Period
to 25 April 2019

The following table provides summary statistics for contract job vacancies advertised in Berkshire 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 25 April 2019 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)
South East > Berkshire
6 months to
25 Apr 2019
Same period 2018 Same period 2017
Rank 115 77 68
Rank change year-on-year -38 -9 +21
Contract jobs citing ETL 58 96 91
As % of all contract IT jobs advertised in Berkshire 1.35% 2.39% 2.38%
As % of the Processes & Methodologies category 1.55% 2.82% 2.87%
Number of daily rates quoted 25 70 49
Berkshire median daily rate £450 £400 £438
Median daily rate % change year-on-year +12.50% -8.57% -2.78%
10th Percentile £413 £363 £319
90th Percentile £583 £538 £575
South East median daily rate £450 £425 £450
% change year-on-year +5.88% -5.56% +5.88%
Number of hourly rates quoted 0 1 1
Berkshire median hourly rate - £55.00 £31.50
Median hourly rate % change year-on-year - +74.60% -
South East median hourly rate £50.00 £52.50 £27.35
% change year-on-year -4.76% +91.99% -

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 Berkshire with a requirement for process or methodology skills.

All Process and Methodology Skills
Berkshire
Contract vacancies with a requirement for process or methodology skills 3,740 3,410 3,176
As % of all contract IT jobs advertised in Berkshire 86.80% 84.95% 82.99%
Number of daily rates quoted 1,775 1,713 1,525
Berkshire median daily rate £450 £425 £419
Median daily rate % change year-on-year +5.88% +1.43% +4.75%
10th Percentile £300 £300 £250
90th Percentile £610 £600 £568
South East median daily rate £450 £430 £415
% change year-on-year +4.65% +3.61% +3.75%
Number of hourly rates quoted 106 82 121
Berkshire median hourly rate £17.50 £15.86 £15.50
Median hourly rate % change year-on-year +10.34% +2.32% -6.06%
10th Percentile £12.00 £8.00 £12.00
90th Percentile £48.00 £47.23 £55.00
South East median hourly rate £24.91 £21.50 £22.52
% change year-on-year +15.86% -4.53% -15.34%

ETL
Job Vacancy Trend in Berkshire

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

Job vacancy trend for ETL in Berkshire

ETL
Contractor Daily Rate Trend in Berkshire

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

Contractor daily rate trend for ETL in Berkshire

ETL
Contractor Daily Rate Histogram in Berkshire

The daily rate distribution of IT jobs citing ETL in Berkshire over the 6 months to 25 April 2019.

Contractor daily rate histogram for ETL in Berkshire

ETL
Contractor Hourly Rate Trend in Berkshire

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

Contractor hourly rate trend for ETL in Berkshire

ETL
Contract Job Locations in Berkshire

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing ETL within the Berkshire region over the 6 months to 25 April 2019. 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
Reading -34 10 £450 +12.50% 2
Maidenhead +7 6 £288 - 2
Newbury 0 6 £450 -8.86%
Bracknell -18 6 - -
Slough -14 5 £550 +22.22% 1
Windsor - 4 £425 - 1
ETL
South East

For the 6 months to 25 April 2019, 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 Berkshire region with a requirement for ETL.

1 36 (62.07%) SQL
2 23 (39.66%) Big Data
3 21 (36.21%) Migration
3 21 (36.21%) Data Analysis
4 20 (34.48%) Python
4 20 (34.48%) Analytical Skills
5 19 (32.76%) Business Intelligence
5 19 (32.76%) Agile Software Development
6 18 (31.03%) Data Migration
6 18 (31.03%) Hadoop
7 15 (25.86%) Retail
8 13 (22.41%) Finance
8 13 (22.41%) Data Modelling
8 13 (22.41%) SQL Server
8 13 (22.41%) Power BI
9 12 (20.69%) Data Warehouse
9 12 (20.69%) Stakeholder Management
9 12 (20.69%) SQL Server Integration Services
10 11 (18.97%) Release Management
10 11 (18.97%) Telecoms
10 11 (18.97%) Oracle
11 10 (17.24%) Java
11 10 (17.24%) E-Commerce
11 10 (17.24%) Tableau
11 10 (17.24%) Apache Spark
11 10 (17.24%) Analytics
11 10 (17.24%) Oracle ODI
12 9 (15.52%) Scrum
12 9 (15.52%) DB2
13 8 (13.79%) SAS

