Period
to 12 December 2017

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 12 December 2017 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
12 Dec 2017
Same period 2016 Same period 2015
Rank 63 80 73
Rank change year-on-year +17 -7 0
Contract jobs citing ETL 118 96 117
As % of all contract IT jobs advertised in Berkshire 2.87% 2.26% 2.30%
As % of the Processes & Methodologies category 3.45% 2.76% 2.92%
Number of daily rates quoted 79 61 80
Berkshire median daily rate £438 £438 £400
Median daily rate % change year-on-year - +9.38% +15.94%
10th Percentile £363 £319 £285
90th Percentile £555 £575 £525
South East median daily rate £425 £425 £400
% change year-on-year - +6.25% +2.89%
Number of hourly rates quoted 2 0 0
Berkshire median hourly rate £56.50 - -
South East median hourly rate £55.00 £23.19 £22.50
% change year-on-year +137.17% +3.07% -88.16%

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 3419 3479 4013
As % of all contract IT jobs advertised in Berkshire 83.29% 81.74% 79.04%
Number of daily rates quoted 1799 1848 2232
Berkshire median daily rate £425 £400 £400
Median daily rate % change year-on-year +6.25% - +5.96%
10th Percentile £265 £250 £231
90th Percentile £588 £575 £538
South East median daily rate £425 £401 £396
% change year-on-year +6.12% +1.14% +5.60%
Number of hourly rates quoted 106 130 181
Berkshire median hourly rate £14.50 £18.00 £26.50
Median hourly rate % change year-on-year -19.44% -32.08% +39.47%
10th Percentile £11.25 £11.23 £11.00
90th Percentile £40.63 £49.55 £45.25
South East median hourly rate £23.88 £25.00 £26.30
% change year-on-year -4.50% -4.92% +50.26%

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 12 December 2017.

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 12 December 2017. 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 +22 28 £425 +13.33%
Newbury +15 21 £463 -15.91% 2
Slough +5 17 £525 +29.23%
Maidenhead +5 17 £450 +5.88% 1
Bracknell +4 14 £400 +23.08%
Wokingham +8 2 £350 -22.22%
ETL
South East

For the 6 months to 12 December 2017, IT contractor jobs citing ETL also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all contract ads across the Berkshire region with a requirement for ETL.

1 68 (57.63%) SQL
2 51 (43.22%) Data Warehouse
3 48 (40.68%) SQL Server
4 40 (33.90%) Data Modelling
4 40 (33.90%) SQL Server Integration Services
5 38 (32.20%) Oracle
6 32 (27.12%) Migration
7 30 (25.42%) Business Intelligence
7 30 (25.42%) Data Migration
8 29 (24.58%) Analytics
9 23 (19.49%) Agile Software Development
10 22 (18.64%) SQL Server Reporting Services
10 22 (18.64%) Microsoft
10 22 (18.64%) T-SQL
10 22 (18.64%) Finance
11 21 (17.80%) Hadoop
11 21 (17.80%) Analytical Skills
12 20 (16.95%) Big Data
12 20 (16.95%) Data Cleansing
13 18 (15.25%) SAP
14 17 (14.41%) Python
14 17 (14.41%) Data Analysis
14 17 (14.41%) Tableau
14 17 (14.41%) Data Quality
15 14 (11.86%) Apache Spark
15 14 (11.86%) SDLC
15 14 (11.86%) ETL Development
15 14 (11.86%) Apache Hive
15 14 (11.86%) SQL Server Analysis Services
15 14 (11.86%) PL/SQL

