Period
to 24 April 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 24 April 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
24 Apr 2018
Same period 2017 Same period 2016
Rank 74 60 95
Rank change year-on-year -14 +35 -1
Contract jobs citing ETL 19 31 21
As % of all contract IT jobs advertised in Reading 1.47% 2.26% 1.08%
As % of the Processes & Methodologies category 1.74% 2.78% 1.36%
Number of daily rates quoted 15 16 15
Reading median daily rate £400 £419 £450
Median daily rate % change year-on-year -4.48% -6.94% +9.76%
10th Percentile £340 £309 £318
90th Percentile £510 £663 £540
Berkshire median daily rate £400 £438 £450
% change year-on-year -8.57% -2.78% +28.57%
Number of hourly rates quoted 0 0 0
Reading median hourly rate - - -
Berkshire median hourly rate £55.00 £31.50 -
% change year-on-year +74.60% - -

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 1,091 1,114 1,547
As % of all contract IT jobs advertised in Reading 84.18% 81.37% 79.25%
Number of daily rates quoted 678 564 891
Reading median daily rate £425 £414 £400
Median daily rate % change year-on-year +2.72% +3.44% -
10th Percentile £263 £227 £250
90th Percentile £601 £550 £538
Berkshire median daily rate £425 £419 £400
% change year-on-year +1.43% +4.75% +2.56%
Number of hourly rates quoted 25 38 44
Reading median hourly rate £17.00 £17.84 £27.50
Median hourly rate % change year-on-year -4.71% -35.13% +22.22%
10th Percentile £11.25 £13.00 £12.19
90th Percentile £49.50 £57.50 £62.10
Berkshire median hourly rate £15.43 £15.00 £16.50
% change year-on-year +2.87% -9.09% -23.43%

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 24 April 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 24 April 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 16 (84.21%) SQL
2 10 (52.63%) Data Modelling
3 8 (42.11%) Data Warehouse
3 8 (42.11%) Analytical Skills
4 7 (36.84%) Data Quality
4 7 (36.84%) Oracle
4 7 (36.84%) Business Intelligence
5 6 (31.58%) SQL Server
5 6 (31.58%) UML
5 6 (31.58%) Migration
5 6 (31.58%) Risk Assessment
5 6 (31.58%) Data Analysis
5 6 (31.58%) Business Process Mapping
5 6 (31.58%) Data Protection Act
5 6 (31.58%) Data Protection
5 6 (31.58%) Microsoft Azure
5 6 (31.58%) GDPR
6 5 (26.32%) Agile Software Development
6 5 (26.32%) Business Analysis
7 4 (21.05%) Microsoft
7 4 (21.05%) Informatica
7 4 (21.05%) Hadoop
7 4 (21.05%) Risk Analysis
7 4 (21.05%) Data Structures
7 4 (21.05%) Power BI
7 4 (21.05%) Big Data
7 4 (21.05%) Analytics
8 3 (15.79%) Apache Pig
8 3 (15.79%) Data Analytics
8 3 (15.79%) Use Case

