Period
to 25 February 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 25 February 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
25 Feb 2018
Same period 2017 Same period 2016
Rank 59 78 82
Rank change year-on-year +19 +4 -5
Contract jobs citing ETL 113 85 93
As % of all contract IT jobs advertised in Berkshire 2.86% 2.16% 1.86%
As % of the Processes & Methodologies category 3.42% 2.65% 2.30%
Number of daily rates quoted 82 53 57
Berkshire median daily rate £423 £450 £450
Median daily rate % change year-on-year -6.11% - +18.42%
10th Percentile £363 £352 £325
90th Percentile £536 £585 £544
South East median daily rate £425 £450 £400
% change year-on-year -5.56% +12.50% -
Number of hourly rates quoted 1 0 0
Berkshire median hourly rate £55.00 - -
South East median hourly rate £50.00 £23.19 £45.00
% change year-on-year +115.61% -48.47% +12.50%

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 3,301 3,205 4,039
As % of all contract IT jobs advertised in Berkshire 83.46% 81.35% 80.70%
Number of daily rates quoted 1,699 1,640 2,149
Berkshire median daily rate £425 £401 £400
Median daily rate % change year-on-year +6.12% +0.13% +0.63%
10th Percentile £275 £230 £250
90th Percentile £588 £563 £538
South East median daily rate £425 £413 £400
% change year-on-year +3.03% +3.13% +6.67%
Number of hourly rates quoted 82 120 156
Berkshire median hourly rate £14.00 £17.50 £23.75
Median hourly rate % change year-on-year -20.00% -26.32% +7.95%
10th Percentile £10.65 £11.25 £10.48
90th Percentile £43.75 £55.00 £48.00
South East median hourly rate £24.56 £25.00 £30.00
% change year-on-year -1.76% -16.67% +50.00%

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 February 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 25 February 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 -3 18 £400 -5.88% 5
Newbury - 15 £500 - 1
Slough +5 14 £513 +13.89%
Bracknell -1 14 £400 +23.08% 1
Maidenhead +3 12 £425 - 3
Wokingham +1 1 £400 -13.51%
ETL
South East

For the 6 months to 25 February 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 41 (36.28%) SQL
2 37 (32.74%) Java
3 36 (31.86%) Data Management
4 31 (27.43%) Data Warehouse
5 30 (26.55%) Oracle
6 27 (23.89%) Project Management
7 26 (23.01%) Data Modelling
7 26 (23.01%) Hadoop
7 26 (23.01%) Big Data
8 25 (22.12%) Data Mapping
9 23 (20.35%) AIX
9 23 (20.35%) webMethods
10 22 (19.47%) SQL Server
10 22 (19.47%) Business Intelligence
11 20 (17.70%) SQL Server Integration Services
12 19 (16.81%) Finance
13 18 (15.93%) Python
13 18 (15.93%) Analytics
14 16 (14.16%) Ab Initio
15 15 (13.27%) Migration
15 15 (13.27%) Apache Hive
15 15 (13.27%) Data Quality
16 14 (12.39%) Agile Software Development
17 13 (11.50%) ETL Development
18 12 (10.62%) Analytical Skills
18 12 (10.62%) Apache Flume
