The table below looks at the statistics for ETL skills in IT jobs advertised for the North West region. Included is a guide to the salaries offered in IT jobs that have cited ETL over the 3 months to 31 August 2016 with a comparison to the same period over the previous 2 years.

3 months to
31 Aug 2016
Same period 2015 Same period 2014
Extract, Transform and Load (ETL)
Rank 96 92 157
Rank change year-on-year
-4 +65
Permanent jobs citing ETL 176 199 106
As % of all permanent IT jobs located in the North West 2.86% 2.96% 1.44%
As % of the Processes & Methodologies category 3.24% 3.34% 1.68%
Number of salaries quoted 146 186 84
Median salary £40,000 £41,500 £37,500
Median salary % change year-on-year
-3.61% +10.66%
90% offered a salary of more than £31,500 £30,459 £30,000
10% offered a salary of more than £57,500 £55,000 £70,000
UK excluding London median salary £45,000 £46,000 £45,000
% change year-on-year
-2.17% +2.22%
ETL
England

The following table is for comparison with the above and provides statistics for the entire Processes & Methodologies category in permanent jobs advertised in the North West region.

Processes & Methodologies Category
North West
Permanent IT job ads with a match in the
Processes & Methodologies category
5430 5966 6308
As % of all permanent IT jobs located in the North West 88.15% 88.67% 85.95%
Number of salaries quoted 4523 4944 5005
Median salary £42,500 £40,500 £40,000
Median salary % change year-on-year
+4.93% +1.25%
90% offered a salary of more than £29,000 £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 £42,500
% change year-on-year
- +5.88%

ETL
Jobs Demand Trend in the North West

The demand trend of job ads across the North West region citing ETL as a proportion of all IT jobs with a match in the Processes & Methodologies category.

ETL Jobs Demand Trend 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 across the North West region.

ETL Salary Trend in the North West

ETL
Salary Histogram in the North West

This chart provides a salary histogram for IT jobs citing ETL across the North West region over the 3 months to 31 August 2016.

ETL Salary Histogram 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 31 August 2016. 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
(Click see detailed
statistics and trends)
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 +4 79 £40,000 -9.09% 13
Cheshire +11 58 £42,500 +1.19% 4
Merseyside +9 32 £40,500 +3.84% 4
Lancashire -14 3 £37,500 +23.11% 1
ETL
England

ETL
Top 30 Related IT Skills in the North West

For the 6 months to 31 August 2016, 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.

1 218 (81.65%) SQL
2 165 (61.80%) Business Intelligence
3 163 (61.05%) SQL Server
4 150 (56.18%) SQL Server Integration Services
5 138 (51.69%) SQL Server Reporting Services
6 124 (46.44%) Data Warehouse
7 101 (37.83%) Microsoft
7 101 (37.83%) T-SQL
8 80 (29.96%) MS Excel
9 78 (29.21%) SQL Server Analysis Services
10 72 (26.97%) Finance
11 63 (23.60%) Agile Software Development
12 62 (23.22%) Analytical Skills
13 54 (20.22%) SQL Server 2008
14 49 (18.35%) SQL Server 2012
15 45 (16.85%) Oracle
16 44 (16.48%) Data Modelling
16 44 (16.48%) Analytics
17 39 (14.61%) .NET
18 36 (13.48%) Data Integration
19 35 (13.11%) Relational Database
20 29 (10.86%) MySQL
21 28 (10.49%) Kimball Methodology
22 26 (9.74%) Banking
22 26 (9.74%) Informatica
22 26 (9.74%) VBA
22 26 (9.74%) MS Office
22 26 (9.74%) Big Data
23 25 (9.36%) Data Quality
23 25 (9.36%) Performance Tuning

