Period
to 23 November 2017

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 6 months to 23 November 2017 with a comparison to the same period in the previous 2 years.

Extract, Transform and Load (ETL)
England > North West
6 months to
23 Nov 2017
Same period 2016 Same period 2015
Rank 136 138 106
Rank change year-on-year +2 -32 +57
Permanent jobs citing ETL 310 287 357
As % of all permanent IT jobs advertised in the North West 2.34% 2.30% 2.75%
As % of the Processes & Methodologies category 2.60% 2.56% 3.08%
Number of salaries quoted 252 248 337
North West median annual salary £42,500 £40,000 £41,500
Median salary % change year-on-year +6.25% -3.61% +3.75%
10th Percentile £29,750 £31,100 £28,250
90th Percentile £62,475 £57,500 £55,000
England median annual salary £50,000 £52,500 £52,000
% change year-on-year -4.76% +0.96% -0.95%

ETL is in the Processes and Methodologies category. The following 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 or methodology skills.

All Process and Methodology Skills
North West
Permanent vacancies with a requirement for process or methodology skills 11909 11223 11591
As % of all permanent IT jobs advertised in the North West 89.90% 89.76% 89.42%
Number of salaries quoted 9463 9353 9582
North West median annual salary £42,500 £40,000 £40,000
Median salary % change year-on-year +6.25% - +1.27%
10th Percentile £26,250 £26,250 £24,750
90th Percentile £65,000 £62,500 £60,000
England median annual salary £50,000 £50,000 £47,500
% change year-on-year - +5.26% +5.56%

ETL
Job Vacancy Trend in the North West

Job postings citing ETL as a percentage of all IT jobs advertised in the North West.

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 6 months to 23 November 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 6 months to 23 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
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Manchester +7 189 £44,250 +10.63% 13
Cheshire -34 66 £45,000 +5.88% 6
Merseyside +6 32 £37,000 -3.90% 2
Cumbria - 12 £42,500 -
Lancashire +4 10 £37,500 -3.23% 1
ETL
England

For the 6 months to 23 November 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.

1 222 (71.61%) SQL
2 197 (63.55%) SQL Server
3 190 (61.29%) Business Intelligence
4 168 (54.19%) Data Warehouse
5 159 (51.29%) SQL Server Integration Services
6 147 (47.42%) SQL Server Reporting Services
7 117 (37.74%) Microsoft
8 103 (33.23%) T-SQL
9 97 (31.29%) SQL Server Analysis Services
10 90 (29.03%) Agile Software Development
11 88 (28.39%) Finance
12 70 (22.58%) Power BI
13 66 (21.29%) Analytics
14 54 (17.42%) Microsoft Azure
14 54 (17.42%) Oracle
15 53 (17.10%) Data Modelling
15 53 (17.10%) Tableau
16 48 (15.48%) Analytical Skills
17 42 (13.55%) .NET
18 41 (13.23%) Data Integration
19 39 (12.58%) Amazon AWS
20 38 (12.26%) Microsoft Excel
21 37 (11.94%) QlikView
21 37 (11.94%) SQL Server 2012
22 36 (11.61%) SQL Server 2008
23 35 (11.29%) DevOps
23 35 (11.29%) Cognos
24 34 (10.97%) C#
24 34 (10.97%) Visualisation
25 32 (10.32%) Data Management

