Period
to 12 December 2018

The following table provides summary statistics for contract job vacancies advertised in the East Midlands 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 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)
England > East Midlands
6 months to
12 Dec 2018
Same period 2017 Same period 2016
Rank 66 73 64
Rank change year-on-year +7 -9 -15
Contract jobs citing ETL 85 79 98
As % of all contract IT jobs advertised in the East Midlands 3.18% 2.48% 3.01%
As % of the Processes & Methodologies category 3.85% 2.95% 3.64%
Number of daily rates quoted 58 55 72
East Midlands median daily rate £450 £375 £363
Median daily rate % change year-on-year +20.00% +3.45% -15.94%
10th Percentile £258 £305 £225
90th Percentile £550 £575 £511
England median daily rate £455 £450 £425
% change year-on-year +1.11% +5.88% -
Number of hourly rates quoted 0 3 0
East Midlands median hourly rate - £51.25 -
England median hourly rate £20.25 £45.61 £41.00
% change year-on-year -55.61% +11.23% +36.67%

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 the East Midlands with a requirement for process or methodology skills.

All Process and Methodology Skills
East Midlands
Contract vacancies with a requirement for process or methodology skills 2,206 2,682 2,692
As % of all contract IT jobs advertised in the East Midlands 82.41% 84.05% 82.63%
Number of daily rates quoted 1,440 1,700 1,703
East Midlands median daily rate £404 £388 £400
Median daily rate % change year-on-year +4.32% -3.13% +6.67%
10th Percentile £275 £249 £226
90th Percentile £550 £550 £575
England median daily rate £475 £450 £425
% change year-on-year +5.56% +5.88% -
Number of hourly rates quoted 103 97 75
East Midlands median hourly rate £14.64 £15.40 £14.00
Median hourly rate % change year-on-year -4.97% +10.00% -12.50%
10th Percentile £9.52 £9.72 £8.76
90th Percentile £32.50 £47.50 £41.50
England median hourly rate £22.00 £25.00 £22.84
% change year-on-year -12.00% +9.48% +3.80%

ETL
Job Vacancy Trend in the East Midlands

Job postings citing ETL as a percentage of all IT jobs advertised in the East Midlands.

Job vacancy trend for ETL in the East Midlands

ETL
Contractor Daily Rate Trend in the East Midlands

This chart provides the 3-month moving average for daily rates quoted in contract jobs citing ETL in the East Midlands.

Contractor daily rate trend for ETL in the East Midlands

ETL
Contractor Daily Rate Histogram in the East Midlands

The daily rate distribution of IT jobs citing ETL in the East Midlands over the 6 months to 12 December 2018.

Contractor daily rate histogram for ETL in the East Midlands

ETL
Contractor Hourly Rate Trend in the East Midlands

This chart provides the 3-month moving average for contractor hourly rates quoted in IT jobs citing ETL in the East Midlands.

Contractor hourly rate trend for ETL in the East Midlands

ETL
Contract Job Locations in the East Midlands

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing ETL within the East Midlands region over the 6 months to 12 December 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
Nottinghamshire +22 47 £488 +30.00% 4
Derbyshire +19 17 £385 -5.52% 1
Northamptonshire -19 10 £345 +9.52% 2
Leicestershire +11 9 £320 -41.82% 7
ETL
England

For the 6 months to 12 December 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 East Midlands region with a requirement for ETL.

1 52 (61.18%) Agile Software Development
2 51 (60.00%) SQL
3 34 (40.00%) Python
4 31 (36.47%) Web Services
5 29 (34.12%) SQL Server
6 28 (32.94%) Relational Database
7 27 (31.76%) Linux
8 25 (29.41%) Analytical Skills
9 23 (27.06%) Data Warehouse
10 21 (24.71%) Ansible
11 20 (23.53%) Opscode Chef
11 20 (23.53%) Open Source
11 20 (23.53%) Amazon AWS
11 20 (23.53%) Business Intelligence
12 19 (22.35%) Oracle
12 19 (22.35%) NoSQL
12 19 (22.35%) Amazon EC2
12 19 (22.35%) Amazon S3
12 19 (22.35%) Virtual Private Cloud
12 19 (22.35%) Amazon Glacier
12 19 (22.35%) Amazon Redshift
12 19 (22.35%) Analytics
12 19 (22.35%) Amazon EMR
12 19 (22.35%) Amazon Aurora
13 18 (21.18%) DevOps
13 18 (21.18%) Data Analytics
13 18 (21.18%) Unix
14 17 (20.00%) SQL Server Integration Services
14 17 (20.00%) Splunk
15 16 (18.82%) Hadoop

