Period
to 26 February 2020

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 26 February 2020 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
26 Feb 2020
Same period 2019 Same period 2018
Rank 50 43 73
Rank change year-on-year -7 +30 -12
Contract jobs citing ETL 23 38 23
As % of all contract IT jobs advertised in Cambridgeshire 2.50% 3.77% 1.84%
As % of the Processes & Methodologies category 2.93% 4.43% 2.09%
Number of daily rates quoted 16 18 18
Cambridgeshire median daily rate £475 £525 £431
Median daily rate % change year-on-year -9.52% +21.74% +6.84%
10th Percentile £391 £386 £316
90th Percentile £588 £600 £563
East of England median daily rate £410 £450 £425
% change year-on-year -8.89% +5.88% +6.25%
Number of hourly rates quoted 0 0 0
Cambridgeshire median hourly rate - - -
East of England median hourly rate - - -

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 785 858 1,098
As % of all contract IT jobs advertised in Cambridgeshire 85.23% 85.20% 87.63%
Number of daily rates quoted 458 463 544
Cambridgeshire median daily rate £450 £438 £400
Median daily rate % change year-on-year +2.86% +9.38% +6.67%
10th Percentile £279 £263 £263
90th Percentile £600 £625 £575
East of England median daily rate £425 £450 £425
% change year-on-year -5.56% +5.88% +6.25%
Number of hourly rates quoted 109 78 103
Cambridgeshire median hourly rate £18.00 £17.50 £40.00
Median hourly rate % change year-on-year +2.86% -56.25% +48.84%
10th Percentile £13.00 £11.04 £12.25
90th Percentile £49.40 £50.38 £52.50
East of England median hourly rate £20.20 £18.88 £35.00
% change year-on-year +6.99% -46.07% +6.06%

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 26 February 2020.

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 26 February 2020. 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 -2 21 £475 -5.00% 7
Peterborough - 1 £388 - 1
ETL
East of England

For the 6 months to 26 February 2020, 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 (65.22%) SQL
2 12 (52.17%) Data Modelling
3 11 (47.83%) Git (software)
4 10 (43.48%) Data Analysis
4 10 (43.48%) Python
5 9 (39.13%) Visualisation
5 9 (39.13%) Analytics
6 8 (34.78%) Apache Spark
6 8 (34.78%) Data Warehouse
7 7 (30.43%) Agile Software Development
7 7 (30.43%) Tableau
7 7 (30.43%) Data Science
8 6 (26.09%) Data Quality
8 6 (26.09%) Jenkins
8 6 (26.09%) Amazon Redshift
8 6 (26.09%) Analytical Skills
8 6 (26.09%) Test Automation
8 6 (26.09%) Degree
9 5 (21.74%) JIRA
9 5 (21.74%) Data Validation
9 5 (21.74%) Scala
9 5 (21.74%) AWS
9 5 (21.74%) NoSQL
9 5 (21.74%) Gerrit
9 5 (21.74%) Statistics
9 5 (21.74%) Mathematics
9 5 (21.74%) Validation
9 5 (21.74%) Workflow
9 5 (21.74%) PostgreSQL
9 5 (21.74%) Oracle

