Period
to 19 October 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 19 October 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
19 Oct 2018
Same period 2017 Same period 2016
Rank 61 80 60
Rank change year-on-year +19 -20 +31
Contract jobs citing ETL 23 12 22
As % of all contract IT jobs advertised in Cambridgeshire 1.92% 0.88% 1.97%
As % of the Processes & Methodologies category 2.23% 1.05% 2.37%
Number of daily rates quoted 12 8 15
Cambridgeshire median daily rate £513 £388 £404
Median daily rate % change year-on-year +32.26% -4.00% +15.32%
10th Percentile £334 £333 £309
90th Percentile £588 £494 £488
East of England median daily rate £475 £438 £420
% change year-on-year +8.57% +4.17% +12.00%
Number of hourly rates quoted 0 1 0
Cambridgeshire median hourly rate - £34.50 -
East of England median hourly rate £35.00 £34.50 -
% change year-on-year +1.45% - -

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 1,032 1,139 930
As % of all contract IT jobs advertised in Cambridgeshire 86.14% 83.08% 83.18%
Number of daily rates quoted 547 583 463
Cambridgeshire median daily rate £425 £375 £400
Median daily rate % change year-on-year +13.33% -6.25% +6.67%
10th Percentile £266 £216 £240
90th Percentile £588 £549 £525
East of England median daily rate £438 £425 £400
% change year-on-year +2.94% +6.25% +3.23%
Number of hourly rates quoted 89 112 85
Cambridgeshire median hourly rate £19.25 £37.50 £35.00
Median hourly rate % change year-on-year -48.67% +7.14% +94.44%
10th Percentile £11.50 £13.00 £12.60
90th Percentile £49.00 £49.75 £46.80
East of England median hourly rate £17.50 £30.25 £27.00
% change year-on-year -42.15% +12.04% +5.88%

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 19 October 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 19 October 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 17 £525 +7.69% 2
ETL
East of England

For the 6 months to 19 October 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 11 (47.83%) Analytics
2 10 (43.48%) Amazon Redshift
2 10 (43.48%) Analytical Skills
2 10 (43.48%) Amazon AWS
2 10 (43.48%) SQL
2 10 (43.48%) Amazon Aurora
3 9 (39.13%) MySQL
3 9 (39.13%) Apache Hive
3 9 (39.13%) NoSQL
3 9 (39.13%) Hadoop
3 9 (39.13%) Talend
4 8 (34.78%) Visualisation
4 8 (34.78%) Business Intelligence
4 8 (34.78%) Agile Software Development
5 7 (30.43%) PostgreSQL
5 7 (30.43%) Data Warehouse
5 7 (30.43%) Web Services
5 7 (30.43%) Amazon EMR
6 6 (26.09%) Amazon S3
6 6 (26.09%) Information Architecture
6 6 (26.09%) Data Modelling
6 6 (26.09%) MicroStrategy
7 5 (21.74%) Pharmaceutical
7 5 (21.74%) Publishing
7 5 (21.74%) SOAP
7 5 (21.74%) Oracle
7 5 (21.74%) User Acceptance Testing
7 5 (21.74%) REST
7 5 (21.74%) Apache Camel
7 5 (21.74%) GitLab

