Period
to 23 May 2018

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 23 May 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)
South East > Berkshire
6 months to
23 May 2018
Same period 2017 Same period 2016
Rank 90 77 101
Rank change year-on-year -13 +24 +8
Contract jobs citing ETL 77 85 89
As % of all contract IT jobs advertised in Berkshire 1.95% 2.25% 1.80%
As % of the Processes & Methodologies category 2.31% 2.73% 2.19%
Number of daily rates quoted 54 42 54
Berkshire median daily rate £425 £425 £444
Median daily rate % change year-on-year - -4.23% +26.79%
10th Percentile £377 £302 £307
90th Percentile £544 £544 £538
South East median daily rate £425 £450 £425
% change year-on-year -5.56% +5.88% +4.29%
Number of hourly rates quoted 0 1 0
Berkshire median hourly rate - £31.50 -
South East median hourly rate £50.00 £31.50 -
% change year-on-year +58.73% - -

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 3,330 3,108 4,068
As % of all contract IT jobs advertised in Berkshire 84.54% 82.42% 82.05%
Number of daily rates quoted 1,706 1,450 2,187
Berkshire median daily rate £425 £425 £400
Median daily rate % change year-on-year - +6.25% +3.23%
10th Percentile £275 £254 £251
90th Percentile £588 £575 £542
South East median daily rate £438 £415 £400
% change year-on-year +5.42% +3.75% +6.67%
Number of hourly rates quoted 79 124 125
Berkshire median hourly rate £16.50 £15.75 £15.00
Median hourly rate % change year-on-year +4.76% +5.00% -32.58%
10th Percentile £8.00 £12.00 £10.10
90th Percentile £49.00 £47.85 £54.20
South East median hourly rate £22.30 £20.50 £23.00
% change year-on-year +8.78% -10.87% +2.22%

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 23 May 2018.

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 23 May 2018. 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
Newbury - 15 £538 -
Reading -11 13 £475 +15.15% 8
Slough -3 6 £450 - 2
Bracknell -5 5 £400 +100.00% 2
Maidenhead -12 2 - - 1
Wokingham - 1 £350 -
ETL
South East

For the 6 months to 23 May 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 Berkshire region with a requirement for ETL.

1 30 (38.96%) Data Management
2 28 (36.36%) Java
3 26 (33.77%) Project Management
4 25 (32.47%) Data Warehouse
5 24 (31.17%) Problem-Solving
6 23 (29.87%) Self-Motivation
6 23 (29.87%) Business Intelligence
6 23 (29.87%) AIX
6 23 (29.87%) webMethods
6 23 (29.87%) Data Mapping
7 22 (28.57%) SQL
8 19 (24.68%) Analytics
9 18 (23.38%) SQL Server Integration Services
10 17 (22.08%) SQL Server
10 17 (22.08%) Big Data
11 16 (20.78%) Data Modelling
12 15 (19.48%) Hadoop
12 15 (19.48%) Microsoft Azure
13 14 (18.18%) Ab Initio
13 14 (18.18%) Oracle
14 12 (15.58%) Microsoft
14 12 (15.58%) Agile Software Development
14 12 (15.58%) Talend
15 11 (14.29%) Cloudera
16 10 (12.99%) Apache Flume
16 10 (12.99%) Sqoop
16 10 (12.99%) Power BI
16 10 (12.99%) Retail
16 10 (12.99%) Linux
17 9 (11.69%) SQL Server Reporting Services

