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 27 March 2017 with a comparison to the same period in the previous 2 years.

Extract, Transform and Load (ETL)
England / North West
3 months to
27 Mar 2017
Same period 2016 Same period 2015
Rank 111 154 139
Rank change year-on-year +43 -15  
Permanent jobs citing ETL 154 83 122
As % of all permanent IT jobs advertised in the North West 2.53% 1.46% 1.83%
As % of the Processes & Methodologies category 2.79% 1.66% 2.07%
Number of salaries quoted 125 71 104
Median salary £35,000 £40,000 £40,000
Median salary % change year-on-year -12.50% -  
90% offered a salary of more than £30,500 £32,386 £30,969
10% offered a salary of more than £49,000 £60,000 £55,000
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 5510 4996 5898
As % of all permanent IT job vacancies advertised in the North West 90.45% 87.88% 88.51%
Number of salaries quoted 4582 4155 4746
Median salary £42,500 £42,500 £40,000
Median salary % change year-on-year - +6.25%  
90% offered a salary of more than £30,000 £28,000 £27,500
10% offered a salary of more than £60,000 £57,500 £60,000
UK excluding London median salary £45,000 £45,000 £43,000
% change year-on-year - +4.65%  

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 27 March 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 27 March 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 +49 97 £35,000 -9.67% 21
Cheshire -1 30 £41,500 -2.35% 10
Merseyside +12 25 £31,000 -11.42% 1
Lancashire -7 2 £50,000 +21.21%
ETL
England

ETL
Top 30 Co-occurring IT Skills in the North West

For the 6 months to 27 March 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.

1 234 (82.98%) SQL
2 194 (68.79%) Business Intelligence
3 172 (60.99%) SQL Server
4 149 (52.84%) SQL Server Reporting Services
5 145 (51.42%) Data Warehouse
6 134 (47.52%) SQL Server Integration Services
7 120 (42.55%) T-SQL
8 95 (33.69%) SQL Server Analysis Services
9 92 (32.62%) Microsoft
10 80 (28.37%) MS Excel
11 77 (27.30%) Agile Software Development
12 67 (23.76%) Finance
13 56 (19.86%) Data Modelling
14 53 (18.79%) iPad
15 50 (17.73%) Oracle
16 45 (15.96%) VBA
17 39 (13.83%) E-Commerce
18 38 (13.48%) Tableau
19 37 (13.12%) SQL Server 2008
20 36 (12.77%) .NET
21 35 (12.41%) Analytical Skills
22 32 (11.35%) Relational Database
23 30 (10.64%) Data Quality
24 28 (9.93%) Data Analysis
24 28 (9.93%) Data Management
24 28 (9.93%) Migration
25 27 (9.57%) Analytics
26 26 (9.22%) SQL Server 2012
27 25 (8.87%) Retail
27 25 (8.87%) Google

