The following table provides summary statistics for permanent job vacancies advertised in the North West with a requirement for ETL skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited ETL over the 3 months to 25 June 2017 with a comparison to the same period in the previous 2 years.

Extract, Transform and Load (ETL)
England / North West
3 months to
25 Jun 2017
Same period 2016 Same period 2015
Rank 111 124 128
Rank change year-on-year +13 +4  
Permanent jobs citing ETL 184 112 132
As % of all permanent IT jobs advertised in the North West 2.72% 2.02% 2.07%
As % of the Processes & Methodologies category 3.03% 2.29% 2.31%
Number of salaries quoted 165 102 103
Median salary £42,500 £40,000 £40,000
Median salary % change year-on-year +6.25% -  
90% offered a salary of more than £30,000 £29,250 £31,700
10% offered a salary of more than £60,000 £52,250 £52,500
UK excluding London median salary £45,000 £45,000 £45,000

ETL is in the process and methodology skills category. The next table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in the North West with a requirement for process and methodology skills.

Process & Methodology Skills
North West
Permanent job vacancies with a requirement for process and methodology skills 6066 4892 5725
As % of all permanent IT job vacancies advertised in the North West 89.80% 88.29% 89.75%
Number of salaries quoted 4907 4132 4653
Median salary £43,500 £42,500 £40,000
Median salary % change year-on-year +2.35% +6.25%  
90% offered a salary of more than £30,000 £28,000 £27,500
10% offered a salary of more than £62,500 £60,000 £62,500
UK excluding London median salary £45,000 £45,000 £44,000
% change year-on-year - +2.27%  

ETL
Job Vacancy Trend in the North West

The job posting trend of jobs advertised in the North West citing ETL as a proportion of all permanent or contract IT jobs with a match in the Processes & Methodologies category.

Job vacancy trend for ETL in the North West

ETL
Salary Trend in the North West

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing ETL in the North West.

Salary trend for ETL in the North West

ETL
Salary Histogram in the North West

The salary distribution of IT jobs citing ETL in the North West over the 3 months to 25 June 2017.

Salary histogram for ETL in the North West

ETL
Job Locations in the North West

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing ETL within the North West region over the 3 months to 25 June 2017. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 3 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Last 3 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Manchester +20 115 £38,000 -5.00% 22
Cheshire -18 40 £47,500 +25.00% 4
Merseyside +1 19 £36,000 -15.29% 3
Cumbria - 10 £45,000 - 1
ETL
England

For the 6 months to 25 June 2017, IT jobs citing ETL also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the North West region with a requirement for ETL.

1 287 (84.16%) SQL
2 227 (66.57%) Business Intelligence
3 212 (62.17%) SQL Server
4 174 (51.03%) SQL Server Reporting Services
5 172 (50.44%) SQL Server Integration Services
6 164 (48.09%) Data Warehouse
7 152 (44.57%) T-SQL
8 140 (41.06%) Microsoft
9 122 (35.78%) SQL Server Analysis Services
10 121 (35.48%) Agile Software Development
11 101 (29.62%) Finance
12 62 (18.18%) Oracle
13 60 (17.60%) .NET
14 55 (16.13%) Data Quality
15 53 (15.54%) SQL Server 2008
16 49 (14.37%) Analytics
16 49 (14.37%) Data Modelling
17 48 (14.08%) E-Commerce
18 46 (13.49%) Tableau
19 43 (12.61%) Data Management
20 41 (12.02%) C#
20 41 (12.02%) SQL Server 2012
21 40 (11.73%) Power BI
22 38 (11.14%) iPad
22 38 (11.14%) Retail
23 36 (10.56%) Microsoft Excel
24 32 (9.38%) Disaster Recovery
24 32 (9.38%) Analytical Skills
25 31 (9.09%) Legal
26 29 (8.50%) Big Data