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 5 (6.49%) Apache Pig
2 4 (5.19%) Apache Spark
3 3 (3.90%) SAS
4 1 (1.30%) PowerExchange
4 1 (1.30%) SharePoint
Applications
1 3 (3.90%) SPSS
Business Applications
1 8 (10.39%) BusinessWare
2 2 (2.60%) Cognos Business Intelligence
3 1 (1.30%) Eloqua
Cloud Services
1 15 (19.48%) Microsoft Azure
2 5 (6.49%) Azure Data Factory
3 3 (3.90%) GitHub
4 2 (2.60%) PaaS
5 1 (1.30%) Amazon AWS
5 1 (1.30%) Force.com
5 1 (1.30%) Google Cloud Platform
Communications & Networking
1 3 (3.90%) HTTP
Database & Business Intelligence
1 25 (32.47%) Data Warehouse
2 18 (23.38%) SQL Server Integration Services
3 17 (22.08%) Big Data
3 17 (22.08%) SQL Server
4 15 (19.48%) Hadoop
5 10 (12.99%) Power BI
5 10 (12.99%) Sqoop
6 9 (11.69%) SQL Server Reporting Services
7 6 (7.79%) Azure SQL Database
7 6 (7.79%) NoSQL
7 6 (7.79%) SQL Server 2008
8 5 (6.49%) Apache Hive
9 4 (5.19%) Data Lake
9 4 (5.19%) HBase
9 4 (5.19%) Oracle Database
9 4 (5.19%) Pentaho
9 4 (5.19%) SQL Server 2016
9 4 (5.19%) SQL Server Analysis Services
10 3 (3.90%) Data Mining
10 3 (3.90%) SQL Server 2005
Development Applications
1 3 (3.90%) Git (software)
1 3 (3.90%) Vagrant
2 1 (1.30%) ERwin
2 1 (1.30%) Oracle Forms
2 1 (1.30%) Team Foundation Server
2 1 (1.30%) Visual Studio
2 1 (1.30%) XMLSpy
General
1 10 (12.99%) Retail
2 8 (10.39%) Finance
3 3 (3.90%) Marketing
3 3 (3.90%) Telecoms
Job Titles
1 36 (46.75%) Developer
2 18 (23.38%) Java Team Leader
2 18 (23.38%) Team Leader
3 16 (20.78%) Lead Developer
4 15 (19.48%) Java Developer
4 15 (19.48%) Lead Java Developer
4 15 (19.48%) webMethods Developer
5 9 (11.69%) Consultant
6 7 (9.09%) Architect
6 7 (9.09%) Data Consultant
6 7 (9.09%) SQL Developer
7 5 (6.49%) Analyst
7 5 (6.49%) Analyst Developer
7 5 (6.49%) Data Architect
7 5 (6.49%) Designer
7 5 (6.49%) Insight Consultant
7 5 (6.49%) Support Analyst
7 5 (6.49%) Support Engineer
8 4 (5.19%) Data Engineer
8 4 (5.19%) ETL Developer
Libraries, Frameworks & Software Standards
1 3 (3.90%) Elastic Stack
1 3 (3.90%) RabbitMQ
1 3 (3.90%) REST
1 3 (3.90%) Ruby on Rails
2 2 (2.60%) TensorFlow
2 2 (2.60%) XML
3 1 (1.30%) .NET
3 1 (1.30%) .NET Framework
3 1 (1.30%) ASP.NET
3 1 (1.30%) CSS
3 1 (1.30%) Entity Framework
3 1 (1.30%) HTML
3 1 (1.30%) JMS
3 1 (1.30%) JSON
3 1 (1.30%) Web Services
3 1 (1.30%) WSDL
3 1 (1.30%) XML Schema
3 1 (1.30%) XSD
3 1 (1.30%) XSLT
Miscellaneous
1 23 (29.87%) Self-Motivation
2 7 (9.09%) Replication
3 6 (7.79%) Analytical Skills
4 3 (3.90%) e-Health
5 2 (2.60%) Clustering
5 2 (2.60%) FMCG
5 2 (2.60%) Life Science
6 1 (1.30%) Computer Science
6 1 (1.30%) Mainframe
Operating Systems
1 23 (29.87%) AIX
2 10 (12.99%) Linux
Processes & Methodologies
1 30 (38.96%) Data Management
2 26 (33.77%) Project Management
3 24 (31.17%) Problem-Solving
4 23 (29.87%) Business Intelligence
4 23 (29.87%) Data Mapping
5 19 (24.68%) Analytics
6 16 (20.78%) Data Modelling
7 12 (15.58%) Agile Software Development
8 9 (11.69%) Data Integration
8 9 (11.69%) Migration
9 7 (9.09%) Data Architecture
10 6 (7.79%) Continuous Integration
10 6 (7.79%) Data Ingestion
10 6 (7.79%) Visualisation
11 5 (6.49%) ETL Development
12 4 (5.19%) Data Analytics
12 4 (5.19%) Infrastructure Management
12 4 (5.19%) MapReduce
12 4 (5.19%) Open Source
12 4 (5.19%) Service Management
Programming Languages
1 28 (36.36%) Java
2 22 (28.57%) SQL
3 8 (10.39%) Python
4 5 (6.49%) C#
4 5 (6.49%) R
5 4 (5.19%) F#
5 4 (5.19%) PowerShell
6 3 (3.90%) PHP
6 3 (3.90%) Ruby
6 3 (3.90%) T-SQL
7 1 (1.30%) JavaScript
7 1 (1.30%) PL/SQL
Qualifications
1 2 (2.60%) Security Cleared
2 1 (1.30%) Computer Science Degree
2 1 (1.30%) Degree
2 1 (1.30%) SC Cleared
Quality Assurance & Compliance
1 4 (5.19%) Data Quality
1 4 (5.19%) ISO/IEC 20000
1 4 (5.19%) Sarbanes-Oxley
2 1 (1.30%) QA
System Software
1 10 (12.99%) Apache Flume
2 7 (9.09%) HDFS
3 1 (1.30%) Hyper-V
3 1 (1.30%) VMware Infrastructure
Systems Management
1 3 (3.90%) Capistrano
1 3 (3.90%) Puppet
Vendors
1 23 (29.87%) webMethods
2 14 (18.18%) Ab Initio
2 14 (18.18%) Oracle
3 12 (15.58%) Microsoft
3 12 (15.58%) Talend
4 11 (14.29%) Cloudera
5 8 (10.39%) Vitria
6 7 (9.09%) Informatica
7 6 (7.79%) SAP
7 6 (7.79%) Tableau
8 5 (6.49%) Teradata
8 5 (6.49%) Vertica
9 4 (5.19%) Cognos
10 3 (3.90%) CA
10 3 (3.90%) Cisco
10 3 (3.90%) NetApp
11 2 (2.60%) Alteryx
11 2 (2.60%) Dundas
12 1 (1.30%) Google
12 1 (1.30%) Netezza