%) QA Automation Tester
6 2 (7.14%) QA Tester
7 1 (3.57%) Business Intelligence Analyst
7 1 (3.57%) Business Test Analyst
7 1 (3.57%) Cloud Developer
7 1 (3.57%) LoadRunner Tester
7 1 (3.57%) Oracle ETL Developer
Libraries, Frameworks & Software Standards
1 6 (21.43%) Apache Camel
1 6 (21.43%) REST
1 6 (21.43%) SOAP
1 6 (21.43%) Web Services
2 4 (14.29%) XML
3 2 (7.14%) Grails
3 2 (7.14%) HTML
3 2 (7.14%) HTML5
3 2 (7.14%) Kafka
3 2 (7.14%) Natural Language Processing
4 1 (3.57%) Middleware
Miscellaneous
1 13 (46.43%) Analytical Skills
2 3 (10.71%) User Experience
3 1 (3.57%) Greenfield Project
3 1 (3.57%) Replication
3 1 (3.57%) Taxonomies
Operating Systems
1 4 (14.29%) Unix
2 2 (7.14%) Linux
2 2 (7.14%) Solaris
2 2 (7.14%) Windows
Processes & Methodologies
1 13 (46.43%) Analytics
1 13 (46.43%) Business Intelligence
2 8 (28.57%) Agile Software Development
2 8 (28.57%) Software Engineering
2 8 (28.57%) User Acceptance Testing
2 8 (28.57%) Visualisation
3 7 (25.00%) Data Modelling
4 6 (21.43%) Computer Science
5 5 (17.86%) Business Analysis
5 5 (17.86%) Business Process Analysis
5 5 (17.86%) Information Architecture
5 5 (17.86%) Integration Testing
5 5 (17.86%) Release Management
5 5 (17.86%) System Integration Testing
6 4 (14.29%) Data Integration
6 4 (14.29%) Data Science
6 4 (14.29%) Kalman Filter
6 4 (14.29%) Statistics
7 3 (10.71%) Data Architecture
7 3 (10.71%) Data Management
Programming Languages
1 15 (53.57%) SQL
2 6 (21.43%) Java
3 4 (14.29%) JavaScript
3 4 (14.29%) Perl
3 4 (14.29%) Python
4 2 (7.14%) C
4 2 (7.14%) C#
4 2 (7.14%) C++
4 2 (7.14%) Groovy
4 2 (7.14%) MATLAB
4 2 (7.14%) PL/SQL
4 2 (7.14%) R
Qualifications
1 2 (7.14%) PhD
Quality Assurance & Compliance
1 5 (17.86%) QA
2 4 (14.29%) Data Quality
System Software
1 2 (7.14%) Apache Flume
Vendors
1 11 (39.29%) Talend
2 9 (32.14%) Oracle
3 6 (21.43%) MicroStrategy
4 2 (7.14%) Hortonworks
4 2 (7.14%) Hyperion
4 2 (7.14%) Informatica
5 1 (3.57%) Cisco
5 1 (3.57%) IBM
5 1 (3.57%) Microsoft
5 1 (3.57%) SAP