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 10 (3.55%) SharePoint
2 9 (3.19%) BizTalk Server
3 6 (2.13%) Apache Spark
3 6 (2.13%) Oracle Workflow
4 5 (1.77%) Apache Pig
5 4 (1.42%) Alfresco
5 4 (1.42%) IIS
5 4 (1.42%) SAS
6 3 (1.06%) JBoss
7 2 (0.71%) Confluence
7 2 (0.71%) Oracle SOA Suite
8 1 (0.35%) Apache
8 1 (0.35%) NetWeaver
8 1 (0.35%) Tomcat
Applications
1 80 (28.37%) MS Excel
2 6 (2.13%) MS Office
3 4 (1.42%) Spreadsheet
4 3 (1.06%) SPSS
5 1 (0.35%) MS PowerPoint
Business Applications
1 13 (4.61%) Cognos Business Intelligence
2 5 (1.77%) Dynamics NAV
3 3 (1.06%) Oracle EBS
4 2 (0.71%) Oracle Applications
4 2 (0.71%) Oracle Procure-to-Pay
4 2 (0.71%) Sage 200
5 1 (0.35%) Dynamics CRM
5 1 (0.35%) Oracle ERP
5 1 (0.35%) SAP CRM
Cloud Services
1 14 (4.96%) Amazon AWS
2 13 (4.61%) Microsoft Azure
3 4 (1.42%) Cloud Computing
4 3 (1.06%) Google Analytics
4 3 (1.06%) Google Cloud Platform
5 2 (0.71%) Amazon EC2
6 1 (0.35%) Amazon Kinesis
6 1 (0.35%) AWS Lambda
6 1 (0.35%) Office 365
6 1 (0.35%) SaaS
Communications & Networking
1 2 (0.71%) FTP
2 1 (0.35%) Internet
2 1 (0.35%) Network Security
2 1 (0.35%) SSL
Database & Business Intelligence
1 172 (60.99%) SQL Server
2 149 (52.84%) SQL Server Reporting Services
3 145 (51.42%) Data Warehouse
4 134 (47.52%) SQL Server Integration Services
5 95 (33.69%) SQL Server Analysis Services
6 37 (13.12%) SQL Server 2008
7 32 (11.35%) Relational Database
8 26 (9.22%) SQL Server 2012
9 23 (8.16%) Big Data
10 17 (6.03%) Data Mining
10 17 (6.03%) MySQL
11 15 (5.32%) QlikView
11 15 (5.32%) SQL Server 2014
12 14 (4.96%) NoSQL
12 14 (4.96%) Power BI
13 12 (4.26%) BusinessObjects
13 12 (4.26%) RDBMS
13 12 (4.26%) SQL Server 2005
14 10 (3.55%) Hadoop
15 8 (2.84%) DTS
Development Applications
1 23 (8.16%) Visual Studio
2 17 (6.03%) Talend Open Studio
3 13 (4.61%) Team Foundation Server
4 12 (4.26%) NUnit
4 12 (4.26%) SQL Server Management Studio (SSMS)
5 9 (3.19%) ERwin
6 7 (2.48%) MSTest
7 6 (2.13%) Git (software)
7 6 (2.13%) Selenium
8 4 (1.42%) SoapUI
9 3 (1.06%) JIRA
9 3 (1.06%) Octopus Deploy
10 2 (0.71%) Oracle Forms
10 2 (0.71%) Toad
11 1 (0.35%) Ant
11 1 (0.35%) Jenkins
11 1 (0.35%) Moq
11 1 (0.35%) SonarQube
11 1 (0.35%) TestRail
General
1 67 (23.76%) Finance
2 25 (8.87%) Retail
3 21 (7.45%) Marketing
4 20 (7.09%) Legal
5 7 (2.48%) Banking
6 4 (1.42%) Games
7 3 (1.06%) Manufacturing
7 3 (1.06%) Publishing
8 2 (0.71%) Billing
8 2 (0.71%) Law
9 1 (0.35%) Advertising
9 1 (0.35%) Pharmaceutical
Job Titles
1 146 (51.77%) Developer
2 99 (35.11%) SQL Developer
3 63 (22.34%) Analyst
3 63 (22.34%) SQL Server Developer
4 45 (15.96%) Business Intelligence Analyst
5 37 (13.12%) Business Intelligence Developer
6 31 (10.99%) DBA
6 31 (10.99%) SQL DBA
7 21 (7.45%) ETL Developer
8 20 (7.09%) Database Developer
8 20 (7.09%) SSRS Developer
9 18 (6.38%) SQL Database Developer
10 16 (5.67%) Architect
10 16 (5.67%) SQL Analyst
10 16 (5.67%) SSIS Developer
11 15 (5.32%) SQL BI Developer
11 15 (5.32%) SQL Server DBA
12 12 (4.26%) Information Analyst
12 12 (4.26%) MI Analyst
12 12 (4.26%) Senior Developer
Libraries, Frameworks & Software Standards
1 36 (12.77%) .NET
2 23 (8.16%) XML
3 9 (3.19%) WCF
4 8 (2.84%) Web Services
5 7 (2.48%) .NET Framework
5 7 (2.48%) ASP.NET
5 7 (2.48%) LINQ
5 7 (2.48%) WF
5 7 (2.48%) WPF
6 4 (1.42%) CSS
6 4 (1.42%) HTML
6 4 (1.42%) Kafka
7 3 (1.06%) ASP.NET MVC
7 3 (1.06%) jQuery
7 3 (1.06%) XSLT
8 2 (0.71%) D3.js
8 2 (0.71%) JSON
8 2 (0.71%) MDX
8 2 (0.71%) Oracle ADF
8 2 (0.71%) SAML
Miscellaneous
1 53 (18.79%) iPad
2 35 (12.41%) Analytical Skills
3 14 (4.96%) Clustering
4 8 (2.84%) Replication
5 5 (1.77%) Computer Science
5 5 (1.77%) Management Information System
6 3 (1.06%) iSeries
7 2 (0.71%) Algorithms
7 2 (0.71%) Data Centre
8 1 (0.35%) Credit Risk
8 1 (0.35%) Fintech
8 1 (0.35%) Internet of Things
8 1 (0.35%) iPhone
8 1 (0.35%) User Experience
Operating Systems
1 4 (1.42%) Linux
1 4 (1.42%) Windows
2 3 (1.06%) Unix
Processes & Methodologies
1 194 (68.79%) Business Intelligence
2 77 (27.30%) Agile Software Development