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 15 (4.84%) SharePoint
2 14 (4.52%) Apache
3 8 (2.58%) OpenROAD
4 7 (2.26%) BizTalk Server
5 5 (1.61%) Apache Spark
6 4 (1.29%) SAS
7 3 (0.97%) OpenEdge
8 1 (0.32%) Confluence
Applications
1 38 (12.26%) Microsoft Excel
2 7 (2.26%) Microsoft Office
3 3 (0.97%) MS Visio
3 3 (0.97%) SPSS
4 1 (0.32%) Microsoft PowerPoint
Business Applications
1 6 (1.94%) Cognos Business Intelligence
1 6 (1.94%) Oracle EBS
2 4 (1.29%) Oracle ERP
3 1 (0.32%) Cognos TM1
3 1 (0.32%) Dynamics AX
3 1 (0.32%) Dynamics CRM
3 1 (0.32%) Dynamics NAV
3 1 (0.32%) Visualfiles
Cloud Services
1 54 (17.42%) Microsoft Azure
2 39 (12.58%) Amazon AWS
3 14 (4.52%) Amazon CloudWatch
3 14 (4.52%) AWS CloudFormation
4 11 (3.55%) GitHub
5 10 (3.23%) iPaaS
6 3 (0.97%) AWS Lambda
6 3 (0.97%) Serverless
7 2 (0.65%) Cloud Computing
7 2 (0.65%) Google Analytics
8 1 (0.32%) Azure Machine Learning
8 1 (0.32%) Dynamics 365
8 1 (0.32%) Google Cloud Platform
Communications & Networking
1 8 (2.58%) WinSCP
2 7 (2.26%) HTTP
3 2 (0.65%) FTP
3 2 (0.65%) Intranet
4 1 (0.32%) SMS
Database & Business Intelligence
1 197 (63.55%) SQL Server
2 168 (54.19%) Data Warehouse
3 159 (51.29%) SQL Server Integration Services
4 147 (47.42%) SQL Server Reporting Services
5 97 (31.29%) SQL Server Analysis Services
6 70 (22.58%) Power BI
7 37 (11.94%) QlikView
7 37 (11.94%) SQL Server 2012
8 36 (11.61%) SQL Server 2008
9 28 (9.03%) Big Data
10 25 (8.06%) Hadoop
11 21 (6.77%) SQL Server 2016
12 20 (6.45%) MySQL
12 20 (6.45%) SQL Server 2014
13 15 (4.84%) Microsoft Analysis Services
13 15 (4.84%) SAP Data Services
14 14 (4.52%) DTS
14 14 (4.52%) Relational Database
14 14 (4.52%) SQL Server 2005
15 13 (4.19%) BusinessObjects
Development Applications
1 31 (10.00%) Visual Studio
2 17 (5.48%) JIRA
2 17 (5.48%) SQL Server Management Studio (SSMS)
2 17 (5.48%) Team Foundation Server
3 14 (4.52%) Bitbucket
3 14 (4.52%) Jenkins
4 9 (2.90%) Talend Open Studio
5 8 (2.58%) Subversion
6 5 (1.61%) Git (software)
7 2 (0.65%) Selenium
7 2 (0.65%) WebDriver
7 2 (0.65%) Zephyr
8 1 (0.32%) Eclipse
8 1 (0.32%) SoapUI
8 1 (0.32%) Visual Studio Team System
General
1 88 (28.39%) Finance
2 27 (8.71%) Retail
3 18 (5.81%) Legal
4 16 (5.16%) Advertising
5 14 (4.52%) Manufacturing
6 12 (3.87%) Marketing
7 8 (2.58%) Back Office
8 7 (2.26%) Banking
9 6 (1.94%) Law
10 4 (1.29%) Investment Banking
11 2 (0.65%) Telecoms
12 1 (0.32%) Games
Job Titles
1 182 (58.71%) Developer
2 100 (32.26%) SQL Developer
3 73 (23.55%) Business Intelligence Developer
4 42 (13.55%) Architect
5 39 (12.58%) SQL Server Developer
6 35 (11.29%) SQL BI Developer
7 33 (10.65%) Analyst
8 25 (8.06%) Data Architect
9 23 (7.42%) Business Developer
10 21 (6.77%) T-SQL Developer
11 19 (6.13%) DBA
12 18 (5.81%) Senior Developer
13 16 (5.16%) Consultant
14 15 (4.84%) Software Developer
15 14 (4.52%) Applications Support
15 14 (4.52%) Database Developer
15 14 (4.52%) SSRS Developer
16 13 (4.19%) SQL Database Developer
