Period
to 17 October 2018

The following table provides summary statistics for contract job vacancies advertised in Reading 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 17 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)
Berkshire > Reading
6 months to
17 Oct 2018
Same period 2017 Same period 2016
Rank 78 62 92
Rank change year-on-year -16 +30 -24
Contract jobs citing ETL 19 24 6
As % of all contract IT jobs advertised in Reading 1.31% 1.90% 0.39%
As % of the Processes & Methodologies category 1.52% 2.28% 0.49%
Number of daily rates quoted 14 19 5
Reading median daily rate £481 £425 £375
Median daily rate % change year-on-year +13.24% +13.33% -6.25%
10th Percentile £331 £334 £328
90th Percentile £689 £580 £543
Berkshire median daily rate £475 £450 £429
% change year-on-year +5.56% +4.80% +7.34%
Number of hourly rates quoted 0 0 0
Reading median hourly rate - - -
Berkshire median hourly rate - £58.00 -

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 Reading with a requirement for process or methodology skills.

All Process and Methodology Skills
Reading
Contract vacancies with a requirement for process or methodology skills 1,250 1,052 1,226
As % of all contract IT jobs advertised in Reading 86.39% 83.29% 80.60%
Number of daily rates quoted 693 591 694
Reading median daily rate £425 £425 £400
Median daily rate % change year-on-year - +6.25% -
10th Percentile £214 £272 £228
90th Percentile £588 £575 £569
Berkshire median daily rate £425 £425 £400
% change year-on-year - +6.25% +3.23%
Number of hourly rates quoted 20 47 44
Reading median hourly rate £21.50 £16.00 £22.35
Median hourly rate % change year-on-year +34.38% -28.41% -11.69%
10th Percentile £13.30 £11.05 £14.25
90th Percentile £56.50 £47.50 £43.28
Berkshire median hourly rate £20.50 £16.00 £17.50
% change year-on-year +28.13% -8.57% -32.04%

ETL
Job Vacancy Trend in Reading

Job postings citing ETL as a percentage of all IT jobs advertised in Reading.

Job vacancy trend for ETL in Reading

ETL
Contractor Daily Rate Trend in Reading

This chart provides the 3-month moving average for daily rates quoted in contract jobs citing ETL in Reading.

Contractor daily rate trend for ETL in Reading

ETL
Contractor Daily Rate Histogram in Reading

The daily rate distribution of IT jobs citing ETL in Reading over the 6 months to 17 October 2018.

Contractor daily rate histogram for ETL in Reading

ETL
Contractor Hourly Rate Trend in Reading

This chart provides the 3-month moving average for contractor hourly rates quoted in IT jobs citing ETL in Reading.

Contractor hourly rate trend for ETL in Reading

For the 6 months to 17 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 Reading region with a requirement for ETL.

1 9 (47.37%) Data Warehouse
2 8 (42.11%) Business Intelligence
3 7 (36.84%) Oracle
3 7 (36.84%) Informatica
4 5 (26.32%) PL/SQL
4 5 (26.32%) SQL
4 5 (26.32%) SAP
4 5 (26.32%) Analytics
5 4 (21.05%) Oracle Database
6 3 (15.79%) Agile Software Development
6 3 (15.79%) Oracle APEX
6 3 (15.79%) Finance
6 3 (15.79%) Client/Server
6 3 (15.79%) Oracle Reports
6 3 (15.79%) Project Management
6 3 (15.79%) PowerCenter
6 3 (15.79%) Data Mining
6 3 (15.79%) BusinessObjects
6 3 (15.79%) Performance Tuning
6 3 (15.79%) Microsoft Azure
6 3 (15.79%) Big Data
6 3 (15.79%) Oracle Database 12c
6 3 (15.79%) Scenario Testing
6 3 (15.79%) Azure Data Factory
7 2 (10.53%) Analytical Skills
7 2 (10.53%) Apache Spark
7 2 (10.53%) Power BI
7 2 (10.53%) VME
7 2 (10.53%) Dimensional Modelling
7 2 (10.53%) Data Integration

