Period
to 24 September 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 24 September 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
24 Sep 2018
Same period 2017 Same period 2016
Rank 54 67 82
Rank change year-on-year +13 +15 -22
Contract jobs citing ETL 98 81 66
As % of all contract IT jobs advertised in the East Midlands 3.59% 2.60% 2.09%
As % of the Processes & Methodologies category 4.40% 3.06% 2.52%
Number of daily rates quoted 67 44 48
East Midlands median daily rate £425 £404 £420
Median daily rate % change year-on-year +5.26% -3.87% +5.00%
10th Percentile £306 £263 £313
90th Percentile £525 £575 £549
England median daily rate £450 £450 £425
% change year-on-year - +5.88% -
Number of hourly rates quoted 1 3 0
East Midlands median hourly rate £47.50 £51.25 -
Median hourly rate % change year-on-year -7.32% - -
England median hourly rate £35.00 £40.00 £44.00
% change year-on-year -12.50% -9.09% +46.67%

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 2,225 2,648 2,623
As % of all contract IT jobs advertised in the East Midlands 81.56% 84.93% 83.06%
Number of daily rates quoted 1,424 1,666 1,674
East Midlands median daily rate £400 £400 £400
10th Percentile £275 £250 £263
90th Percentile £538 £550 £575
England median daily rate £468 £450 £425
% change year-on-year +3.89% +5.88% +3.03%
Number of hourly rates quoted 92 103 56
East Midlands median hourly rate £15.50 £14.50 £14.25
Median hourly rate % change year-on-year +6.90% +1.75% -17.39%
10th Percentile £10.33 £9.60 £8.76
90th Percentile £43.75 £52.50 £41.63
England median hourly rate £21.00 £23.14 £22.84
% change year-on-year -9.25% +1.34% +4.99%

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 24 September 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 24 September 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 +15 36 £481 +28.33% 9
Derbyshire +29 32 £450 +10.43% 9
Northamptonshire -21 12 £365 -14.12% 2
Leicestershire +14 10 £318 -42.27% 5
ETL
England

For the 6 months to 24 September 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 63 (64.29%) SQL
2 45 (45.92%) Data Warehouse
3 40 (40.82%) Agile Software Development
4 37 (37.76%) SQL Server
5 36 (36.73%) Business Intelligence
6 33 (33.67%) Oracle
7 28 (28.57%) Analytical Skills
8 27 (27.55%) Python
9 26 (26.53%) Analytics
10 24 (24.49%) Relational Database
10 24 (24.49%) Informatica
11 23 (23.47%) Microsoft
12 22 (22.45%) Unix
12 22 (22.45%) Web Services
12 22 (22.45%) Data Analytics
13 20 (20.41%) Linux
14 18 (18.37%) Oracle Database
14 18 (18.37%) Big Data
14 18 (18.37%) SQL Server Integration Services
15 17 (17.35%) Amazon AWS
15 17 (17.35%) XML
16 16 (16.33%) Data Quality
17 15 (15.31%) Ansible
17 15 (15.31%) Open Source
17 15 (15.31%) SQL Server 2012
17 15 (15.31%) Hadoop
17 15 (15.31%) PowerCenter