ETL
Top Related 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 22 (8.24%) SharePoint
2 5 (1.87%) SAS
3 4 (1.50%) BizTalk Server
3 4 (1.50%) CICS
4 3 (1.12%) Elasticsearch
5 2 (0.75%) IIS
6 1 (0.37%) Apache
6 1 (0.37%) Apache Spark
Applications
1 80 (29.96%) MS Excel
2 26 (9.74%) MS Office
3 4 (1.50%) MS Visio
4 2 (0.75%) MS PowerPoint
4 2 (0.75%) SPSS
Business Applications
1 7 (2.62%) Dynamics CRM
2 4 (1.50%) Salesforce.com CRM
3 3 (1.12%) SAP FI
4 2 (0.75%) Cognos Business Intelligence
4 2 (0.75%) Dynamics AX
5 1 (0.37%) Dynamics NAV
5 1 (0.37%) Oracle EBS
Cloud Services
1 12 (4.49%) Amazon AWS
2 7 (2.62%) Amazon EC2
3 4 (1.50%) Google Analytics
3 4 (1.50%) Microsoft Azure
4 3 (1.12%) Office 365
5 2 (0.75%) SaaS
6 1 (0.37%) Amazon Kinesis
6 1 (0.37%) Amazon S3
6 1 (0.37%) AWS Elastic Beanstalk
Communications & Networking
1 3 (1.12%) Firewall
2 1 (0.37%) DSL
2 1 (0.37%) HTTP
2 1 (0.37%) SAN
Database & Business Intelligence
1 163 (61.05%) SQL Server
2 150 (56.18%) SQL Server Integration Services
3 138 (51.69%) SQL Server Reporting Services
4 124 (46.44%) Data Warehouse
5 78 (29.21%) SQL Server Analysis Services
6 54 (20.22%) SQL Server 2008
7 49 (18.35%) SQL Server 2012
8 35 (13.11%) Relational Database
9 29 (10.86%) MySQL
10 26 (9.74%) Big Data
11 22 (8.24%) Oracle BI EE
11 22 (8.24%) Power BI
12 21 (7.87%) Oracle ODI
12 21 (7.87%) QlikView
13 19 (7.12%) MongoDB
13 19 (7.12%) SQL Server 2014
14 17 (6.37%) NoSQL
15 16 (5.99%) Data Mining
16 15 (5.62%) DataStage
16 15 (5.62%) RDBMS
Development Applications
1 20 (7.49%) Talend Open Studio
2 17 (6.37%) Team Foundation Server
3 11 (4.12%) Visual Studio
4 4 (1.50%) Eclipse
4 4 (1.50%) ERwin
4 4 (1.50%) NUnit
5 3 (1.12%) SQL Server Management Studio (SSMS)
6 2 (0.75%) MSTest
7 1 (0.37%) IntelliJ
7 1 (0.37%) Jenkins
7 1 (0.37%) JUnit
7 1 (0.37%) Maven
7 1 (0.37%) Selenium
7 1 (0.37%) SoapUI
7 1 (0.37%) TeamCity
7 1 (0.37%) tSQLt
7 1 (0.37%) WebDriver
General
1 72 (26.97%) Finance
2 26 (9.74%) Banking
3 16 (5.99%) Billing
4 15 (5.62%) Legal
5 13 (4.87%) Manufacturing
6 8 (3.00%) Retail
7 7 (2.62%) Advertising
8 4 (1.50%) Law
8 4 (1.50%) Retail Banking
9 3 (1.12%) Games
9 3 (1.12%) Pharmaceutical
10 2 (0.75%) Financial Institution
10 2 (0.75%) Investment Banking
10 2 (0.75%) Marketing
10 2 (0.75%) Publishing
11 1 (0.37%) Corporate Banking
Job Titles
1 159 (59.55%) Developer
2 69 (25.84%) SQL Developer
3 66 (24.72%) Business Intelligence Developer
4 35 (13.11%) Analyst
5 28 (10.49%) DBA
6 27 (10.11%) SQL DBA
7 22 (8.24%) SSIS Developer
8 21 (7.87%) ETL Developer
9 20 (7.49%) Business Intelligence Analyst
9 20 (7.49%) Data Warehouse Developer
10 18 (6.74%) Oracle Developer
11 15 (5.62%) Data Analyst
12 13 (4.87%) Database Developer
12 13 (4.87%) Oracle BI Developer