18 12 (10.62%) Sqoop
18 12 (10.62%) PL/SQL
18 12 (10.62%) Microsoft
18 12 (10.62%) Data Migration

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 11 (9.73%) Apache Spark
2 4 (3.54%) Apache Pig
2 4 (3.54%) SAS
3 3 (2.65%) Apache
4 2 (1.77%) BizTalk Server
4 2 (1.77%) Oracle SOA Suite
5 1 (0.88%) PowerExchange
Applications
1 2 (1.77%) SPSS
Business Applications
1 8 (7.08%) BusinessWare
2 4 (3.54%) SAP ERP
3 3 (2.65%) HFM
3 3 (2.65%) Hyperion Planning
3 3 (2.65%) SAP MM
4 2 (1.77%) Cognos Business Intelligence
4 2 (1.77%) Oracle Financials
4 2 (1.77%) SAP APO
4 2 (1.77%) SAP MDM
5 1 (0.88%) Dynamics CRM
5 1 (0.88%) Eloqua
5 1 (0.88%) SAP MDG
5 1 (0.88%) SAP S/4HANA
Cloud Services
1 7 (6.19%) GitHub
1 7 (6.19%) Microsoft Azure
2 6 (5.31%) Google Cloud Platform
3 5 (4.42%) Bluemix
3 5 (4.42%) IBM Cloud
4 2 (1.77%) SaaS
5 1 (0.88%) Amazon AWS
5 1 (0.88%) Azure Data Factory
5 1 (0.88%) Force.com
5 1 (0.88%) PaaS
Communications & Networking
1 2 (1.77%) Internet
1 2 (1.77%) Intranet
Database & Business Intelligence
1 31 (27.43%) Data Warehouse
2 26 (23.01%) Big Data
2 26 (23.01%) Hadoop
3 22 (19.47%) SQL Server
4 20 (17.70%) SQL Server Integration Services
5 15 (13.27%) Apache Hive
6 12 (10.62%) Sqoop
7 8 (7.08%) SQL Server Reporting Services
8 7 (6.19%) Apache Cassandra
8 7 (6.19%) NoSQL
8 7 (6.19%) SQL Server 2008
8 7 (6.19%) Star Schema
9 6 (5.31%) Oracle ODI
9 6 (5.31%) Power BI
9 6 (5.31%) SAP Data Services
10 5 (4.42%) BusinessObjects
10 5 (4.42%) Oracle Database
10 5 (4.42%) PostgreSQL
11 4 (3.54%) SQL Server Analysis Services
12 3 (2.65%) Oracle BI EE
Development Applications
1 6 (5.31%) LSMW
2 5 (4.42%) Git (software)
2 5 (4.42%) Jenkins
3 2 (1.77%) Team Foundation Server
4 1 (0.88%) JIRA
4 1 (0.88%) Oracle Forms
4 1 (0.88%) XMLSpy
General
1 19 (16.81%) Finance
2 9 (7.96%) Retail
3 5 (4.42%) Telecoms
4 2 (1.77%) Legal
4 2 (1.77%) Marketing
4 2 (1.77%) Pharmaceutical
5 1 (0.88%) Electronics
5 1 (0.88%) Manufacturing
Job Titles
1 54 (47.79%) Developer
2 21 (18.58%) SQL Developer
3 18 (15.93%) Java Team Leader
3 18 (15.93%) Team Leader
4 16 (14.16%) Lead Developer
5 15 (13.27%) Java Developer
5 15 (13.27%) Lead Java Developer
5 15 (13.27%) webMethods Developer
6 14 (12.39%) Analyst
7 13 (11.50%) Data Engineer
8 11 (9.73%) Consultant
8 11 (9.73%) PL/SQL Developer
9 10 (8.85%) Big Data Engineer
10 8 (7.08%) Data Analyst
10 8 (7.08%) Data Consultant
11 7 (6.19%) Data Modeller
11 7 (6.19%) ETL Developer
12 6 (5.31%) Analyst Developer
12 6 (5.31%) Architect
12 6 (5.31%) Support Engineer
Libraries, Frameworks & Software Standards
1 8 (7.08%) Kafka
2 5 (4.42%) .NET
2 5 (4.42%) Apache Tez
2 5 (4.42%) Oracle GoldenGate
2 5 (4.42%) PySpark
2 5 (4.42%) Spark Streaming
2 5 (4.42%) Web Services
3 4 (3.54%) BAPI
3 4 (3.54%) REST