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 3 (13.04%) SAS
2 2 (8.70%) Apache Spark
2 2 (8.70%) Elasticsearch
3 1 (4.35%) Oracle SOA Suite
3 1 (4.35%) SharePoint
Applications
1 3 (13.04%) SPSS
2 1 (4.35%) Microsoft Office
Business Applications
1 1 (4.35%) Oracle BPM
1 1 (4.35%) SAP MDG
1 1 (4.35%) SAP MDM
Cloud Services
1 10 (43.48%) Amazon AWS
2 7 (30.43%) Amazon EMR
3 6 (26.09%) Amazon S3
4 2 (8.70%) Amazon Kinesis
4 2 (8.70%) Amazon SQS
4 2 (8.70%) GitHub
Database & Business Intelligence
1 10 (43.48%) Amazon Aurora
1 10 (43.48%) Amazon Redshift
2 9 (39.13%) Apache Hive
2 9 (39.13%) Hadoop
2 9 (39.13%) MySQL
2 9 (39.13%) NoSQL
3 7 (30.43%) Data Warehouse
3 7 (30.43%) PostgreSQL
4 3 (13.04%) BusinessObjects
4 3 (13.04%) Spotfire
5 2 (8.70%) Amazon Athena
5 2 (8.70%) Data Lake
5 2 (8.70%) Data Mining
5 2 (8.70%) OLAP
5 2 (8.70%) Oracle BI EE
5 2 (8.70%) Qlik Sense
5 2 (8.70%) Relational Database
6 1 (4.35%) PowerCenter
6 1 (4.35%) SQL Server
6 1 (4.35%) SQL Server Reporting Services
Development Applications
1 5 (21.74%) GitLab
2 2 (8.70%) JIRA
2 2 (8.70%) Selenium
3 1 (4.35%) Atlassian Bamboo
3 1 (4.35%) Cucumber
3 1 (4.35%) Git (software)
3 1 (4.35%) LoadRunner
3 1 (4.35%) Oracle APEX
3 1 (4.35%) WebDriver
General
1 5 (21.74%) Pharmaceutical
1 5 (21.74%) Publishing
2 3 (13.04%) Finance
3 1 (4.35%) Automotive
Job Titles
1 6 (26.09%) Developer
2 5 (21.74%) Analyst
2 5 (21.74%) Data Engineer
2 5 (21.74%) ETL Developer
3 4 (17.39%) Data Analyst
4 3 (13.04%) Tester
5 2 (8.70%) Architect
5 2 (8.70%) AWS Architect
5 2 (8.70%) Data Analytics Engineer
5 2 (8.70%) Data Modeller
5 2 (8.70%) ETL Analyst
6 1 (4.35%) AWS Engineer
6 1 (4.35%) Data Warehouse Developer
6 1 (4.35%) ETL Tester
6 1 (4.35%) Oracle Developer
6 1 (4.35%) QA Analyst
6 1 (4.35%) QA Automation Analyst
6 1 (4.35%) QA Automation Tester
6 1 (4.35%) Senior Data Engineer
6 1 (4.35%) SQL Developer
Libraries, Frameworks & Software Standards
1 7 (30.43%) Web Services
2 5 (21.74%) Apache Camel
2 5 (21.74%) REST
2 5 (21.74%) SOAP
3 4 (17.39%) XML
4 1 (4.35%) Grails
4 1 (4.35%) HTML
4 1 (4.35%) HTML5
4 1 (4.35%) Middleware
Miscellaneous
1 10 (43.48%) Analytical Skills
2 4 (17.39%) Computer Science
3 2 (8.70%) Data Structures
4 1 (4.35%) Greenfield Project
4 1 (4.35%) Replication
4 1 (4.35%) Taxonomies
Operating Systems
1 2 (8.70%) Unix
Processes & Methodologies
1 11 (47.83%) Analytics
2 8 (34.78%) Agile Software Development
2 8 (34.78%) Business Intelligence
2 8 (34.78%) Visualisation
3 6 (26.09%) Data Modelling
3 6 (26.09%) Information Architecture
4 5 (21.74%) User Acceptance Testing
5 4 (17.39%) Business Analysis
5 4 (17.39%) Business Process Analysis
5 4 (17.39%) Integration Testing
5 4 (17.39%) Master Data Management
5 4 (17.39%) Release Management
5 4 (17.39%) Scrum
5 4 (17.39%) Software Engineering
5 4 (17.39%) System Integration Testing
6 3 (13.04%) Data Analysis
6 3 (13.04%) Data Analytics
6 3 (13.04%) Data Integration
6 3 (13.04%) Data Science
6 3 (13.04%) Data Visualisation
Programming Languages
1 10 (43.48%) SQL
2 4 (17.39%) JavaScript
3 3 (13.04%) Java
3 3 (13.04%) Python
4 2 (8.70%) Perl
4 2 (8.70%) PL/SQL
5 1 (4.35%) C#
5 1 (4.35%) Groovy
5 1 (4.35%) R
Quality Assurance & Compliance
1 4 (17.39%) Data Quality
2 2 (8.70%) QA
Vendors
1 9 (39.13%) Talend
2 6 (26.09%) MicroStrategy
3 5 (21.74%) Oracle
4 3 (13.04%) Tableau
5 2 (8.70%) Hyperion
6 1 (4.35%) Alteryx
6 1 (4.35%) Cisco
6 1 (4.35%) IBM
6 1 (4.35%) Informatica
6 1 (4.35%) Microsoft
6 1 (4.35%) SAP