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 14 (11.86%) Apache Spark
2 3 (2.54%) Apache
2 3 (2.54%) BizTalk Server
2 3 (2.54%) Oracle SOA Suite
2 3 (2.54%) PowerExchange
2 3 (2.54%) SAS
3 2 (1.69%) SharePoint
Applications
1 1 (0.85%) Microsoft Excel
Business Applications
1 7 (5.93%) SAP CRM
1 7 (5.93%) SAP MM
2 6 (5.08%) SAP APO
3 5 (4.24%) HFM
3 5 (4.24%) Hyperion Planning
4 4 (3.39%) SAP ERP
4 4 (3.39%) SAP MDM
5 2 (1.69%) Oracle Financials
6 1 (0.85%) Dynamics CRM
6 1 (0.85%) Maximo
6 1 (0.85%) SAP MDG
6 1 (0.85%) SAP S/4HANA
Cloud Services
1 8 (6.78%) Google Cloud Platform
2 7 (5.93%) GitHub
3 5 (4.24%) Bluemix
3 5 (4.24%) IBM Cloud
3 5 (4.24%) SaaS
4 3 (2.54%) Microsoft Azure
5 1 (0.85%) Amazon AWS
Communications & Networking
1 3 (2.54%) Internet
1 3 (2.54%) Intranet
Database & Business Intelligence
1 51 (43.22%) Data Warehouse
2 48 (40.68%) SQL Server
3 40 (33.90%) SQL Server Integration Services
4 22 (18.64%) SQL Server Reporting Services
5 21 (17.80%) Hadoop
6 20 (16.95%) Big Data
7 14 (11.86%) Apache Hive
7 14 (11.86%) SQL Server Analysis Services
8 11 (9.32%) SQL Server 2008
9 9 (7.63%) Data Mining
9 9 (7.63%) SAP Data Services
10 8 (6.78%) Data Mart
10 8 (6.78%) Microsoft Analysis Services
10 8 (6.78%) Oracle ODI
10 8 (6.78%) Star Schema
11 7 (5.93%) SQL Server 2012
12 6 (5.08%) Essbase
12 6 (5.08%) Oracle BI EE
12 6 (5.08%) Oracle Reports
13 5 (4.24%) PostgreSQL
Development Applications
1 10 (8.47%) LSMW
2 5 (4.24%) Git (software)
2 5 (4.24%) Jenkins
3 3 (2.54%) JIRA
4 2 (1.69%) Talend Open Studio
4 2 (1.69%) Team Foundation Server
4 2 (1.69%) Visual Studio
5 1 (0.85%) Oracle APEX
5 1 (0.85%) Oracle Forms
General
1 22 (18.64%) Finance
2 7 (5.93%) Telecoms
3 5 (4.24%) Pharmaceutical
4 3 (2.54%) Marketing
5 2 (1.69%) Legal
6 1 (0.85%) Billing
6 1 (0.85%) Electronics
6 1 (0.85%) Manufacturing
Job Titles
1 49 (41.53%) Developer
2 28 (23.73%) SQL Developer
3 15 (12.71%) Data Engineer
4 13 (11.02%) Analyst
4 13 (11.02%) Big Data Engineer
5 12 (10.17%) Business Intelligence Developer
5 12 (10.17%) Data Analyst
5 12 (10.17%) PL/SQL Developer
6 9 (7.63%) SSAS Developer
7 7 (5.93%) ETL Developer
7 7 (5.93%) Oracle Developer
7 7 (5.93%) SQL Server Developer
8 6 (5.08%) Data Modeller
8 6 (5.08%) Hadoop Engineer
8 6 (5.08%) Project Manager
8 6 (5.08%) SSIS Developer
9 5 (4.24%) Consultant
9 5 (4.24%) Data Migration Specialist
9 5 (4.24%) Migration Specialist
9 5 (4.24%) Senior Developer
Libraries, Frameworks & Software Standards
1 11 (9.32%) MDX
2 10 (8.47%) XML
3 9 (7.63%) .NET
4 8 (6.78%) Apache Tez
4 8 (6.78%) Kafka
4 8 (6.78%) REST
5 7 (5.93%) Web Services
6 5 (4.24%) Oracle GoldenGate
6 5 (4.24%) PySpark
6 5 (4.24%) Spark Streaming
7 4 (3.39%) BAPI
