Period
to 21 November 2017

The following table provides summary statistics for contract job vacancies advertised in Yorkshire 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 November 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)
England > Yorkshire
6 months to
21 Nov 2017
Same period 2016 Same period 2015
Rank 74 62 59
Rank change year-on-year -12 -3 0
Contract jobs citing ETL 120 181 199
As % of all contract IT jobs advertised in Yorkshire 2.70% 3.35% 3.23%
As % of the Processes & Methodologies category 3.24% 3.99% 3.89%
Number of daily rates quoted 88 124 197
Yorkshire median daily rate £425 £384 £400
Median daily rate % change year-on-year +10.68% -4.00% +6.67%
10th Percentile £321 £310 £275
90th Percentile £473 £508 £600
England median daily rate £450 £425 £425
% change year-on-year +5.88% - -
Number of hourly rates quoted 1 3 0
Yorkshire median hourly rate £35.00 £25.39 -
Median hourly rate % change year-on-year +37.85% - -
England median hourly rate £46.21 £43.00 £28.75
% change year-on-year +7.47% +49.57% -24.84%

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 Yorkshire with a requirement for process or methodology skills.

All Process and Methodology Skills
Yorkshire
Contract vacancies with a requirement for process or methodology skills 3706 4538 5120
As % of all contract IT jobs advertised in Yorkshire 83.36% 84.08% 83.20%
Number of daily rates quoted 2462 2955 3510
Yorkshire median daily rate £400 £400 £375
Median daily rate % change year-on-year - +6.67% +7.14%
10th Percentile £261 £263 £260
90th Percentile £550 £550 £535
England median daily rate £450 £425 £423
% change year-on-year +5.88% +0.47% +5.75%
Number of hourly rates quoted 97 130 179
Yorkshire median hourly rate £16.00 £14.81 £14.50
Median hourly rate % change year-on-year +8.05% +2.12% -
10th Percentile £9.81 £10.98 £9.25
90th Percentile £40.00 £42.63 £34.41
England median hourly rate £23.75 £24.42 £22.50
% change year-on-year -2.74% +8.53% +18.42%

ETL
Job Vacancy Trend in Yorkshire

Job postings citing ETL as a percentage of all IT jobs advertised in Yorkshire.

Job vacancy trend for ETL in Yorkshire

ETL
Contractor Daily Rate Trend in Yorkshire

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

Contractor daily rate trend for ETL in Yorkshire

ETL
Contractor Daily Rate Histogram in Yorkshire

The daily rate distribution of IT jobs citing ETL in Yorkshire over the 6 months to 21 November 2017.

Contractor daily rate histogram for ETL in Yorkshire

ETL
Contractor Hourly Rate Trend in Yorkshire

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

Contractor hourly rate trend for ETL in Yorkshire

ETL
Contract Job Locations in Yorkshire

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing ETL within the Yorkshire region over the 6 months to 21 November 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
West Yorkshire +2 93 £425 +8.97% 17
South Yorkshire -5 22 £425 +11.70%
North Yorkshire -6 2 £350 -6.67% 2
East Yorkshire -8 1 £425 - 1
ETL
England

For the 6 months to 21 November 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 Yorkshire region with a requirement for ETL.

1 73 (60.83%) SQL
2 51 (42.50%) SQL Server
3 48 (40.00%) Microsoft
4 42 (35.00%) Data Warehouse
5 39 (32.50%) Business Intelligence
6 36 (30.00%) SQL Server Integration Services
7 35 (29.17%) Shell Script
8 34 (28.33%) Agile Software Development
8 34 (28.33%) Continuous Integration
9 33 (27.50%) DevOps
9 33 (27.50%) Python
10 32 (26.67%) Data Modelling
10 32 (26.67%) Big Data
10 32 (26.67%) Apache Hive
11 31 (25.83%) HBase
11 31 (25.83%) Apache Spark
12 30 (25.00%) Kafka
13 29 (24.17%) Apache Flume
13 29 (24.17%) Sqoop
13 29 (24.17%) Spark Streaming
13 29 (24.17%) Impala
13 29 (24.17%) MapReduce
13 29 (24.17%) Hadoop
13 29 (24.17%) Finance
14 27 (22.50%) GitHub
15 22 (18.33%) Migration
15 22 (18.33%) Informatica
16 21 (17.50%) Ansible
16 21 (17.50%) Security Cleared
17 20 (16.67%) Data Integration