3 4 (3.54%) XML
4 3 (2.65%) CSS
4 3 (2.65%) React
4 3 (2.65%) Spring
4 3 (2.65%) WSDL
4 3 (2.65%) XSD
5 2 (1.77%) J2EE
5 2 (1.77%) JSP
5 2 (1.77%) Servlets
5 2 (1.77%) SOAP
5 2 (1.77%) Struts
Miscellaneous
1 12 (10.62%) Analytical Skills
2 8 (7.08%) Data Structures
3 6 (5.31%) Data Protection Act
4 5 (4.42%) Replication
5 2 (1.77%) AS400
5 2 (1.77%) Clustering
5 2 (1.77%) FMCG
5 2 (1.77%) Greenfield Project
5 2 (1.77%) Life Science
6 1 (0.88%) Computer Science
6 1 (0.88%) Data Centre
6 1 (0.88%) Mainframe
6 1 (0.88%) Mobile App
6 1 (0.88%) Virtual Team
Operating Systems
1 23 (20.35%) AIX
2 11 (9.73%) Unix
3 6 (5.31%) Linux
4 4 (3.54%) Windows
5 2 (1.77%) HPUX
5 2 (1.77%) Windows Server
Processes & Methodologies
1 36 (31.86%) Data Management
2 27 (23.89%) Project Management
3 26 (23.01%) Data Modelling
4 25 (22.12%) Data Mapping
5 22 (19.47%) Business Intelligence
6 18 (15.93%) Analytics
7 15 (13.27%) Migration
8 14 (12.39%) Agile Software Development
9 13 (11.50%) ETL Development
10 12 (10.62%) Data Migration
11 11 (9.73%) Data Analysis
12 8 (7.08%) Data Integration
13 7 (6.19%) Data Cleansing
14 6 (5.31%) Business Process Mapping
14 6 (5.31%) Data Engineering
14 6 (5.31%) Data Protection
14 6 (5.31%) Open Source
14 6 (5.31%) Risk Assessment
14 6 (5.31%) UML
14 6 (5.31%) Validation
Programming Languages
1 41 (36.28%) SQL
2 37 (32.74%) Java
3 18 (15.93%) Python
4 12 (10.62%) PL/SQL
5 8 (7.08%) Shell Script
5 8 (7.08%) T-SQL
6 6 (5.31%) C#
7 5 (4.42%) Scala
8 4 (3.54%) JavaScript
9 3 (2.65%) F#
9 3 (2.65%) R
10 2 (1.77%) PHP
10 2 (1.77%) XPath
11 1 (0.88%) Data Analysis Expressions (DAX)
11 1 (0.88%) ES6
11 1 (0.88%) GraphQL
Qualifications
1 8 (7.08%) Degree
2 4 (3.54%) Security Cleared
3 2 (1.77%) BPSS Clearance
3 2 (1.77%) MCDBA
3 2 (1.77%) MCITP
3 2 (1.77%) Microsoft Certification
4 1 (0.88%) BC Cleared
4 1 (0.88%) Computer Science Degree
4 1 (0.88%) SC Cleared
Quality Assurance & Compliance
1 15 (13.27%) Data Quality
2 6 (5.31%) GDPR
2 6 (5.31%) Sarbanes-Oxley
3 4 (3.54%) ISO/IEC 20000
4 2 (1.77%) Disclosure Scotland
4 2 (1.77%) GxP
5 1 (0.88%) IFRS
5 1 (0.88%) IFRS 9
5 1 (0.88%) QA
5 1 (0.88%) SLA
System Software
1 12 (10.62%) Apache Flume
2 9 (7.96%) HDFS
3 6 (5.31%) Docker
Systems Management
1 5 (4.42%) Ambari
1 5 (4.42%) Hadoop YARN
1 5 (4.42%) Kubernetes
1 5 (4.42%) Oozie
2 3 (2.65%) Ansible
3 1 (0.88%) HP ALM
Vendors
1 30 (26.55%) Oracle
2 23 (20.35%) webMethods
3 16 (14.16%) Ab Initio
4 12 (10.62%) Microsoft
5 10 (8.85%) SAP
5 10 (8.85%) Tableau
6 8 (7.08%) Cloudera
6 8 (7.08%) Vitria
7 7 (6.19%) Talend
8 6 (5.31%) Google
8 6 (5.31%) Hortonworks
8 6 (5.31%) Informatica
9 5 (4.42%) Cognos
9 5 (4.42%) IBM
10 4 (3.54%) Teradata
10 4 (3.54%) Vertica
11 3 (2.65%) Hyperion
12 2 (1.77%) Cisco
12 2 (1.77%) Dundas
13 1 (0.88%) Adobe