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 8 (34.78%) Apache Spark
2 1 (4.35%) BizTalk Server
Business Applications
1 1 (4.35%) Dynamics NAV
1 1 (4.35%) Oracle EBS
Cloud Services
1 5 (21.74%) AWS
2 3 (13.04%) Amazon EMR
2 3 (13.04%) Amazon S3
2 3 (13.04%) Amazon SQS
Database & Business Intelligence
1 8 (34.78%) Data Warehouse
2 6 (26.09%) Amazon Redshift
3 5 (21.74%) NoSQL
3 5 (21.74%) PostgreSQL
4 4 (17.39%) MySQL
4 4 (17.39%) Relational Database
5 3 (13.04%) Amazon Aurora
5 3 (13.04%) Apache Hive
5 3 (13.04%) Oracle BI EE
5 3 (13.04%) Snowflake Schema
5 3 (13.04%) SQL Server
5 3 (13.04%) SQL Server Integration Services
5 3 (13.04%) Star Schema
6 2 (8.70%) Electronic Patient Records
6 2 (8.70%) SQL Server 2012
7 1 (4.35%) BusinessObjects
7 1 (4.35%) SAP BW
7 1 (4.35%) SAP Data Services
7 1 (4.35%) SAP HANA
7 1 (4.35%) SQL Server 2016
Development Applications
1 11 (47.83%) Git (software)
2 6 (26.09%) Jenkins
3 5 (21.74%) Gerrit
3 5 (21.74%) JIRA
4 4 (17.39%) Sonatype Nexus
General
1 2 (8.70%) Finance
1 2 (8.70%) Legal
1 2 (8.70%) Pharmaceutical
2 1 (4.35%) Law
2 1 (4.35%) Public Sector
2 1 (4.35%) Retail
Job Titles
1 9 (39.13%) Data Engineer
2 8 (34.78%) Developer
3 6 (26.09%) Automation Engineer
4 4 (17.39%) DevOps Engineer
4 4 (17.39%) Senior Data Engineer
5 3 (13.04%) DevOps Automation Engineer
5 3 (13.04%) SQL Developer
6 2 (8.70%) Developer/Software Engineer
6 2 (8.70%) ETL Developer
6 2 (8.70%) Python Developer
6 2 (8.70%) Python Engineer
6 2 (8.70%) Python Software Engineer
6 2 (8.70%) Software Developer
6 2 (8.70%) Software Engineer
6 2 (8.70%) SQL Server Developer
7 1 (4.35%) Alteryx Developer
7 1 (4.35%) C# .NET Developer
7 1 (4.35%) Microsoft Developer
7 1 (4.35%) SSIS Developer
7 1 (4.35%) T-SQL Developer
Libraries, Frameworks & Software Standards
1 5 (21.74%) D3.js
2 2 (8.70%) Django
3 1 (4.35%) .NET
3 1 (4.35%) .NET Framework
3 1 (4.35%) LINQ
3 1 (4.35%) LINQ to SQL
3 1 (4.35%) Middleware
3 1 (4.35%) Swagger
3 1 (4.35%) WCF
3 1 (4.35%) Web Services
Miscellaneous
1 6 (26.09%) Analytical Skills
2 4 (17.39%) Data Structures
3 1 (4.35%) Life Science
Processes & Methodologies
1 12 (52.17%) Data Modelling
2 10 (43.48%) Data Analysis
3 9 (39.13%) Analytics
3 9 (39.13%) Visualisation
4 7 (30.43%) Agile Software Development
4 7 (30.43%) Data Science
5 6 (26.09%) Test Automation
6 5 (21.74%) Data Engineering
6 5 (21.74%) Data Validation
6 5 (21.74%) Data Visualisation
6 5 (21.74%) DevOps
6 5 (21.74%) Mathematics
6 5 (21.74%) Statistics
6 5 (21.74%) Validation
6 5 (21.74%) Workflow
7 4 (17.39%) Continuous Integration
7 4 (17.39%) High Availability
7 4 (17.39%) Process Improvement
7 4 (17.39%) Scrum
7 4 (17.39%) Software Engineering
Programming Languages
1 15 (65.22%) SQL
2 10 (43.48%) Python
3 5 (21.74%) Scala
4 2 (8.70%) T-SQL
5 1 (4.35%) C#
Qualifications
1 6 (26.09%) Degree
2 1 (4.35%) Master's Degree
Quality Assurance & Compliance
1 6 (26.09%) Data Quality
System Software
1 2 (8.70%) Docker
Vendors
1 7 (30.43%) Tableau
2 5 (21.74%) Oracle
3 3 (13.04%) Microsoft
3 3 (13.04%) MicroStrategy
3 3 (13.04%) Talend
4 1 (4.35%) Alteryx
4 1 (4.35%) Salesforce.com
4 1 (4.35%) SAP
4 1 (4.35%) SnapLogic