Period
to 8 July 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 8 July 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
8 Jul 2020
Same period 2019 Same period 2018
Rank 23 46 58
Rank change year-on-year +23 +12 +19
Contract jobs citing ETL 30 35 23
As % of all contract jobs advertised in Cambridgeshire 6.34% 3.11% 2.15%
As % of the Processes & Methodologies category 7.18% 3.64% 2.48%
Number of daily rates quoted 21 20 17
Median daily rate £575 £475 £450
Median daily rate % change year-on-year +21.05% +5.56% +12.50%
10th Percentile £419 £350 £313
90th Percentile £700 £765 £580
East of England median daily rate £450 £463 £450
% change year-on-year -2.70% +2.78% +9.09%
Number of hourly rates quoted 0 0 0
Median hourly rate - - -
East of England median hourly rate - - £35.00

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 418 961 928
As % of all contract IT jobs advertised in Cambridgeshire 88.37% 85.42% 86.89%
Number of daily rates quoted 264 543 459
Median daily rate £475 £450 £425
Median daily rate % change year-on-year +5.56% +5.88% +13.33%
10th Percentile £300 £263 £263
90th Percentile £625 £625 £575
East of England median daily rate £450 £450 £433
% change year-on-year - +4.05% +1.76%
Number of hourly rates quoted 29 100 92
Median hourly rate £16.00 £17.38 £17.50
Median hourly rate % change year-on-year -7.91% -0.71% -41.67%
10th Percentile £12.63 £10.64 £11.39
90th Percentile £45.75 £50.00 £47.50
Median hourly rate £23.89 £17.50 £17.32
% change year-on-year +36.50% +1.04% -45.02%

ETL
Job Vacancy Trend in Cambridgeshire

Job postings citing ETL as a proportion of all IT jobs advertised in Cambridgeshire.

Job vacancy trend for ETL in Cambridgeshire

ETL
Contractor Daily Rate Trend in Cambridgeshire

3-month moving average daily rate quoted in jobs citing ETL in Cambridgeshire.

Daily rate trend for ETL in Cambridgeshire

ETL
Daily Rate Histogram in Cambridgeshire

Daily rate distribution for jobs citing ETL in Cambridgeshire over the 6 months to 8 July 2020.

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 8 July 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 +24 21 £600 +26.32% 3
Peterborough +7 4 £438 +25.00%
ETL
East of England

For the 6 months to 8 July 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 21 (70.00%) Talend
2 18 (60.00%) Analytics
2 18 (60.00%) AWS
2 18 (60.00%) Amazon S3
2 18 (60.00%) Amazon Redshift
3 16 (53.33%) Amazon SQS
3 16 (53.33%) Agile Software Development
4 12 (40.00%) Business Intelligence
5 11 (36.67%) Amazon EMR
5 11 (36.67%) Amazon Aurora
6 10 (33.33%) Power BI
6 10 (33.33%) Technical Leadership
6 10 (33.33%) Power Platform
6 10 (33.33%) PowerApps
6 10 (33.33%) SQL
6 10 (33.33%) High Availability
7 9 (30.00%) Jenkins
7 9 (30.00%) Git (software)
7 9 (30.00%) Data Warehouse
7 9 (30.00%) Data Lake
8 8 (26.67%) Amazon RDS
8 8 (26.67%) Apache Spark
8 8 (26.67%) Data Modelling
8 8 (26.67%) Data Analysis
8 8 (26.67%) Scrum
8 8 (26.67%) Continuous Integration
8 8 (26.67%) Apache Hive
9 7 (23.33%) Data Structures
9 7 (23.33%) DevOps
9 7 (23.33%) Relational Database

