Period
to 21 October 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 21 October 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
21 Oct 2017
Same period 2016 Same period 2015
Rank 73 97 75
Rank change year-on-year +24 -22 +11
Contract jobs citing ETL 93 87 117
As % of all contract IT jobs advertised in Berkshire 2.33% 1.95% 2.33%
As % of the Processes & Methodologies category 2.81% 2.40% 2.96%
Number of daily rates quoted 61 49 83
Berkshire median daily rate £450 £434 £400
Median daily rate % change year-on-year +3.75% +8.44% -
10th Percentile £350 £306 £257
90th Percentile £550 £508 £520
South East median daily rate £425 £400 £400
% change year-on-year +6.25% - -
Number of hourly rates quoted 1 0 0
Berkshire median hourly rate £58.00 - -
South East median hourly rate £58.00 £30.00 £22.50
% change year-on-year +93.33% +33.33% -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 3307 3620 3954
As % of all contract IT jobs advertised in Berkshire 82.99% 81.11% 78.91%
Number of daily rates quoted 1704 1972 2145
Berkshire median daily rate £425 £400 £388
Median daily rate % change year-on-year +6.25% +3.23% +3.33%
10th Percentile £263 £250 £225
90th Percentile £588 £575 £538
South East median daily rate £425 £400 £388
% change year-on-year +6.25% +3.23% +6.16%
Number of hourly rates quoted 102 140 175
Berkshire median hourly rate £16.00 £17.50 £27.00
Median hourly rate % change year-on-year -8.57% -35.19% +58.17%
10th Percentile £11.75 £12.00 £13.28
90th Percentile £38.00 £45.00 £41.04
South East median hourly rate £23.14 £24.30 £24.00
% change year-on-year -4.77% +1.25% +37.14%

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 21 October 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 21 October 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 +31 24 £425 +13.33% 1
Newbury +20 19 £475 -13.64%
Maidenhead 0 18 £450 -2.70% 2
Slough -4 10 £513 +51.85%
Bracknell +4 4 £450 +20.00%
Wokingham +5 2 £350 -22.22%
ETL
South East

For the 6 months to 21 October 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 57 (61.29%) SQL
2 47 (50.54%) Data Warehouse
3 44 (47.31%) SQL Server
4 37 (39.78%) Data Modelling
4 37 (39.78%) SQL Server Integration Services
5 32 (34.41%) Oracle
6 28 (30.11%) Migration
6 28 (30.11%) Analytics
7 27 (29.03%) Business Intelligence
8 26 (27.96%) Data Migration
9 22 (23.66%) T-SQL
10 21 (22.58%) Microsoft
11 20 (21.51%) Agile Software Development
11 20 (21.51%) SQL Server Reporting Services
12 17 (18.28%) Big Data
12 17 (18.28%) Tableau
13 16 (17.20%) Hadoop
13 16 (17.20%) Analytical Skills
14 15 (16.13%) SDLC
14 15 (16.13%) Data Cleansing
15 14 (15.05%) PL/SQL
15 14 (15.05%) SAP
16 13 (13.98%) CRM
16 13 (13.98%) Finance
17 12 (12.90%) Python
17 12 (12.90%) HP
17 12 (12.90%) Unix
17 12 (12.90%) SQL Server Analysis Services
17 12 (12.90%) Apache Hive
17 12 (12.90%) Apache Spark