ETL
Co-occurring IT Skills in Reading 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 (10.53%) Apache Spark
2 1 (5.26%) PowerExchange
Business Applications
1 1 (5.26%) Maximo
Cloud Services
1 3 (15.79%) Azure Data Factory
1 3 (15.79%) Microsoft Azure
2 1 (5.26%) Amazon AWS
2 1 (5.26%) Amazon S3
Communications & Networking
1 1 (5.26%) SMS
Database & Business Intelligence
1 9 (47.37%) Data Warehouse
2 4 (21.05%) Oracle Database
3 3 (15.79%) Big Data
3 3 (15.79%) BusinessObjects
3 3 (15.79%) Data Mining
3 3 (15.79%) Oracle Database 12c
3 3 (15.79%) Oracle Reports
3 3 (15.79%) PowerCenter
4 2 (10.53%) DataStage
4 2 (10.53%) Hadoop
4 2 (10.53%) Power BI
4 2 (10.53%) SQL Server
4 2 (10.53%) SQL Server Integration Services
5 1 (5.26%) Amazon Redshift
5 1 (5.26%) Apache Hive
5 1 (5.26%) Data Lake
5 1 (5.26%) Relational Database
5 1 (5.26%) SQL Server 2012
5 1 (5.26%) SQL Server 2014
5 1 (5.26%) SQL Server 2016
Development Applications
1 3 (15.79%) Oracle APEX
2 1 (5.26%) ERwin
General
1 3 (15.79%) Finance
2 1 (5.26%) Publishing
Job Titles
1 7 (36.84%) Developer
2 4 (21.05%) ETL Developer
3 3 (15.79%) Analyst
3 3 (15.79%) Data Warehouse Developer
3 3 (15.79%) Designer
4 2 (10.53%) Architect
4 2 (10.53%) Data Architect
4 2 (10.53%) Software Engineer
5 1 (5.26%) Analyst Developer
5 1 (5.26%) Business Analyst
5 1 (5.26%) Consultant
5 1 (5.26%) Data Analyst
5 1 (5.26%) Database Consultant
5 1 (5.26%) Database Developer
5 1 (5.26%) Developer Analyst
5 1 (5.26%) Enterprise Architect
5 1 (5.26%) Programmer
5 1 (5.26%) Software Development Engineer
5 1 (5.26%) Technical Consultant
5 1 (5.26%) Technical Specialist
Libraries, Frameworks & Software Standards
1 1 (5.26%) Kafka
1 1 (5.26%) Web Services
Miscellaneous
1 3 (15.79%) Client/Server
2 2 (10.53%) Analytical Skills
2 2 (10.53%) Mainframe
Operating Systems
1 2 (10.53%) VME
2 1 (5.26%) Linux
Processes & Methodologies
1 8 (42.11%) Business Intelligence
2 5 (26.32%) Analytics
3 3 (15.79%) Agile Software Development
3 3 (15.79%) Performance Tuning
3 3 (15.79%) Project Management
3 3 (15.79%) Scenario Testing
4 2 (10.53%) Data Architecture
4 2 (10.53%) Data Integration
4 2 (10.53%) Data Management
4 2 (10.53%) Data Modelling
4 2 (10.53%) Dimensional Modelling
4 2 (10.53%) Migration
4 2 (10.53%) PRINCE2
4 2 (10.53%) Six Sigma
4 2 (10.53%) Technical Analysis
5 1 (5.26%) Artificial Intelligence
5 1 (5.26%) Continuous Integration
5 1 (5.26%) Data Analysis
5 1 (5.26%) Unit Testing
5 1 (5.26%) User Acceptance Testing
Programming Languages
1 5 (26.32%) PL/SQL
1 5 (26.32%) SQL
2 1 (5.26%) Java
2 1 (5.26%) Python
2 1 (5.26%) R
2 1 (5.26%) Scala
Qualifications
1 1 (5.26%) SC Cleared
1 1 (5.26%) Security Cleared
Quality Assurance & Compliance
1 2 (10.53%) Data Quality
Vendors
1 7 (36.84%) Informatica
1 7 (36.84%) Oracle
2 5 (26.32%) SAP
3 2 (10.53%) Ab Initio
3 2 (10.53%) Netezza
3 2 (10.53%) Talend
3 2 (10.53%) Teradata
4 1 (5.26%) Cloudera
4 1 (5.26%) ICL