ETL
Co-occurring IT Skills in the North West 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 16 (4.69%) Apache Spark
2 11 (3.23%) BizTalk Server
3 10 (2.93%) OpenROAD
3 10 (2.93%) SharePoint
4 9 (2.64%) Apache Pig
4 9 (2.64%) Oracle Workflow
5 8 (2.35%) OpenEdge
5 8 (2.35%) SAS
6 5 (1.47%) Oracle SOA Suite
7 4 (1.17%) Alfresco
8 3 (0.88%) JBoss
9 1 (0.29%) Apache
9 1 (0.29%) Confluence
9 1 (0.29%) Tomcat
Applications
1 36 (10.56%) Microsoft Excel
2 4 (1.17%) Microsoft Office
3 3 (0.88%) Spreadsheet
4 2 (0.59%) SPSS
5 1 (0.29%) MS Visio
Business Applications
1 11 (3.23%) Dynamics NAV
2 8 (2.35%) Oracle EBS
3 7 (2.05%) Dynamics CRM
4 6 (1.76%) Cognos Business Intelligence
5 5 (1.47%) Oracle Applications
5 5 (1.47%) Oracle Procure-to-Pay
6 3 (0.88%) Sage 200
7 2 (0.59%) Oracle EBS R12
7 2 (0.59%) Oracle ERP
7 2 (0.59%) Oracle Financials
8 1 (0.29%) Cognos TM1
8 1 (0.29%) Dynamics AX
8 1 (0.29%) HFM
Cloud Services
1 14 (4.11%) Amazon AWS
2 10 (2.93%) Microsoft Azure
3 5 (1.47%) Google Cloud Platform
4 3 (0.88%) Google Analytics
5 2 (0.59%) Cloud Computing
6 1 (0.29%) Amazon Kinesis
6 1 (0.29%) AWS Lambda
6 1 (0.29%) Dynamics 365
6 1 (0.29%) iPaaS
6 1 (0.29%) Office 365
Communications & Networking
1 7 (2.05%) FTP
2 6 (1.76%) Intranet
3 2 (0.59%) HTTP
4 1 (0.29%) Internet
4 1 (0.29%) SSL
Database & Business Intelligence
1 212 (62.17%) SQL Server
2 174 (51.03%) SQL Server Reporting Services
3 172 (50.44%) SQL Server Integration Services
4 164 (48.09%) Data Warehouse
5 122 (35.78%) SQL Server Analysis Services
6 53 (15.54%) SQL Server 2008
7 41 (12.02%) SQL Server 2012
8 40 (11.73%) Power BI
9 29 (8.50%) Big Data
10 28 (8.21%) Relational Database
11 24 (7.04%) DTS
11 24 (7.04%) QlikView
12 23 (6.74%) NoSQL
13 18 (5.28%) Hadoop
14 16 (4.69%) SQL Server 2005
15 14 (4.11%) PostgreSQL
16 13 (3.81%) Data Mining
17 12 (3.52%) RDBMS
18 11 (3.23%) Enterprise Data Warehouse
18 11 (3.23%) SQL Server 2000
Development Applications
1 27 (7.92%) Visual Studio
2 25 (7.33%) SQL Server Management Studio (SSMS)
3 20 (5.87%) Talend Open Studio
4 14 (4.11%) ERwin
5 9 (2.64%) NUnit
5 9 (2.64%) Subversion
5 9 (2.64%) Team Foundation Server
6 5 (1.47%) Oracle Forms
6 5 (1.47%) Selenium
6 5 (1.47%) SoapUI
6 5 (1.47%) Toad
7 4 (1.17%) Git (software)
8 3 (0.88%) MSTest
9 2 (0.59%) JIRA
9 2 (0.59%) Moq
10 1 (0.29%) Jenkins
10 1 (0.29%) SonarQube
General
1 101 (29.62%) Finance
2 38 (11.14%) Retail
3 31 (9.09%) Legal
4 18 (5.28%) Marketing
5 9 (2.64%) Back Office
6 5 (1.47%) Games
6 5 (1.47%) Publishing
7 4 (1.17%) Advertising
7 4 (1.17%) Banking
8 3 (0.88%) Manufacturing
9 1 (0.29%) Automotive
9 1 (0.29%) Law
9 1 (0.29%) Pharmaceutical
Job Titles
1 211 (61.88%) Developer
2 143 (41.94%) SQL Developer
3 93 (27.27%) SQL Server Developer
4 57 (16.72%) Business Intelligence Developer
5 56 (16.42%) Analyst
6 30 (8.80%) Database Developer
7 29 (8.50%) Business Intelligence Analyst
8 28 (8.21%) Senior Developer
8 28 (8.21%) SQL Database Developer