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 3 (15.79%) Apache Pig
2 2 (10.53%) SAS
3 1 (5.26%) PowerExchange
3 1 (5.26%) SharePoint
Applications
1 2 (10.53%) SPSS
Cloud Services
1 6 (31.58%) Microsoft Azure
Database & Business Intelligence
1 8 (42.11%) Data Warehouse
2 6 (31.58%) SQL Server
3 4 (21.05%) Big Data
3 4 (21.05%) Hadoop
3 4 (21.05%) Power BI
4 3 (15.79%) Apache Hive
4 3 (15.79%) Azure SQL Database
4 3 (15.79%) SQL Server Analysis Services
4 3 (15.79%) SQL Server Integration Services
4 3 (15.79%) SQL Server Reporting Services
5 2 (10.53%) Apache Cassandra
5 2 (10.53%) HBase
5 2 (10.53%) Mahout
5 2 (10.53%) MongoDB
5 2 (10.53%) NoSQL
5 2 (10.53%) Pentaho
5 2 (10.53%) Redis
5 2 (10.53%) SAP HANA
5 2 (10.53%) SQL Server 2005
5 2 (10.53%) SQL Server 2008
Development Applications
1 1 (5.26%) Oracle Forms
General
1 3 (15.79%) Finance
2 1 (5.26%) Marketing
Job Titles
1 5 (26.32%) Analyst
1 5 (26.32%) Data Analyst
1 5 (26.32%) Data Modeller
2 4 (21.05%) Developer
3 3 (15.79%) Consultant
3 3 (15.79%) Data Consultant
3 3 (15.79%) Insight Consultant
3 3 (15.79%) SQL Developer
4 2 (10.53%) DBA
4 2 (10.53%) Designer
4 2 (10.53%) Oracle Developer
4 2 (10.53%) PL/SQL Developer
5 1 (5.26%) Azure Architect
5 1 (5.26%) Data Protection Analyst
5 1 (5.26%) ETL Analyst
5 1 (5.26%) Informatica Specialist
5 1 (5.26%) Java Engineer
5 1 (5.26%) Senior Business Intelligence Developer
5 1 (5.26%) SQL Data Analyst
5 1 (5.26%) SQL Server Consultant
Libraries, Frameworks & Software Standards
1 1 (5.26%) .NET
1 1 (5.26%) JSON
1 1 (5.26%) MDX
1 1 (5.26%) Web Services
1 1 (5.26%) XML
Miscellaneous
1 8 (42.11%) Analytical Skills
2 6 (31.58%) Data Protection Act
3 4 (21.05%) Data Structures
4 3 (15.79%) Replication
5 1 (5.26%) Computer Science
5 1 (5.26%) Greenfield Project
Operating Systems
1 1 (5.26%) Linux
Processes & Methodologies
1 10 (52.63%) Data Modelling
2 7 (36.84%) Business Intelligence
3 6 (31.58%) Business Process Mapping
3 6 (31.58%) Data Analysis
3 6 (31.58%) Data Protection
3 6 (31.58%) Migration
3 6 (31.58%) Risk Assessment
3 6 (31.58%) UML
4 5 (26.32%) Agile Software Development
4 5 (26.32%) Business Analysis
5 4 (21.05%) Analytics
5 4 (21.05%) Risk Analysis
6 3 (15.79%) Data Analytics
6 3 (15.79%) Use Case
7 2 (10.53%) Data Security
7 2 (10.53%) Line Management
7 2 (10.53%) Performance Tuning
7 2 (10.53%) PRINCE2
7 2 (10.53%) Project Management
7 2 (10.53%) Six Sigma
Programming Languages
1 16 (84.21%) SQL
2 3 (15.79%) C#
2 3 (15.79%) Java
2 3 (15.79%) Python
3 2 (10.53%) F#
3 2 (10.53%) PL/SQL
3 2 (10.53%) R
4 1 (5.26%) Data Analysis Expressions (DAX)
4 1 (5.26%) JavaScript
4 1 (5.26%) PowerShell
4 1 (5.26%) T-SQL
Qualifications
1 3 (15.79%) Security Cleared
2 2 (10.53%) BPSS Clearance
2 2 (10.53%) SC Cleared
3 1 (5.26%) Computer Science Degree
3 1 (5.26%) Degree
Quality Assurance & Compliance
1 7 (36.84%) Data Quality
2 6 (31.58%) GDPR
3 2 (10.53%) Disclosure Scotland
System Software
1 2 (10.53%) Apache Flume
2 1 (5.26%) Hyper-V
2 1 (5.26%) VMware Infrastructure
Vendors
1 7 (36.84%) Oracle
2 4 (21.05%) Informatica
2 4 (21.05%) Microsoft
3 2 (10.53%) SAP
3 2 (10.53%) Talend
3 2 (10.53%) Teradata
3 2 (10.53%) Vertica
4 1 (5.26%) Netezza
4 1 (5.26%) Tableau
4 1 (5.26%) VMware