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 (26.67%) Apache Spark
2 1 (3.33%) BizTalk Server
Business Applications
1 1 (3.33%) Oracle EBS
Cloud Services
1 18 (60.00%) Amazon S3
1 18 (60.00%) AWS
2 16 (53.33%) Amazon SQS
3 11 (36.67%) Amazon EMR
4 10 (33.33%) Power Platform
4 10 (33.33%) PowerApps
5 6 (20.00%) Azure
6 4 (13.33%) Azure Data Factory
6 4 (13.33%) Azure Functions
6 4 (13.33%) Serverless
7 3 (10.00%) SaaS
Database & Business Intelligence
1 18 (60.00%) Amazon Redshift
2 11 (36.67%) Amazon Aurora
3 10 (33.33%) Power BI
4 9 (30.00%) Data Lake
4 9 (30.00%) Data Warehouse
5 8 (26.67%) Amazon RDS
5 8 (26.67%) Apache Hive
6 7 (23.33%) Relational Database
7 6 (20.00%) Big Data
7 6 (20.00%) SQL Server Integration Services
8 5 (16.67%) PostgreSQL
8 5 (16.67%) Star Schema
9 4 (13.33%) Azure SQL Data Warehouse
9 4 (13.33%) Azure SQL Database
9 4 (13.33%) Data Mart
9 4 (13.33%) SQL Server Analysis Services
10 3 (10.00%) MySQL
11 2 (6.67%) RDBMS
11 2 (6.67%) Snowflake Schema
12 1 (3.33%) SQL Server
Development Applications
1 9 (30.00%) Git (software)
1 9 (30.00%) Jenkins
2 7 (23.33%) Sonatype Nexus
General
1 6 (20.00%) Pharmaceutical
2 5 (16.67%) Legal
3 1 (3.33%) Law
3 1 (3.33%) Retail
Job Titles
1 10 (33.33%) Data Engineer
2 4 (13.33%) Azure Engineer
2 4 (13.33%) Data Analytics Engineer
2 4 (13.33%) Developer
3 3 (10.00%) Technical Leader
4 2 (6.67%) Developer/Software Engineer
4 2 (6.67%) Python Developer
4 2 (6.67%) Python Engineer
4 2 (6.67%) Python Software Engineer
4 2 (6.67%) Senior Data Engineer
4 2 (6.67%) Software Developer
4 2 (6.67%) Software Engineer
4 2 (6.67%) SQL Developer
4 2 (6.67%) Team Leader
5 1 (3.33%) Architect
5 1 (3.33%) AWS Engineer
5 1 (3.33%) Business Intelligence Lead
5 1 (3.33%) Data Architect
5 1 (3.33%) Microsoft Developer
5 1 (3.33%) SQL Server Developer
Libraries, Frameworks & Software Standards
1 2 (6.67%) Django
2 1 (3.33%) Middleware
2 1 (3.33%) Swagger
2 1 (3.33%) Web Services
Miscellaneous
1 7 (23.33%) Data Structures
2 3 (10.00%) Analytical Skills
3 2 (6.67%) LIMS
4 1 (3.33%) Hedge funds
4 1 (3.33%) Video Conferencing
Processes & Methodologies
1 18 (60.00%) Analytics
2 16 (53.33%) Agile Software Development
3 12 (40.00%) Business Intelligence
4 10 (33.33%) High Availability
4 10 (33.33%) Technical Leadership
5 8 (26.67%) Continuous Integration
5 8 (26.67%) Data Analysis
5 8 (26.67%) Data Modelling
5 8 (26.67%) Scrum
6 7 (23.33%) DevOps
7 6 (20.00%) Data Integration
7 6 (20.00%) Data Science
7 6 (20.00%) Dimensional Modelling
7 6 (20.00%) Visualisation
8 4 (13.33%) Data Engineering
8 4 (13.33%) Kimball Methodology
9 2 (6.67%) Auto-Scaling
9 2 (6.67%) Data Visualisation
9 2 (6.67%) Requirements Gathering
9 2 (6.67%) SDLC
Programming Languages
1 10 (33.33%) SQL
2 5 (16.67%) Python
3 3 (10.00%) Java
Quality Assurance & Compliance
1 3 (10.00%) GxP
System Software
1 2 (6.67%) Docker
Systems Management
1 1 (3.33%) Kubernetes
Vendors
1 21 (70.00%) Talend
2 6 (20.00%) Microsoft
3 4 (13.33%) Databricks
4 2 (6.67%) Informatica
4 2 (6.67%) MicroStrategy
4 2 (6.67%) Tableau
5 1 (3.33%) Oracle
5 1 (3.33%) SnapLogic