9 26 (7.62%) T-SQL Developer
10 25 (7.33%) SQL Analyst
10 25 (7.33%) SSRS Developer
11 24 (7.04%) DBA
12 22 (6.45%) SQL DBA
13 20 (5.87%) ETL Developer
13 20 (5.87%) SQL BI Developer
14 16 (4.69%) Business Developer
15 14 (4.11%) Architect
16 13 (3.81%) Data Engineer
17 12 (3.52%) Senior SQL Developer
Libraries, Frameworks & Software Standards
1 60 (17.60%) .NET
2 28 (8.21%) XML
3 20 (5.87%) .NET Framework
4 17 (4.99%) JSON
5 16 (4.69%) Web Services
6 15 (4.40%) ASP.NET
7 13 (3.81%) HTML
7 13 (3.81%) Kafka
8 12 (3.52%) CSS
8 12 (3.52%) REST
9 11 (3.23%) ASP.NET Web API
10 10 (2.93%) SOAP
10 10 (2.93%) WCF
11 7 (2.05%) ASP.NET MVC
11 7 (2.05%) XSLT
12 5 (1.47%) Oracle ADF
13 4 (1.17%) Entity Framework
14 3 (0.88%) HTML5
14 3 (0.88%) WF
14 3 (0.88%) WPF
Miscellaneous
1 38 (11.14%) iPad
2 32 (9.38%) Analytical Skills
3 12 (3.52%) Data Structures
3 12 (3.52%) Management Information System
4 10 (2.93%) Clustering
5 8 (2.35%) Computer Science
6 7 (2.05%) User Experience
7 5 (1.47%) Replication
8 2 (0.59%) Algorithms
8 2 (0.59%) Data Centre
9 1 (0.29%) Fintech
9 1 (0.29%) Greenfield Project
9 1 (0.29%) Hybrid Cloud
9 1 (0.29%) Internet of Things
Operating Systems
1 12 (3.52%) Linux
1 12 (3.52%) Unix
2 8 (2.35%) Windows
3 4 (1.17%) Windows Server
3 4 (1.17%) Windows Server 2012
4 1 (0.29%) Windows 7
Processes & Methodologies
1 227 (66.57%) Business Intelligence
2 121 (35.48%) Agile Software Development
3 49 (14.37%) Analytics
3 49 (14.37%) Data Modelling
4 48 (14.08%) E-Commerce
5 43 (12.61%) Data Management
6 32 (9.38%) Disaster Recovery
7 25 (7.33%) Data Analysis
8 24 (7.04%) Data Analytics
8 24 (7.04%) Scrum
8 24 (7.04%) SQL Optimisation
9 20 (5.87%) Data Architecture
10 18 (5.28%) Migration
10 18 (5.28%) Visualisation
11 17 (4.99%) Data Protection
11 17 (4.99%) Performance Tuning
11 17 (4.99%) Requirements Analysis
12 14 (4.11%) Data Integration
13 13 (3.81%) ERP
14 12 (3.52%) CRM
Programming Languages
1 287 (84.16%) SQL
2 152 (44.57%) T-SQL
3 41 (12.02%) C#
4 22 (6.45%) JavaScript
5 21 (6.16%) Java
5 21 (6.16%) VBA
6 17 (4.99%) ANSI SQL
7 14 (4.11%) PL/SQL
8 11 (3.23%) Python
9 10 (2.93%) VB
10 9 (2.64%) R
10 9 (2.64%) Shell Script
11 5 (1.47%) VB.NET
12 4 (1.17%) C++
12 4 (1.17%) Perl
12 4 (1.17%) PHP
13 3 (0.88%) Ruby
14 2 (0.59%) C
14 2 (0.59%) PowerShell
15 1 (0.29%) Data Analysis Expressions (DAX)
Qualifications
1 16 (4.69%) Degree
2 4 (1.17%) Computer Science Degree
3 3 (0.88%) Microsoft Certification
4 2 (0.59%) Numerate Degree
5 1 (0.29%) HND
5 1 (0.29%) ISEB
5 1 (0.29%) ISTQB
5 1 (0.29%) Master's Degree
5 1 (0.29%) MCDBA
5 1 (0.29%) MCPD
5 1 (0.29%) MCSE
5 1 (0.29%) MCTS
Quality Assurance & Compliance
1 55 (16.13%) Data Quality
2 7 (2.05%) QA
3 2 (0.59%) ISO 9001
3 2 (0.59%) ISO/IEC 27001
3 2 (0.59%) PCI DSS
System Software
1 8 (2.35%) HDFS
2 1 (0.29%) Apache Flume
2 1 (0.29%) Docker
Vendors
1 140 (41.06%) Microsoft
2 62 (18.18%) Oracle
3 46 (13.49%) Tableau
4 25 (7.33%) Google
5 20 (5.87%) Talend