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 12 (12.90%) Apache Spark
2 3 (3.23%) BizTalk Server
2 3 (3.23%) Oracle SOA Suite
2 3 (3.23%) PowerExchange
2 3 (3.23%) SAS
3 2 (2.15%) SharePoint
4 1 (1.08%) Apache
Applications
1 3 (3.23%) Microsoft Excel
Business Applications
1 7 (7.53%) SAP CRM
2 6 (6.45%) SAP APO
2 6 (6.45%) SAP MM
3 4 (4.30%) SAP MDM
4 2 (2.15%) HFM
4 2 (2.15%) Hyperion Planning
5 1 (1.08%) Dynamics CRM
5 1 (1.08%) Maximo
Cloud Services
1 8 (8.60%) Google Cloud Platform
2 6 (6.45%) Microsoft Azure
3 5 (5.38%) SaaS
4 4 (4.30%) Bluemix
4 4 (4.30%) GitHub
4 4 (4.30%) IBM Cloud
5 1 (1.08%) Amazon AWS
Communications & Networking
1 3 (3.23%) Internet
1 3 (3.23%) Intranet
Database & Business Intelligence
1 47 (50.54%) Data Warehouse
2 44 (47.31%) SQL Server
3 37 (39.78%) SQL Server Integration Services
4 20 (21.51%) SQL Server Reporting Services
5 17 (18.28%) Big Data
6 16 (17.20%) Hadoop
7 12 (12.90%) Apache Hive
7 12 (12.90%) SQL Server Analysis Services
8 11 (11.83%) SQL Server 2012
9 9 (9.68%) Data Mining
9 9 (9.68%) SQL Server 2008
10 8 (8.60%) Data Mart
10 8 (8.60%) Microsoft Analysis Services
11 5 (5.38%) Apache Cassandra
11 5 (5.38%) NoSQL
11 5 (5.38%) Oracle Reports
11 5 (5.38%) SAP Data Services
11 5 (5.38%) Star Schema
12 4 (4.30%) MySQL
12 4 (4.30%) PostgreSQL
Development Applications
1 6 (6.45%) LSMW
2 3 (3.23%) Git (software)
2 3 (3.23%) Jenkins
2 3 (3.23%) JIRA
3 2 (2.15%) Talend Open Studio
3 2 (2.15%) Visual Studio
4 1 (1.08%) Oracle APEX
4 1 (1.08%) Team Foundation Server
General
1 13 (13.98%) Finance
2 7 (7.53%) Telecoms
3 5 (5.38%) Marketing
3 5 (5.38%) Pharmaceutical
4 3 (3.23%) Legal
5 1 (1.08%) Billing
5 1 (1.08%) Electronics
5 1 (1.08%) Manufacturing
Job Titles
1 37 (39.78%) Developer
2 24 (25.81%) SQL Developer
3 14 (15.05%) Data Engineer
4 12 (12.90%) Big Data Engineer
4 12 (12.90%) PL/SQL Developer
5 9 (9.68%) Analyst
5 9 (9.68%) Business Intelligence Developer
6 8 (8.60%) SQL Server Developer
6 8 (8.60%) SSAS Developer
7 7 (7.53%) Data Analyst
8 6 (6.45%) Architect
8 6 (6.45%) Oracle Developer
9 5 (5.38%) Data Migration Specialist
9 5 (5.38%) ETL Developer
9 5 (5.38%) Migration Specialist
9 5 (5.38%) Senior Developer
9 5 (5.38%) Senior SQL Developer
9 5 (5.38%) SSIS Developer
10 4 (4.30%) Hadoop Engineer
10 4 (4.30%) SQL BI Developer
Libraries, Frameworks & Software Standards
1 10 (10.75%) MDX
2 8 (8.60%) Apache Tez
2 8 (8.60%) XML
3 7 (7.53%) .NET
3 7 (7.53%) REST
4 6 (6.45%) Web Services
5 5 (5.38%) Oracle GoldenGate
6 4 (4.30%) Kafka
6 4 (4.30%) PySpark
6 4 (4.30%) Spark Streaming
7 3 (3.23%) EJB
7 3 (3.23%) JPA
7 3 (3.23%) JSF
7 3 (3.23%) JSP
7 3 (3.23%) MSMQ
7 3 (3.23%) RabbitMQ
7 3 (3.23%) Servlets
7 3 (3.23%) Spring
7 3 (3.23%) Struts
7 3 (3.23%) WCF
Miscellaneous
1 16 (17.20%) Analytical Skills
2 10 (10.75%) Data Structures
3 5 (5.38%) AS400
4 2 (2.15%) Management Information System
5 1 (1.08%) Clustering
5 1 (1.08%) Data Centre
5 1 (1.08%) FMCG
5 1 (1.08%) IVR
5 1 (1.08%) Replication
Operating Systems
1 12 (12.90%) Unix
2 3 (3.23%) HPUX
2 3 (3.23%) Linux
2 3 (3.23%) Windows
Processes & Methodologies
1 37 (39.78%) Data Modelling
2 28 (30.11%) Analytics
2 28 (30.11%) Migration
3 27 (29.03%) Business Intelligence
4 26 (27.96%) Data Migration
5 20 (21.51%) Agile Software Development
6 15 (16.13%) Data Cleansing
6 15 (16.13%) SDLC
7 13 (13.98%) CRM
8 10 (10.75%) Stakeholder Management
8 10 (10.75%) Validation
9 9 (9.68%) Data Analysis
9 9 (9.68%) Data Engineering
9 9 (9.68%) Data Extraction
9 9 (9.68%) Data Mapping
9 9 (9.68%) ETL Development
9 9 (9.68%) Software Engineering
10 8 (8.60%) Data Management
10 8 (8.60%) Test Automation
11 7 (7.53%) User Acceptance Testing
Programming Languages
1 57 (61.29%) SQL
2 22 (23.66%) T-SQL
3 14 (15.05%) PL/SQL
4 12 (12.90%) Python
5 10 (10.75%) Shell Script
6 8 (8.60%) Java
6 8 (8.60%) Scala
7 4 (4.30%) C#
8 2 (2.15%) Data Analysis Expressions (DAX)
8 2 (2.15%) JavaScript
8 2 (2.15%) PowerShell
9 1 (1.08%) Apex Code
9 1 (1.08%) PHP
9 1 (1.08%) SOQL
9 1 (1.08%) SOSL
9 1 (1.08%) VB.NET
9 1 (1.08%) XPath
Qualifications
1 8 (8.60%) Degree
2 3 (3.23%) Security Cleared
3 2 (2.15%) SC Cleared
4 1 (1.08%) BC Cleared
Quality Assurance & Compliance
1 11 (11.83%) Data Quality
2 6 (6.45%) GxP
2 6 (6.45%) Sarbanes-Oxley
3 2 (2.15%) SLA
4 1 (1.08%) IFRS
4 1 (1.08%) IFRS 9
4 1 (1.08%) QA
System Software
1 4 (4.30%) Apache Flume
1 4 (4.30%) Docker
1 4 (4.30%) HDFS
Systems Management
1 4 (4.30%) Ambari
1 4 (4.30%) Hadoop YARN
1 4 (4.30%) Kubernetes
1 4 (4.30%) Oozie
Vendors
1 32 (34.41%) Oracle
2 21 (22.58%) Microsoft
3 17 (18.28%) Tableau
4 14 (15.05%) SAP
5 12 (12.90%) HP
6 11 (11.83%) Informatica
7 10 (10.75%) Hortonworks
8 8 (8.60%) Google
9 7 (7.53%) Siebel
10 6 (6.45%) Callidus
10 6 (6.45%) IBM
11 4 (4.30%) Cisco
12 3 (3.23%) Hyperion
12 3 (3.23%) Salesforce.com
13 2 (2.15%) Cloudera
13 2 (2.15%) MicroStrategy
13 2 (2.15%) MuleSoft
13 2 (2.15%) Talend
13 2 (2.15%) Trillium
14 1 (1.08%) Huawei