18 14 (14.29%) Data Integration
18 14 (14.29%) Opscode Chef
18 14 (14.29%) Amazon EC2

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 11 (11.22%) Apache Spark
2 7 (7.14%) SAS
2 7 (7.14%) SharePoint
3 3 (3.06%) MQSeries
4 1 (1.02%) Apache Pig
4 1 (1.02%) Apache Solr
4 1 (1.02%) Elasticsearch
Applications
1 5 (5.10%) Microsoft Excel
2 4 (4.08%) Microsoft PowerPoint
3 2 (2.04%) Microsoft Office
Business Applications
1 1 (1.02%) Oracle EBS
Cloud Services
1 17 (17.35%) Amazon AWS
2 14 (14.29%) Amazon EC2
2 14 (14.29%) Amazon S3
2 14 (14.29%) Virtual Private Cloud
3 13 (13.27%) Amazon EMR
3 13 (13.27%) Amazon Glacier
4 6 (6.12%) Microsoft Azure
5 2 (2.04%) Office 365
6 1 (1.02%) Amazon ELB
6 1 (1.02%) Amazon Kinesis
6 1 (1.02%) GitHub
6 1 (1.02%) Google Cloud Platform
6 1 (1.02%) Route 53
6 1 (1.02%) Stackdriver
Communications & Networking
1 7 (7.14%) FTP
1 7 (7.14%) SAN
2 2 (2.04%) Kerberos
Database & Business Intelligence
1 45 (45.92%) Data Warehouse
2 37 (37.76%) SQL Server
3 24 (24.49%) Relational Database
4 18 (18.37%) Big Data
4 18 (18.37%) Oracle Database
4 18 (18.37%) SQL Server Integration Services
5 15 (15.31%) Hadoop
5 15 (15.31%) PowerCenter
5 15 (15.31%) SQL Server 2012
6 14 (14.29%) NoSQL
7 13 (13.27%) Amazon Aurora
7 13 (13.27%) Amazon Redshift
7 13 (13.27%) Power BI
8 11 (11.22%) Oracle Reports
8 11 (11.22%) SQL Server Reporting Services
9 10 (10.20%) Oracle Database 11g
9 10 (10.20%) RDBMS
10 9 (9.18%) DB2
10 9 (9.18%) QlikView
10 9 (9.18%) SQL Server 2005
Development Applications
1 10 (10.20%) Visual Studio
2 5 (5.10%) Team Foundation Server
3 2 (2.04%) JIRA
4 1 (1.02%) Git (software)
4 1 (1.02%) Jenkins
4 1 (1.02%) SQL Server Management Studio (SSMS)
4 1 (1.02%) Subversion
4 1 (1.02%) Visual Studio Team System
General
1 9 (9.18%) Manufacturing
2 4 (4.08%) Banking
2 4 (4.08%) Retail
3 2 (2.04%) Finance
4 1 (1.02%) Aerospace
4 1 (1.02%) Investment Banking
4 1 (1.02%) Law
4 1 (1.02%) Publishing
Job Titles
1 39 (39.80%) Developer
2 16 (16.33%) Analyst
2 16 (16.33%) Data Engineer
3 14 (14.29%) AWS Engineer
4 12 (12.24%) Cloud Engineer
5 9 (9.18%) Business Intelligence Developer
5 9 (9.18%) Informatica Developer
6 7 (7.14%) Data Manager
7 6 (6.12%) Data Analyst
7 6 (6.12%) Senior Data Engineer
7 6 (6.12%) Support Analyst
8 5 (5.10%) Applications Support
8 5 (5.10%) Applications Support Analyst
8 5 (5.10%) Data Migration Manager
8 5 (5.10%) DevOps Engineer
8 5 (5.10%) Migration Manager
9 4 (4.08%) Business Intelligence Specialist
9 4 (4.08%) Data Architect
9 4 (4.08%) Data Warehouse Specialist
9 4 (4.08%) ETL Developer
Libraries, Frameworks & Software Standards
1 22 (22.45%) Web Services
2 17 (17.35%) XML
3 7 (7.14%) Oracle GoldenGate
3 7 (7.14%) Oracle Streams
4 6 (6.12%) HTML
5 5 (5.10%) CSS
6 4 (4.08%) Kafka
6 4 (4.08%) MDX
7 3 (3.06%) .NET