ETL
Co-occurring IT Skills in the East Midlands 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 (16.47%) Apache Spark
2 4 (4.71%) MQSeries
3 3 (3.53%) JBoss
3 3 (3.53%) Tomcat
4 2 (2.35%) SAS
4 2 (2.35%) SharePoint
5 1 (1.18%) IIS
Applications
1 1 (1.18%) Microsoft Office
Business Applications
1 1 (1.18%) Oracle EBS
Cloud Services
1 20 (23.53%) Amazon AWS
2 19 (22.35%) Amazon EC2
2 19 (22.35%) Amazon EMR
2 19 (22.35%) Amazon Glacier
2 19 (22.35%) Amazon S3
2 19 (22.35%) Virtual Private Cloud
3 1 (1.18%) GitHub
3 1 (1.18%) Microsoft Azure
3 1 (1.18%) Office 365
Communications & Networking
1 4 (4.71%) Kerberos
2 1 (1.18%) Internet
Database & Business Intelligence
1 29 (34.12%) SQL Server
2 28 (32.94%) Relational Database
3 23 (27.06%) Data Warehouse
4 19 (22.35%) Amazon Aurora
4 19 (22.35%) Amazon Redshift
4 19 (22.35%) NoSQL
5 17 (20.00%) SQL Server Integration Services
6 16 (18.82%) Hadoop
7 14 (16.47%) Big Data
7 14 (16.47%) Oracle Database
8 13 (15.29%) Oracle Database 11g
8 13 (15.29%) SQL Server 2012
9 12 (14.12%) DB2
10 10 (11.76%) SQL Server Analysis Services
11 9 (10.59%) Cloudera CDH
11 9 (10.59%) Sqoop
12 8 (9.41%) Amazon RDS
12 8 (9.41%) DB2 UDB
12 8 (9.41%) SQL Server 2005
12 8 (9.41%) SQL Server 2008
Development Applications
1 7 (8.24%) Visual Studio
2 3 (3.53%) JUnit
2 3 (3.53%) Maven
2 3 (3.53%) Team Foundation Server
3 2 (2.35%) Subversion
4 1 (1.18%) Git (software)
4 1 (1.18%) SQL Server Management Studio (SSMS)
General
1 10 (11.76%) Finance
2 7 (8.24%) Retail
3 5 (5.88%) Banking
4 1 (1.18%) Law
4 1 (1.18%) Marketing
4 1 (1.18%) Publishing
Job Titles
1 35 (41.18%) Developer
2 20 (23.53%) AWS Engineer
3 16 (18.82%) Cloud Engineer
4 10 (11.76%) DevOps Engineer
5 9 (10.59%) AWS DevOps
5 9 (10.59%) AWS DevOps Engineer
6 8 (9.41%) Data Engineer
6 8 (9.41%) Informatica Developer
7 7 (8.24%) Administrator
7 7 (8.24%) Analyst
7 7 (8.24%) Business Intelligence Developer
7 7 (8.24%) Data Manager
7 7 (8.24%) Database Engineer
7 7 (8.24%) Hadoop Administrator
8 6 (7.06%) Support Analyst
9 5 (5.88%) Applications Support
9 5 (5.88%) Applications Support Analyst
9 5 (5.88%) Data Migration Manager
9 5 (5.88%) Hadoop Developer
9 5 (5.88%) Migration Manager
Libraries, Frameworks & Software Standards
1 31 (36.47%) Web Services
2 11 (12.94%) XML
3 5 (5.88%) .NET
4 4 (4.71%) CSS
4 4 (4.71%) HTML
4 4 (4.71%) Kafka
4 4 (4.71%) Spark Streaming