3 56 (19.86%) Data Modelling
4 39 (13.83%) E-Commerce
5 28 (9.93%) Data Analysis
5 28 (9.93%) Data Management
5 28 (9.93%) Migration
6 27 (9.57%) Analytics
7 24 (8.51%) Disaster Recovery
7 24 (8.51%) Requirements Analysis
8 23 (8.16%) Kimball Methodology
9 22 (7.80%) Data Protection
9 22 (7.80%) Performance Tuning
10 18 (6.38%) Data Migration
10 18 (6.38%) Visualisation
11 17 (6.03%) ETL Development
11 17 (6.03%) ITIL
12 16 (5.67%) Continuous Integration
12 16 (5.67%) Data Architecture
12 16 (5.67%) Data Integration
Programming Languages
1 234 (82.98%) SQL
2 120 (42.55%) T-SQL
3 45 (15.96%) VBA
4 22 (7.80%) C#
4 22 (7.80%) JavaScript
5 20 (7.09%) Java
6 19 (6.74%) ANSI SQL
7 12 (4.26%) Python
8 11 (3.90%) PL/SQL
9 10 (3.55%) PHP
10 9 (3.19%) PowerShell
11 8 (2.84%) C++
12 7 (2.48%) VB.NET
13 6 (2.13%) R
14 3 (1.06%) Perl
14 3 (1.06%) VB
14 3 (1.06%) VBScript
15 2 (0.71%) C
15 2 (0.71%) Ruby
15 2 (0.71%) Shell Script
Qualifications
1 9 (3.19%) Degree
2 2 (0.71%) Microsoft Certification
Quality Assurance & Compliance
1 30 (10.64%) Data Quality
2 11 (3.90%) QA
3 1 (0.35%) IFRS
3 1 (0.35%) IFRS 9
System Software
1 4 (1.42%) HDFS
2 1 (0.35%) Docker
Vendors
1 92 (32.62%) Microsoft
2 50 (17.73%) Oracle
3 38 (13.48%) Tableau
4 25 (8.87%) Google
5 17 (6.03%) Talend
6 15 (5.32%) Cognos
7 13 (4.61%) IBM
8 11 (3.90%) Teradata
9 6 (2.13%) Cloudera
10 5 (1.77%) Informatica
10 5 (1.77%) SAP
11 4 (1.42%) JD Edwards
11 4 (1.42%) Netezza
12 2 (0.71%) Alteryx
12 2 (0.71%) HP
12 2 (0.71%) MicroStrategy
12 2 (0.71%) Pegasus
12 2 (0.71%) Sage
12 2 (0.71%) TIBCO
12 2 (0.71%) Vertica
Manchester, Lancashire
Venturi
Salary: £20000 - £30000 per annum + company benefits
Posted: 16 hours ago
Salford, Lancashire
Maclean Moore Consulting
Salary: From £35,000 to £50,000 per annum £35000-£50000
Posted: 3 days ago
Manchester, Lancashire
Adria Solutions Ltd
Salary: £40000 - £50000 per annum + Benefits
Posted: 3 days ago
Chester, Cheshire
Asset Resourcing Ltd
Salary: £30000 - £40000 per annum + bonus + benefits
Posted: 4 days ago
Stockport, Cheshire
Adria Solutions Ltd
Salary: £30000 - £35000 per annum + Benefits
Posted: 4 days ago
Chester, Cheshire
Aria Select Ltd
Salary: From £40,000 to £45,000 per annum Life assurance, Healthcare, Pension
Posted: 3 days ago
Stockport, Cheshire
Adria Solutions Ltd
Salary: £30000 - £35000 per annum + Benefits
Posted: 3 days ago
Manchester, Lancashire
4it Recruitment Ltd
Salary: From £32,000 to £36,000 per annum plus excellent benefits package
Posted: 6 days ago
Manchester, Lancashire
Stott & May
Salary: £25000 - £30000 per annum
Posted: 5 days ago
Manchester
CPS Group Limited
Salary: £60000 - £75000 per annum + 8% pension, 27 days annual leave plus BH
Posted: 4 days ago
St. Helens, Merseyside
Opus IT Consulting
Salary: Additional Benefits + Bonus
Posted: 6 days ago
Stockport, Cheshire
Adria Solutions Ltd
Salary: £30000 - £34000 per annum + Benefits
Posted: 3 days ago
Manchester, Lancashire
Adria Solutions Ltd
Salary: £35000 - £42000 per annum + Benefits
Posted: 5 days ago
Chester, Cheshire
Elevate Recruitment
Salary: Competitive salary plus benefits
Posted: 5 days ago
Chester
Nigel Frank International
Salary: £40000 - £50000 per annum + company package and benefits
Posted: 5 days ago
Warrington, Cheshire
Actis Recruitment.
Salary: From £35,000 to £45,000 per annum + bonus + bens
Posted: 5 days ago
Warrington, Cheshire
Spring Technology
Salary: bonus
Posted: 6 days ago
Manchester, Lancashire
Adria Solutions Ltd
Salary: £30000 - £40000 per annum + Benefits
Posted: 6 days ago
Manchester
Bupa
Posted: 6 days ago
Manchester, Lancashire
Lorien Resourcing
Posted: 4 days ago
Warrington
Robert Walters UK
Salary: £40000 - £50000 per annum
Posted: 20 days ago
Manchester
Venturi
Salary: £40000 - £45000 per annum + company benefits
Posted: 21 days ago
Manchester
Computer Futures
Salary: competitive
Posted: 26 days ago
Chester, Cheshire
Searchability
Salary: £50000 - £60000 per annum + Benefits
Posted: 6 days ago
Manchester
Robert Walters UK
Salary: £55000 - £65000 per annum
Posted: 24 days ago