Period
to 17 August 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 17 August 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
17 Aug 2018
Same period 2017 Same period 2016
Rank 102 77 88
Rank change year-on-year -25 +11 -5
Contract jobs citing ETL 74 76 100
As % of all contract IT jobs advertised in Berkshire 1.87% 1.98% 2.09%
As % of the Processes & Methodologies category 2.19% 2.38% 2.56%
Number of daily rates quoted 40 42 58
Berkshire median daily rate £450 £431 £434
Median daily rate % change year-on-year +4.35% -0.58% +15.67%
10th Percentile £360 £301 £306
90th Percentile £608 £564 £525
South East median daily rate £430 £425 £400
% change year-on-year +1.18% +6.25% -3.03%
Number of hourly rates quoted 0 1 0
Berkshire median hourly rate - £31.50 -
South East median hourly rate £50.00 £45.75 £30.00
% change year-on-year +9.29% +52.50% -4.00%

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 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 3,373 3,187 3,910
As % of all contract IT jobs advertised in Berkshire 85.07% 83.02% 81.82%
Number of daily rates quoted 1,684 1,542 2,106
Berkshire median daily rate £425 £425 £413
Median daily rate % change year-on-year - +3.03% +8.27%
10th Percentile £252 £263 £256
90th Percentile £575 £588 £556
South East median daily rate £430 £416 £400
% change year-on-year +3.37% +4.00% +6.52%
Number of hourly rates quoted 81 127 129
Berkshire median hourly rate £22.00 £15.00 £16.50
Median hourly rate % change year-on-year +46.67% -9.09% -26.67%
10th Percentile £8.06 £11.25 £11.20
90th Percentile £48.75 £39.15 £38.50
South East median hourly rate £25.00 £19.95 £23.00
% change year-on-year +25.31% -13.26% +3.37%

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 17 August 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 17 August 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
Reading -11 18 £453 +13.13% 11
Newbury -6 16 £500 +14.29%
Bracknell +2 9 £570 +14.00%
Slough -4 7 £450 -18.18% 4
Maidenhead -12 5 £588 +74.07% 1
Wokingham -13 1 £350 +16.67% 1
ETL
South East

For the 6 months to 17 August 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 37 (50.00%) SQL
2 24 (32.43%) Migration
3 23 (31.08%) Data Modelling
3 23 (31.08%) Analytics
4 21 (28.38%) Data Warehouse
5 18 (24.32%) Data Migration
6 17 (22.97%) Talend
6 17 (22.97%) Oracle
7 16 (21.62%) Data Analysis
8 14 (18.92%) SQL Server
8 14 (18.92%) Big Data
8 14 (18.92%) Data Integration
9 13 (17.57%) Java
9 13 (17.57%) Business Intelligence
10 12 (16.22%) Microsoft
10 12 (16.22%) PL/SQL
10 12 (16.22%) SAP
10 12 (16.22%) Hadoop
11 11 (14.86%) Oracle Database
11 11 (14.86%) Microsoft Excel
12 10 (13.51%) Linux
12 10 (13.51%) Agile Software Development
12 10 (13.51%) Data Management
12 10 (13.51%) Oracle Database 12c
12 10 (13.51%) Microsoft Azure
13 9 (12.16%) Relational Database
13 9 (12.16%) SQL Server Integration Services
13 9 (12.16%) Telecoms
14 8 (10.81%) Finance
14 8 (10.81%) Regression Testing