ETL
Co-occurring IT Skills in Berkshire 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 10 (17.24%) Apache Spark
2 8 (13.79%) SAS
3 5 (8.62%) Apache Pig
4 3 (5.17%) SharePoint
5 1 (1.72%) Confluence
Applications
1 7 (12.07%) Microsoft Excel
2 1 (1.72%) Spreadsheet
Business Applications
1 4 (6.90%) Oracle Retail
2 1 (1.72%) BusinessWare
2 1 (1.72%) Dynamics GP
Cloud Services
1 5 (8.62%) Microsoft Azure
2 3 (5.17%) Amazon AWS
3 2 (3.45%) Amazon SageMaker
3 2 (3.45%) Google Cloud Platform
3 2 (3.45%) SaaS
4 1 (1.72%) Amazon EMR
4 1 (1.72%) Azure Data Factory
4 1 (1.72%) Azure Functions
4 1 (1.72%) PaaS
4 1 (1.72%) Serverless
Communications & Networking
1 7 (12.07%) Firewall
2 5 (8.62%) Internet
2 5 (8.62%) SSH
2 5 (8.62%) TCP/IP
Database & Business Intelligence
1 23 (39.66%) Big Data
2 18 (31.03%) Hadoop
3 13 (22.41%) Power BI
3 13 (22.41%) SQL Server
4 12 (20.69%) Data Warehouse
4 12 (20.69%) SQL Server Integration Services
5 10 (17.24%) Oracle ODI
6 9 (15.52%) DB2
7 8 (13.79%) Apache Hive
7 8 (13.79%) QlikView
7 8 (13.79%) SQL Server Reporting Services
8 7 (12.07%) Oracle Database
9 6 (10.34%) Oracle Database 12c
10 5 (8.62%) Flink
11 3 (5.17%) HBase
11 3 (5.17%) PerformancePoint
11 3 (5.17%) SQL Server Analysis Services
11 3 (5.17%) Sqoop
12 1 (1.72%) Azure SQL Database
12 1 (1.72%) BigQuery
Development Applications
1 6 (10.34%) Toad
2 4 (6.90%) Team Foundation Server
3 1 (1.72%) JIRA
General
1 15 (25.86%) Retail
2 13 (22.41%) Finance
3 11 (18.97%) Telecoms
4 5 (8.62%) Legal
5 3 (5.17%) Banking
6 1 (1.72%) Billing
Job Titles
1 19 (32.76%) Developer
2 11 (18.97%) Analyst
3 10 (17.24%) Architect
4 8 (13.79%) Business Intelligence Developer
4 8 (13.79%) Data Analyst
5 7 (12.07%) SSIS Developer
6 6 (10.34%) Data Architect
6 6 (10.34%) Information Specialist
7 5 (8.62%) Analytics Developer
7 5 (8.62%) Big Data Developer
7 5 (8.62%) ETL Developer
7 5 (8.62%) Software Developer
7 5 (8.62%) SQL BI Developer
7 5 (8.62%) SQL Developer
7 5 (8.62%) SSRS Developer
8 4 (6.90%) .NET Developer
8 4 (6.90%) Big Data Architect
8 4 (6.90%) Consultant
9 3 (5.17%) SQL Server Developer
9 3 (5.17%) WinForms Developer
Libraries, Frameworks & Software Standards
1 5 (8.62%) .NET
1 5 (8.62%) Spark Streaming
2 4 (6.90%) ASP.NET Web API
2 4 (6.90%) Kafka
2 4 (6.90%) WCF
2 4 (6.90%) WinForms
3 3 (5.17%) Velocity
3 3 (5.17%) XML
4 2 (3.45%) EJB
4 2 (3.45%) J2EE
4 2 (3.45%) JSP
4 2 (3.45%) Middleware
4 2 (3.45%) Natural Language Processing
4 2 (3.45%) OAuth
4 2 (3.45%) OAuth2
5 1 (1.72%) .NET Framework
5 1 (1.72%) REST
5 1 (1.72%) SOAP
Miscellaneous
1 20 (34.48%) Analytical Skills
2 5 (8.62%) Mainframe
3 4 (6.90%) Greenfield Project
4 2 (3.45%) Algorithms
4 2 (3.45%) Enterprise Software
4 2 (3.45%) Private Cloud
5 1 (1.72%) EPoS
5 1 (1.72%) Frameworx
5 1 (1.72%) SWIFT
5 1 (1.72%) TM Forum
5 1 (1.72%) Virtual Team
Processes & Methodologies
1 21 (36.21%) Data Analysis
1 21 (36.21%) Migration
2 19 (32.76%) Agile Software Development
2 19 (32.76%) Business Intelligence
3 18 (31.03%) Data Migration
4 13 (22.41%) Data Modelling
5 12 (20.69%) Stakeholder Management
6 11 (18.97%) Release Management
7 10 (17.24%) Analytics
7 10 (17.24%) E-Commerce
8 9 (15.52%) Scrum
9 7 (12.07%) Data Protection
10 6 (10.34%) Data Analytics
10 6 (10.34%) Regression Testing
10 6 (10.34%) Web Development
11 5 (8.62%) Big Data Analytics
11 5 (8.62%) Data Ingestion
11 5 (8.62%) Kalman Filter
11 5 (8.62%) Network Architecture
11 5 (8.62%) Open Source
Programming Languages
1 36 (62.07%) SQL
2 20 (34.48%) Python
3 10 (17.24%) Java
4 7 (12.07%) T-SQL
5 6 (10.34%) C#
5 6 (10.34%) PL/SQL
6 5 (8.62%) R
7 4 (6.90%) VB.NET
8 3 (5.17%) Scala
9 1 (1.72%) PowerShell
9 1 (1.72%) VBA
Qualifications
1 2 (3.45%) Computer Science Degree
1 2 (3.45%) Degree
1 2 (3.45%) TOGAF Certification
2 1 (1.72%) DV Cleared
2 1 (1.72%) SC Cleared
2 1 (1.72%) Security Cleared
Quality Assurance & Compliance
1 2 (3.45%) Data Quality
1 2 (3.45%) GDPR
1 2 (3.45%) QA
System Software
1 3 (5.17%) HDFS
Systems Management
1 3 (5.17%) Ansible
1 3 (5.17%) Hadoop YARN
1 3 (5.17%) Oozie
1 3 (5.17%) Opscode Chef
Vendors
1 11 (18.97%) Oracle
2 10 (17.24%) Tableau
3 8 (13.79%) MicroStrategy
4 3 (5.17%) Netezza
5 2 (3.45%) Ab Initio
5 2 (3.45%) Google
5 2 (3.45%) Microsoft
5 2 (3.45%) Progress
6 1 (1.72%) IBM
6 1 (1.72%) Informatica
6 1 (1.72%) Vitria