6 19 (5.57%) Cognos
7 15 (4.40%) Teradata
8 13 (3.81%) Informatica
9 10 (2.93%) Actian
9 10 (2.93%) Cloudera
10 8 (2.35%) IBM
11 6 (1.76%) Alteryx
11 6 (1.76%) SAP
12 5 (1.47%) hybris
13 4 (1.17%) Netezza
14 3 (0.88%) Sage
14 3 (0.88%) Trillium
14 3 (0.88%) Vertica
15 2 (0.59%) Hyperion
15 2 (0.59%) Pegasus
Manchester, Lancashire
Gravitas Recruitment Group Ltd
Posted: 3 days ago
Manchester, Lancashire
Car finance 247
Salary: £40000 - £42500 per annum + benefits
Posted: 3 days ago
Manchester, Lancashire
Oscar
Salary: £20000 - £22000 per annum + Benefits
Posted: 2 days ago
Manchester
Computer Futures
Salary: £50000 - £60000 per annum + competitive
Posted: 5 days ago
Manchester, Lancashire
Peninsula
Salary: £30k - 40k per year + Benefits
Posted: 4 days ago
Salford, Lancashire
I4 Recruitment
Salary: £45k - 50k per year + Benefits
Posted: 6 days ago
Manchester, Lancashire
4it Recruitment Ltd
Salary: From £30,000 to £40,000 per annum plus excellent benefits package
Posted: 5 days ago
Broughton-In-Furness, Cumbria
Roc Search
Salary: £30000 - £50000 per annum
Posted: 2 days ago
Warrington, Cheshire
Evolution Recruitment Solutions
Salary: 35,000 - 45,000
Posted: 5 days ago
Manchester, Lancashire
Modis International
Salary: £50000 - £60000 per annum + Benefits
Posted: 2 days ago
Ashton-Under-Lyne
Nigel Frank International
Salary: £30000 - £40000 per annum + company benefits
Posted: 5 days ago
Stockport, Cheshire
Cheshire Datasystems Limited
Salary: Up to £45,000 per annum dependant on experience
Posted: 5 days ago
Manchester, Lancashire
Adria Solutions Ltd
Salary: £40000 - £45000 per annum + Benefits
Posted: 6 days ago
Merseyside
ISL
Salary: £27000.00 - £35000 per annum
Posted: 5 days ago
Altrincham, Cheshire
Rullion
Salary: £35000 - £45000 per annum + extensive benefits
Posted: 4 days ago
Liverpool, Merseyside
Applause IT Innovation
Salary: £40000 - £50000 per annum + + Great Benefits
Posted: 6 days ago
Isle of Man
PokerStars
Salary: Competitive
Posted: 2 days ago
Wirral, Merseyside
Reed Technology
Salary: £25000 - £35000 per annum
Posted: 6 days ago
Knutsford
Nigel Frank International
Salary: £40000 - £60000 per annum + pension, benefits, negotiable
Posted: 4 days ago
Warrington
Energize Recruitment Solutions Ltd
Salary: £35000 - £40000 per annum
Posted: 17 days ago
Manchester
Energize Recruitment Solutions Ltd
Salary: £30000 - £40000 per annum
Posted: 17 days ago
Rochdale, Lancashire
Zen Internet Ltd
Salary: Up to £57,000 per annum depending on experience + benefits
Posted: 4 days ago
Stockport
Computer Futures
Salary: competitive
Posted: 19 days ago
Manchester, Lancashire
Hotfoot Recruitment
Salary: From £50,000 to £60,000 per annum
Posted: 5 days ago
Manchester
Cathcart Associates
Salary: £40000 - £55000 per annum + Home Working
Posted: 19 days ago
Manchester
Michael Page Technology
Salary: £35000 - £45000 per annum + benefits + car allowance
Posted: 25 days ago
Cheshire
Hays Specialist Recruitment Ltd
Posted: 16 days ago