ETL
Co-occurring IT Skills in Yorkshire 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 31 (25.83%) Apache Spark
2 11 (9.17%) OpenStack
3 6 (5.00%) SAS
4 1 (0.83%) Apache
4 1 (0.83%) Confluence
4 1 (0.83%) WebSphere
Applications
1 2 (1.67%) Microsoft Excel
1 2 (1.67%) Microsoft Office
Business Applications
1 5 (4.17%) Oracle Receivables
2 4 (3.33%) Oracle iProcurement
3 2 (1.67%) Dynamics CRM
4 1 (0.83%) Oracle EBS
4 1 (0.83%) Oracle General Ledger
4 1 (0.83%) Oracle Payables
Cloud Services
1 27 (22.50%) GitHub
2 8 (6.67%) Microsoft Azure
3 5 (4.17%) Amazon AWS
4 3 (2.50%) SaaS
5 2 (1.67%) Dynamics 365
Communications & Networking
1 14 (11.67%) LAN
2 13 (10.83%) VPN
2 13 (10.83%) WAN
3 4 (3.33%) SMS
Database & Business Intelligence
1 51 (42.50%) SQL Server
2 42 (35.00%) Data Warehouse
3 36 (30.00%) SQL Server Integration Services
4 32 (26.67%) Apache Hive
4 32 (26.67%) Big Data
5 31 (25.83%) HBase
6 29 (24.17%) Hadoop
6 29 (24.17%) Impala
6 29 (24.17%) Sqoop
7 18 (15.00%) SQL Server Analysis Services
8 17 (14.17%) SQL Server 2008
9 16 (13.33%) NoSQL
9 16 (13.33%) SQL Server Reporting Services
10 13 (10.83%) Power BI
11 12 (10.00%) QlikView
12 11 (9.17%) Oracle BI EE
13 10 (8.33%) OLAP
13 10 (8.33%) Oracle Database
13 10 (8.33%) SQL Server 2014
14 9 (7.50%) Oracle Database 11g
Development Applications
1 16 (13.33%) Git (software)
2 13 (10.83%) Talend Open Studio
3 9 (7.50%) Octopus Deploy
4 7 (5.83%) JIRA
5 2 (1.67%) Jenkins
6 1 (0.83%) Gerrit
6 1 (0.83%) IBM UrbanCode
6 1 (0.83%) JMeter
6 1 (0.83%) LoadRunner
6 1 (0.83%) LSMW
6 1 (0.83%) Oracle Forms
6 1 (0.83%) ProC
6 1 (0.83%) SQL Server Management Studio (SSMS)
6 1 (0.83%) Visual Studio
General
1 29 (24.17%) Finance
2 4 (3.33%) Electronics
2 4 (3.33%) Manufacturing
2 4 (3.33%) Marketing
2 4 (3.33%) Telecoms
3 1 (0.83%) Banking
Job Titles
1 66 (55.00%) Developer
2 19 (15.83%) SQL Developer
3 18 (15.00%) ETL Developer
4 17 (14.17%) DevOps Engineer
5 16 (13.33%) Data Engineer
6 14 (11.67%) Business Intelligence Developer
7 11 (9.17%) Senior Developer
8 10 (8.33%) SSIS Developer
9 9 (7.50%) Senior Data Engineer
9 9 (7.50%) Senior SQL Developer
10 8 (6.67%) SSAS Developer
11 6 (5.00%) OBIEE Developer
12 5 (4.17%) Microsoft BI Developer
12 5 (4.17%) Microsoft Developer
13 4 (3.33%) Analyst
13 4 (3.33%) Consultant
13 4 (3.33%) Pentaho Developer