12 13 (4.87%) SQL BI Developer
13 12 (4.49%) SQL Server Developer
14 11 (4.12%) Architect
15 10 (3.75%) Data Engineer
15 10 (3.75%) Senior Developer
15 10 (3.75%) SQL Database Developer
Libraries, Frameworks & Software Standards
1 39 (14.61%) .NET
2 18 (6.74%) ASP.NET
2 18 (6.74%) XML
3 8 (3.00%) MDX
4 6 (2.25%) Web Services
5 4 (1.50%) .NET Framework
5 4 (1.50%) WCF
6 3 (1.12%) WinForms
7 2 (0.75%) ASP.NET MVC
7 2 (0.75%) ASP.NET Web Forms
7 2 (0.75%) Kafka
7 2 (0.75%) LINQ
7 2 (0.75%) WF
7 2 (0.75%) WPF
7 2 (0.75%) WSDL
7 2 (0.75%) WSE
8 1 (0.37%) COM
8 1 (0.37%) EDI
8 1 (0.37%) Middleware
8 1 (0.37%) Visualforce
Miscellaneous
1 62 (23.22%) Analytical Skills
2 36 (13.48%) Data Integration
3 23 (8.61%) iPad
4 21 (7.87%) Replication
5 14 (5.24%) Visualisation
6 13 (4.87%) Clustering
7 11 (4.12%) Management Information System
8 5 (1.87%) Credit Risk
8 5 (1.87%) Life Science
9 4 (1.50%) Computer Science
9 4 (1.50%) Data Extraction
9 4 (1.50%) Data Structures
9 4 (1.50%) Mainframe
9 4 (1.50%) Reference Data
9 4 (1.50%) VSAM
10 3 (1.12%) Private Cloud
10 3 (1.12%) Social Media
11 2 (0.75%) Informatics
11 2 (0.75%) SWIFT
12 1 (0.37%) Physics
Operating Systems
1 11 (4.12%) Windows
2 4 (1.50%) Unix
3 3 (1.12%) Linux
3 3 (1.12%) Windows 7
4 1 (0.37%) Windows 10
4 1 (0.37%) Windows Server
Processes & Methodologies
1 165 (61.80%) Business Intelligence
2 63 (23.60%) Agile Software Development
3 44 (16.48%) Analytics
3 44 (16.48%) Data Modelling
4 28 (10.49%) Kimball Methodology
5 25 (9.36%) Performance Tuning
6 24 (8.99%) Data Management
6 24 (8.99%) Mentoring
7 23 (8.61%) Data Analysis
8 17 (6.37%) Scrum
9 15 (5.62%) Root Cause Analysis
10 14 (5.24%) Data Analytics
10 14 (5.24%) High Availability
11 13 (4.87%) Stakeholder Management
12 12 (4.49%) Business Analysis
12 12 (4.49%) Data Transformation
12 12 (4.49%) E-Commerce
12 12 (4.49%) Information Management
12 12 (4.49%) Open Source
12 12 (4.49%) Unit Testing
Programming Languages
1 218 (81.65%) SQL
2 101 (37.83%) T-SQL
3 26 (9.74%) VBA
4 22 (8.24%) C#
5 19 (7.12%) PL/SQL
6 17 (6.37%) Java
7 12 (4.49%) VB
8 10 (3.75%) Python
9 8 (3.00%) Bash Shell
10 7 (2.62%) Perl
10 7 (2.62%) Ruby
11 6 (2.25%) PowerShell
11 6 (2.25%) R
12 5 (1.87%) Data Analysis Expressions (DAX)
13 4 (1.50%) COBOL
13 4 (1.50%) JCL
13 4 (1.50%) Shell Script
13 4 (1.50%) VB.NET
14 3 (1.12%) C
14 3 (1.12%) C++
Qualifications
1 6 (2.25%) Microsoft Certification
2 5 (1.87%) Degree
3 2 (0.75%) MBA
3 2 (0.75%) PMI Certification
3 2 (0.75%) PMP
3 2 (0.75%) PRINCE2 Certification
3 2 (0.75%) SC Cleared
3 2 (0.75%) Security Cleared
4 1 (0.37%) Oracle Certification
4 1 (0.37%) PhD
Quality Assurance & Compliance
1 25 (9.36%) Data Quality
2 12 (4.49%) QA
3 3 (1.12%) SLA
System Software
1 1 (0.37%) Docker