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 7 (9.46%) Apache Spark
2 1 (1.35%) Apache Pig
2 1 (1.35%) PowerExchange
2 1 (1.35%) SAS
2 1 (1.35%) SharePoint
Applications
1 11 (14.86%) Microsoft Excel
2 1 (1.35%) SPSS
Business Applications
1 4 (5.41%) SAP ERP
1 4 (5.41%) SAP S/4HANA
2 1 (1.35%) BusinessWare
2 1 (1.35%) Maximo
2 1 (1.35%) Oracle EBS
2 1 (1.35%) SAP MDG
Cloud Services
1 10 (13.51%) Microsoft Azure
2 5 (6.76%) Azure Data Factory
2 5 (6.76%) Force.com
2 5 (6.76%) GitHub
3 3 (4.05%) Heroku
4 2 (2.70%) PaaS
5 1 (1.35%) Amazon AWS
5 1 (1.35%) Amazon S3
Communications & Networking
1 5 (6.76%) HTTP
2 3 (4.05%) Firewall
2 3 (4.05%) Internet
2 3 (4.05%) Radio Access Network
2 3 (4.05%) SSH
2 3 (4.05%) TCP/IP
3 2 (2.70%) ASN.1
3 2 (2.70%) HTTPS
4 1 (1.35%) SMS
Database & Business Intelligence
1 21 (28.38%) Data Warehouse
2 14 (18.92%) Big Data
2 14 (18.92%) SQL Server
3 12 (16.22%) Hadoop
4 11 (14.86%) Oracle Database
5 10 (13.51%) Oracle Database 12c
6 9 (12.16%) Relational Database
6 9 (12.16%) SQL Server Integration Services
7 6 (8.11%) SAP Data Services
8 5 (6.76%) BusinessObjects
8 5 (6.76%) Data Lake
8 5 (6.76%) Power BI
8 5 (6.76%) Sqoop
9 4 (5.41%) Apache Hive
9 4 (5.41%) Azure SQL Database
9 4 (5.41%) NoSQL
9 4 (5.41%) Talend Open Studio
10 3 (4.05%) Oracle Reports
10 3 (4.05%) PowerCenter
10 3 (4.05%) SQL Server Reporting Services
Development Applications
1 7 (9.46%) Toad
2 5 (6.76%) Git (software)
2 5 (6.76%) LSMW
3 3 (4.05%) Oracle APEX
3 3 (4.05%) Vagrant
4 2 (2.70%) Jenkins
4 2 (2.70%) Selenium
4 2 (2.70%) Subversion
5 1 (1.35%) ERwin
5 1 (1.35%) Team Foundation Server
5 1 (1.35%) Visual Studio
General
1 9 (12.16%) Telecoms
2 8 (10.81%) Finance
3 3 (4.05%) Legal
3 3 (4.05%) Marketing
4 2 (2.70%) Publishing
4 2 (2.70%) Retail
Job Titles
1 24 (32.43%) Developer
2 12 (16.22%) Architect
3 11 (14.86%) Analyst
4 10 (13.51%) ETL Developer
5 9 (12.16%) Data Analyst
5 9 (12.16%) Talend Developer
6 7 (9.46%) Consultant
6 7 (9.46%) Data Consultant
7 6 (8.11%) Designer
7 6 (8.11%) Lead Developer
8 5 (6.76%) Data Architect
9 4 (5.41%) Administrator
9 4 (5.41%) Cloud Administrator
9 4 (5.41%) Hadoop Administrator
10 3 (4.05%) Analytics Developer
10 3 (4.05%) Data Migration Consultant
10 3 (4.05%) Data Warehouse Developer
10 3 (4.05%) Migration Consultant
10 3 (4.05%) SAP Consultant
10 3 (4.05%) SAP Migration Consultant
Libraries, Frameworks & Software Standards
1 8 (10.81%) XML
2 6 (8.11%) Web Services
3 5 (6.76%) BAPI
3 5 (6.76%) JSON
4 3 (4.05%) CSS
4 3 (4.05%) Elastic Stack
4 3 (4.05%) HTML
4 3 (4.05%) RabbitMQ
4 3 (4.05%) REST
4 3 (4.05%) Ruby on Rails
4 3 (4.05%) Spark Streaming
5 2 (2.70%) Ajax
5 2 (2.70%) EDI
5 2 (2.70%) HTML5
5 2 (2.70%) Kafka
5 2 (2.70%) TensorFlow
5 2 (2.70%) Visualforce
6 1 (1.35%) .NET
6 1 (1.35%) .NET Framework
6 1 (1.35%) Entity Framework
Miscellaneous
1 6 (8.11%) Analytical Skills
2 3 (4.05%) Client/Server
2 3 (4.05%) Computer Science
2 3 (4.05%) e-Health
2 3 (4.05%) Replication
3 2 (2.70%) Life Science
3 2 (2.70%) Self-Motivation
4 1 (1.35%) Clustering
Operating Systems
1 10 (13.51%) Linux
2 2 (2.70%) AIX
Processes & Methodologies
1 24 (32.43%) Migration
2 23 (31.08%) Analytics
2 23 (31.08%) Data Modelling
3 18 (24.32%) Data Migration
4 16 (21.62%) Data Analysis
5 14 (18.92%) Data Integration
6 13 (17.57%) Business Intelligence
7 10 (13.51%) Agile Software Development
7 10 (13.51%) Data Management
8 8 (10.81%) Data Analytics
8 8 (10.81%) Data Cleansing
8 8 (10.81%) Data Ingestion
8 8 (10.81%) Regression Testing
9 7 (9.46%) Visualisation
10 6 (8.11%) Continuous Integration
10 6 (8.11%) OO
10 6 (8.11%) Open Source
10 6 (8.11%) Problem-Solving
10 6 (8.11%) Project Management
11 5 (6.76%) OOP
Programming Languages
1 37 (50.00%) SQL
2 13 (17.57%) Java
3 12 (16.22%) PL/SQL
4 7 (9.46%) Python
5 4 (5.41%) C#
5 4 (5.41%) PowerShell
6 3 (4.05%) JavaScript
6 3 (4.05%) PHP
6 3 (4.05%) Ruby
7 2 (2.70%) Apex Code
7 2 (2.70%) Bash Shell
7 2 (2.70%) Perl
7 2 (2.70%) R
7 2 (2.70%) T-SQL
8 1 (1.35%) F#
Qualifications
1 3 (4.05%) SC Cleared
1 3 (4.05%) Security Cleared
Quality Assurance & Compliance
1 3 (4.05%) Data Quality
System Software
1 5 (6.76%) Apache Flume
1 5 (6.76%) HDFS
2 1 (1.35%) Hyper-V
2 1 (1.35%) VMware Infrastructure
Systems Management
1 3 (4.05%) Capistrano
1 3 (4.05%) Puppet
Vendors
1 17 (22.97%) Oracle
1 17 (22.97%) Talend
2 12 (16.22%) Microsoft
2 12 (16.22%) SAP
3 7 (9.46%) Cloudera
4 6 (8.11%) Informatica
5 5 (6.76%) Salesforce.com
6 4 (5.41%) Tableau
7 3 (4.05%) CA
7 3 (4.05%) Cisco
7 3 (4.05%) NetApp
8 2 (2.70%) Alteryx
8 2 (2.70%) webMethods
9 1 (1.35%) Ab Initio
9 1 (1.35%) ComArch
9 1 (1.35%) Greenplum
9 1 (1.35%) Teradata
9 1 (1.35%) Vertica
9 1 (1.35%) Vitria
9 1 (1.35%) VMware