13 4 (3.33%) Tester
13 4 (3.33%) T-SQL Developer
14 3 (2.50%) SSRS Developer
Libraries, Frameworks & Software Standards
1 30 (25.00%) Kafka
2 29 (24.17%) Spark Streaming
3 15 (12.50%) Sensu
4 8 (6.67%) MDX
5 6 (5.00%) .NET
6 3 (2.50%) .NET Core
7 1 (0.83%) ASP.NET Web API
7 1 (0.83%) JMS
7 1 (0.83%) JSON
7 1 (0.83%) Spring
7 1 (0.83%) Web Services
7 1 (0.83%) WinForms
Miscellaneous
1 14 (11.67%) Analytical Skills
2 2 (1.67%) Management Information System
2 2 (1.67%) NHS
2 2 (1.67%) Replication
3 1 (0.83%) Greenfield Project
3 1 (0.83%) Mainframe
Operating Systems
1 17 (14.17%) Linux
2 8 (6.67%) Unix
3 1 (0.83%) Windows
Processes & Methodologies
1 39 (32.50%) Business Intelligence
2 34 (28.33%) Agile Software Development
2 34 (28.33%) Continuous Integration
3 33 (27.50%) DevOps
4 32 (26.67%) Data Modelling
5 29 (24.17%) MapReduce
6 22 (18.33%) Migration
7 20 (16.67%) Data Integration
7 20 (16.67%) Performance Tuning
8 19 (15.83%) Open Source
9 16 (13.33%) Analytics
9 16 (13.33%) Configuration Management
10 15 (12.50%) Disaster Recovery
11 14 (11.67%) Data Analytics
11 14 (11.67%) ETL Development
12 13 (10.83%) Big Data Analytics
12 13 (10.83%) Information Security
13 11 (9.17%) Data Analysis
13 11 (9.17%) Data Management
14 10 (8.33%) Analytical Thinking
Programming Languages
1 73 (60.83%) SQL
2 35 (29.17%) Shell Script
3 33 (27.50%) Python
4 20 (16.67%) T-SQL
5 12 (10.00%) Java
6 11 (9.17%) Scala
7 7 (5.83%) PL/SQL
8 2 (1.67%) C
8 2 (1.67%) R
9 1 (0.83%) ANSI SQL
9 1 (0.83%) C#
9 1 (0.83%) Data Analysis Expressions (DAX)
9 1 (0.83%) PROC SQL
9 1 (0.83%) SAS Macro
9 1 (0.83%) VBA
Qualifications
1 21 (17.50%) Security Cleared
2 19 (15.83%) SC Cleared
3 9 (7.50%) MCITP
3 9 (7.50%) MCSE
3 9 (7.50%) Microsoft Certification
4 4 (3.33%) DV Cleared
4 4 (3.33%) ISEB
5 2 (1.67%) ISTQB
6 1 (0.83%) Degree
6 1 (0.83%) Master's Degree
Quality Assurance & Compliance
1 11 (9.17%) QA
2 7 (5.83%) Data Quality
System Software
1 29 (24.17%) Apache Flume
2 3 (2.50%) Docker
Systems Management
1 21 (17.50%) Ansible
2 15 (12.50%) Prometheus
Vendors
1 48 (40.00%) Microsoft
2 22 (18.33%) Informatica
3 20 (16.67%) Oracle
4 13 (10.83%) Talend
5 9 (7.50%) RedGate
6 8 (6.67%) SAP
7 5 (4.17%) Tableau
8 4 (3.33%) IBM
9 2 (1.67%) Netezza
10 1 (0.83%) Ab Initio
10 1 (0.83%) Capita
10 1 (0.83%) Logi
10 1 (0.83%) Logi Analytics
10 1 (0.83%) Microgen