4 4 (4.71%) XSD
5 3 (3.53%) Hibernate
5 3 (3.53%) JSP
5 3 (3.53%) Spring
5 3 (3.53%) Struts
5 3 (3.53%) XSLT
6 2 (2.35%) ASP.NET
6 2 (2.35%) MDX
7 1 (1.18%) EDI
7 1 (1.18%) jQuery
7 1 (1.18%) RESTful
7 1 (1.18%) SOAP
7 1 (1.18%) WCF
Miscellaneous
1 25 (29.41%) Analytical Skills
2 5 (5.88%) Data Structures
2 5 (5.88%) NHS
3 4 (4.71%) Algorithms
4 2 (2.35%) Enterprise Software
Operating Systems
1 27 (31.76%) Linux
2 18 (21.18%) Unix
3 9 (10.59%) Windows
4 4 (4.71%) VMS
5 1 (1.18%) Windows 10
Processes & Methodologies
1 52 (61.18%) Agile Software Development
2 20 (23.53%) Business Intelligence
2 20 (23.53%) Open Source
3 19 (22.35%) Analytics
4 18 (21.18%) Data Analytics
4 18 (21.18%) DevOps
5 12 (14.12%) Task Automation
6 11 (12.94%) Business Continuity
6 11 (12.94%) Data Modelling
6 11 (12.94%) Translating Business Requirements
6 11 (12.94%) Use Case
6 11 (12.94%) Visualisation
7 10 (11.76%) Data Integration
8 9 (10.59%) Computer Science
8 9 (10.59%) Data Science
8 9 (10.59%) Performance Monitoring
9 8 (9.41%) Data Acquisition
9 8 (9.41%) Logical Data Model
9 8 (9.41%) Physical Data Model
9 8 (9.41%) Unit Testing
Programming Languages
1 51 (60.00%) SQL
2 34 (40.00%) Python
3 13 (15.29%) Scala
4 11 (12.94%) Java
5 8 (9.41%) T-SQL
6 7 (8.24%) PL/SQL
7 6 (7.06%) PowerShell
8 4 (4.71%) Shell Script
8 4 (4.71%) VB
9 3 (3.53%) JavaScript
10 2 (2.35%) C#
10 2 (2.35%) Data Analysis Expressions (DAX)
11 1 (1.18%) VB.NET
11 1 (1.18%) VBA
Qualifications
1 14 (16.47%) Degree
2 9 (10.59%) Computer Science Degree
3 8 (9.41%) Master's Degree
4 6 (7.06%) Security Cleared
5 5 (5.88%) SC Cleared
6 3 (3.53%) BPSS Clearance
7 1 (1.18%) MBCS
Quality Assurance & Compliance
1 11 (12.94%) GDPR
2 5 (5.88%) Data Quality
2 5 (5.88%) QA
3 2 (2.35%) ISO 9001
3 2 (2.35%) ISO 9002
3 2 (2.35%) PMO
3 2 (2.35%) SLA
3 2 (2.35%) TickIT
System Software
1 3 (3.53%) Docker
Systems Management
1 21 (24.71%) Ansible
2 20 (23.53%) Opscode Chef
3 9 (10.59%) Oozie
4 4 (4.71%) Control-M
4 4 (4.71%) Tivoli
5 1 (1.18%) Systems Management Server (SMS)
Vendors
1 19 (22.35%) Oracle
2 17 (20.00%) Splunk
3 10 (11.76%) Informatica
4 9 (10.59%) Cloudera
4 9 (10.59%) Microsoft
5 8 (9.41%) Netezza
5 8 (9.41%) Teradata
6 3 (3.53%) Ab Initio
6 3 (3.53%) Cognos
6 3 (3.53%) Tableau
7 2 (2.35%) SAP
7 2 (2.35%) Talend
8 1 (1.18%) Alteryx
8 1 (1.18%) IBM
8 1 (1.18%) RedGate
8 1 (1.18%) TIBCO