7 3 (3.06%) ASP.NET
8 2 (2.04%) JSON
8 2 (2.04%) Spark Streaming
9 1 (1.02%) ASP.NET MVC
9 1 (1.02%) Elastic Stack
9 1 (1.02%) HTML5
9 1 (1.02%) J2EE
9 1 (1.02%) jQuery
9 1 (1.02%) RESTful
9 1 (1.02%) SOAP
9 1 (1.02%) WCF
Miscellaneous
1 28 (28.57%) Analytical Skills
2 8 (8.16%) Computer Science
3 4 (4.08%) Data Structures
4 3 (3.06%) Greenfield Project
5 2 (2.04%) Algorithms
5 2 (2.04%) Management Information System
5 2 (2.04%) NHS
6 1 (1.02%) e-Learning
6 1 (1.02%) Enterprise Software
6 1 (1.02%) Replication
Operating Systems
1 22 (22.45%) Unix
2 20 (20.41%) Linux
3 11 (11.22%) Windows
4 5 (5.10%) VMS
5 4 (4.08%) Windows Server
5 4 (4.08%) Windows Server 2003
6 1 (1.02%) Windows 10
Processes & Methodologies
1 40 (40.82%) Agile Software Development
2 36 (36.73%) Business Intelligence
3 26 (26.53%) Analytics
4 22 (22.45%) Data Analytics
5 15 (15.31%) Open Source
6 14 (14.29%) Data Integration
6 14 (14.29%) DevOps
7 12 (12.24%) Data Modelling
8 11 (11.22%) Unit Testing
9 10 (10.20%) Data Analysis
9 10 (10.20%) Performance Monitoring
10 9 (9.18%) ITIL
10 9 (9.18%) Migration
10 9 (9.18%) User Acceptance Testing
11 8 (8.16%) Dimensional Modelling
11 8 (8.16%) Logical Data Model
11 8 (8.16%) Physical Data Model
11 8 (8.16%) PLM
11 8 (8.16%) Root Cause Analysis
11 8 (8.16%) Translating Business Requirements
Programming Languages
1 63 (64.29%) SQL
2 27 (27.55%) Python
3 13 (13.27%) PL/SQL
4 11 (11.22%) Java
5 10 (10.20%) R
5 10 (10.20%) T-SQL
6 6 (6.12%) PowerShell
7 5 (5.10%) JavaScript
7 5 (5.10%) VB
8 4 (4.08%) Data Analysis Expressions (DAX)
9 3 (3.06%) Bash Shell
10 2 (2.04%) C#
10 2 (2.04%) Scala
10 2 (2.04%) Shell Script
11 1 (1.02%) Ruby
11 1 (1.02%) VB.NET
Qualifications
1 10 (10.20%) Degree
1 10 (10.20%) Security Cleared
2 9 (9.18%) SC Cleared
3 8 (8.16%) Computer Science Degree
3 8 (8.16%) Master's Degree
4 3 (3.06%) BPSS Clearance
5 1 (1.02%) ISTQB
5 1 (1.02%) ISTQB Foundation Certification
5 1 (1.02%) MBCS
Quality Assurance & Compliance
1 16 (16.33%) Data Quality
2 5 (5.10%) GDPR
2 5 (5.10%) QA
3 2 (2.04%) ISO 9001
3 2 (2.04%) ISO 9002
3 2 (2.04%) PMO
3 2 (2.04%) TickIT
4 1 (1.02%) SLA
System Software
1 3 (3.06%) Docker
2 1 (1.02%) Apache Flume
2 1 (1.02%) Apache ZooKeeper
2 1 (1.02%) HDFS
Systems Management
1 15 (15.31%) Ansible
2 14 (14.29%) Opscode Chef
3 2 (2.04%) Control-M
3 2 (2.04%) Tivoli
4 1 (1.02%) Oozie
4 1 (1.02%) Systems Management Server (SMS)
Vendors
1 33 (33.67%) Oracle
2 24 (24.49%) Informatica
3 23 (23.47%) Microsoft
4 12 (12.24%) Splunk
5 11 (11.22%) Tableau
6 8 (8.16%) Netezza
6 8 (8.16%) Teradata
7 6 (6.12%) Alteryx
8 4 (4.08%) Talend
8 4 (4.08%) TIBCO
9 3 (3.06%) SAP
10 2 (2.04%) Ab Initio
10 2 (2.04%) Hortonworks
11 1 (1.02%) Cloudera
11 1 (1.02%) Cognos
11 1 (1.02%) Dynatrace
11 1 (1.02%) Google
11 1 (1.02%) RedGate