1 1 (0.37%) HDFS
Systems Management
1 6 (2.25%) Control-M
Vendors
1 101 (37.83%) Microsoft
2 45 (16.85%) Oracle
3 26 (9.74%) Informatica
4 22 (8.24%) Tableau
5 20 (7.49%) Talend
6 18 (6.74%) Cognos
7 15 (5.62%) Ab Initio
8 14 (5.24%) Teradata
9 13 (4.87%) SAP
10 10 (3.75%) IBM
11 8 (3.00%) Google
12 7 (2.62%) Cognizant
12 7 (2.62%) HP
12 7 (2.62%) Netezza
12 7 (2.62%) Salesforce.com
12 7 (2.62%) Vertica
13 5 (1.87%) Hyperion
14 4 (1.50%) GoldenSource
15 2 (0.75%) JD Edwards
15 2 (0.75%) Reuters
Northwich, Cheshire
Evolution Recruitment Solutions
Salary: 40,000 - 50,000
Posted: 23 hours ago
Macclesfield, Cheshire
Linking Humans Limited
Salary: From £35,000 to £45,000 per annum + flexi-time +33 days holidays+ more
Posted: 17 hours ago
Salford, Lancashire
Senitor Associates
Salary: £25000 - £35000 per annum + career development and benefits
Posted: 4 days ago
Manchester, Lancashire
Complete Tech Limited
Salary: Up to £55,000 per annum + bonus + life assurance + pension + more
Posted: 3 days ago
Northwich, Cheshire
Complete Tech Limited
Salary: Up to £55,000 per annum + bonus + life assurance + pension + more
Posted: 3 days ago
Manchester, Lancashire
Peninsula
Salary: £30k - 40k per year + benefits
Posted: 23 hours ago
Manchester
Nigel Frank International Ltd
Salary: £40000 - £45000 per annum
Posted: 4 days ago
Lancashire
Maclean Moore Consulting
Salary: From £30,000 to £35,000 per annum Bonus, Pension, Healthcare, Holiday,
Posted: 4 days ago
Manchester, Lancashire
Circle Recruitment
Salary: £35000 - £40000 per annum + benefits
Posted: 5 days ago
Manchester, Lancashire
Adria Solutions Ltd
Salary: £40000 - £50000 per annum + Benefits
Posted: 6 days ago
Manchester, Lancashire
Adria Solutions Ltd
Salary: £35000 - £42000 per annum + Benefits
Posted: 6 days ago
Stockport, Cheshire
Applause IT Innovation
Salary: £27000 - £36000 per annum + bens
Posted: 4 days ago
Manchester
Venturi
Salary: £50000 - £60000 per annum + bonus and benefits
Posted: 9 days ago
Liverpool, Merseyside
Rullion IT Plus
Salary: £35000 - £40000 per annum + benefits
Posted: 5 days ago
Manchester, Lancashire
NCC Group
Salary: Competitive salary with additional NCC Benefits
Posted: 4 days ago
Crewe, Cheshire
Crunchposter
Salary: £30k - 45k per year
Posted: 4 days ago
Liverpool
Computer Futures
Salary: £36000 - £46000 per annum + 10% bonus
Posted: 12 days ago
Manchester, Lancashire
Lorien Resourcing
Posted: 6 days ago
Liverpool
Venturi
Salary: £25000 - £35000 per annum + benefits
Posted: 19 days ago
Manchester
Cathcart Associates
Salary: £25000 - £35000 per annum
Posted: 26 days ago
Liverpool
Computer Futures
Salary: £39999 - £48000 per annum + home working
Posted: 27 days ago
Stockport
Applause IT Ltd
Salary: £38000 - £50000 per annum
Posted: 19 days ago