7 4 (3.39%) Spring
7 4 (3.39%) WCF
8 3 (2.54%) EJB
8 3 (2.54%) Hibernate
8 3 (2.54%) HTML
8 3 (2.54%) J2EE
8 3 (2.54%) JPA
8 3 (2.54%) JSF
8 3 (2.54%) MSMQ
Miscellaneous
1 21 (17.80%) Analytical Skills
2 12 (10.17%) Data Structures
3 6 (5.08%) Data Protection Act
4 5 (4.24%) AS400
5 2 (1.69%) Greenfield Project
5 2 (1.69%) Management Information System
6 1 (0.85%) Clustering
6 1 (0.85%) Data Centre
6 1 (0.85%) FMCG
6 1 (0.85%) IVR
6 1 (0.85%) Mobile App
6 1 (0.85%) Replication
6 1 (0.85%) Virtual Team
Operating Systems
1 12 (10.17%) Unix
2 5 (4.24%) Windows
3 3 (2.54%) HPUX
3 3 (2.54%) Linux
4 2 (1.69%) Windows Server
5 1 (0.85%) AIX
Processes & Methodologies
1 40 (33.90%) Data Modelling
2 32 (27.12%) Migration
3 30 (25.42%) Business Intelligence
3 30 (25.42%) Data Migration
4 29 (24.58%) Analytics
5 23 (19.49%) Agile Software Development
6 20 (16.95%) Data Cleansing
7 17 (14.41%) Data Analysis
8 14 (11.86%) ETL Development
8 14 (11.86%) SDLC
9 12 (10.17%) Data Management
9 12 (10.17%) Validation
10 11 (9.32%) CRM
10 11 (9.32%) Stakeholder Management
11 10 (8.47%) Data Mapping
12 9 (7.63%) Data Engineering
12 9 (7.63%) Data Extraction
12 9 (7.63%) Software Engineering
13 8 (6.78%) Test Automation
14 7 (5.93%) Data Protection
Programming Languages
1 68 (57.63%) SQL
2 22 (18.64%) T-SQL
3 17 (14.41%) Python
4 14 (11.86%) PL/SQL
5 12 (10.17%) Java
6 9 (7.63%) Shell Script
7 8 (6.78%) Scala
8 6 (5.08%) C#
9 5 (4.24%) JavaScript
10 3 (2.54%) Data Analysis Expressions (DAX)
11 2 (1.69%) PHP
11 2 (1.69%) XPath
12 1 (0.85%) Apex Code
12 1 (0.85%) ES6
12 1 (0.85%) GraphQL
12 1 (0.85%) PowerShell
12 1 (0.85%) SOQL
12 1 (0.85%) SOSL
12 1 (0.85%) VB.NET
Qualifications
1 9 (7.63%) Degree
2 5 (4.24%) Security Cleared
3 2 (1.69%) BPSS Clearance
3 2 (1.69%) MCDBA
3 2 (1.69%) MCITP
3 2 (1.69%) Microsoft Certification
3 2 (1.69%) SC Cleared
4 1 (0.85%) BC Cleared
Quality Assurance & Compliance
1 17 (14.41%) Data Quality
2 6 (5.08%) GDPR
2 6 (5.08%) GxP
2 6 (5.08%) Sarbanes-Oxley
3 3 (2.54%) SLA
4 2 (1.69%) Disclosure Scotland
5 1 (0.85%) IFRS
5 1 (0.85%) IFRS 9
5 1 (0.85%) QA
System Software
1 6 (5.08%) Docker
2 5 (4.24%) Apache Flume
2 5 (4.24%) HDFS
Systems Management
1 5 (4.24%) Ambari
1 5 (4.24%) Hadoop YARN
1 5 (4.24%) Kubernetes
1 5 (4.24%) Oozie
2 3 (2.54%) Ansible
Vendors
1 38 (32.20%) Oracle
2 22 (18.64%) Microsoft
3 18 (15.25%) SAP
4 17 (14.41%) Tableau
5 11 (9.32%) HP
6 10 (8.47%) Hortonworks
6 10 (8.47%) Informatica
7 8 (6.78%) Google
8 7 (5.93%) Siebel
9 6 (5.08%) Callidus
9 6 (5.08%) Hyperion
10 5 (4.24%) IBM
11 4 (3.39%) Cisco
12 3 (2.54%) Ab Initio
12 3 (2.54%) Cognos
13 2 (1.69%) Cloudera
13 2 (1.69%) Dundas
13 2 (1.69%) MuleSoft
13 2 (1.69%) Talend
13 2 (1.69%) Trillium