17 12 (3.87%) Report Developer
17 12 (3.87%) Senior Business Intelligence Developer
Libraries, Frameworks & Software Standards
1 42 (13.55%) .NET
2 29 (9.35%) ASP.NET
3 27 (8.71%) .NET Framework
4 23 (7.42%) ASP.NET Web API
4 23 (7.42%) Web Services
5 18 (5.81%) CSS
5 18 (5.81%) HTML
5 18 (5.81%) REST
6 15 (4.84%) ASP.NET MVC
7 14 (4.52%) Hibernate
8 13 (4.19%) Entity Framework
9 11 (3.55%) XML
10 10 (3.23%) SOAP
11 9 (2.90%) JSON
12 8 (2.58%) AngularJS
12 8 (2.58%) jQuery
12 8 (2.58%) MDX
12 8 (2.58%) Ninject
12 8 (2.58%) Spring
12 8 (2.58%) Twitter Bootstrap
Miscellaneous
1 48 (15.48%) Analytical Skills
2 22 (7.10%) Data Structures
3 15 (4.84%) Virtual Team
4 13 (4.19%) Replication
5 10 (3.23%) Hybrid Cloud
6 9 (2.90%) iPad
7 8 (2.58%) Enterprise Software
7 8 (2.58%) Management Information System
8 7 (2.26%) Greenfield Project
8 7 (2.26%) Life Science
9 6 (1.94%) User Experience
10 5 (1.61%) Clustering
11 3 (0.97%) Computer Science
11 3 (0.97%) Renewable Energy
12 2 (0.65%) Analytical Mindset
12 2 (0.65%) EPoS
13 1 (0.32%) Algorithms
13 1 (0.32%) FMCG
Operating Systems
1 26 (8.39%) Windows
2 17 (5.48%) Linux
3 7 (2.26%) Windows Server 2012
4 6 (1.94%) Unix
4 6 (1.94%) Windows Server 2008
5 1 (0.32%) AIX
5 1 (0.32%) Windows 7
5 1 (0.32%) Windows Server
Processes & Methodologies
1 190 (61.29%) Business Intelligence
2 90 (29.03%) Agile Software Development
3 66 (21.29%) Analytics
4 53 (17.10%) Data Modelling
5 41 (13.23%) Data Integration
6 35 (11.29%) DevOps
7 34 (10.97%) Visualisation
8 32 (10.32%) Data Management
8 32 (10.32%) Kimball Methodology
9 30 (9.68%) Performance Tuning
10 28 (9.03%) Data Analysis
11 27 (8.71%) Scrum
12 23 (7.42%) ETL Development
12 23 (7.42%) Master Data Management
13 22 (7.10%) High Availability
14 21 (6.77%) Disaster Recovery
14 21 (6.77%) Migration
15 20 (6.45%) MVC
16 19 (6.13%) Continuous Integration
17 18 (5.81%) Performance Optimisation
Programming Languages
1 222 (71.61%) SQL
2 103 (33.23%) T-SQL
3 34 (10.97%) C#
4 14 (4.52%) JavaScript
5 9 (2.90%) Java
6 8 (2.58%) PL/SQL
6 8 (2.58%) Python
7 6 (1.94%) R
8 5 (1.61%) ANSI SQL
8 5 (1.61%) VB
9 4 (1.29%) VBA
10 3 (0.97%) Data Analysis Expressions (DAX)
10 3 (0.97%) PowerShell
10 3 (0.97%) Shell Script
11 2 (0.65%) VB6
12 1 (0.32%) COBOL
12 1 (0.32%) PHP
Qualifications
1 28 (9.03%) Degree
2 7 (2.26%) Microsoft Certification
3 3 (0.97%) Computer Science Degree
3 3 (0.97%) ISEB
3 3 (0.97%) ISTQB
3 3 (0.97%) MCP
4 2 (0.65%) HND
4 2 (0.65%) MCDBA
4 2 (0.65%) MCPD
4 2 (0.65%) MCTS
5 1 (0.32%) ITIL Certification
5 1 (0.32%) MCSE
5 1 (0.32%) Numerate Degree
Quality Assurance & Compliance
1 30 (9.68%) Data Quality
2 11 (3.55%) QA
3 4 (1.29%) ISO 9001
3 4 (1.29%) ISO/IEC 27001
3 4 (1.29%) PCI DSS
System Software
1 6 (1.94%) VMware Infrastructure
Systems Management
1 14 (4.52%) Ambari
1 14 (4.52%) Opscode Chef
1 14 (4.52%) Puppet
2 11 (3.55%) ZABBIX
3 1 (0.32%) EMC NetWorker
Vendors
1 117 (37.74%) Microsoft
2 54 (17.42%) Oracle
3 53 (17.10%) Tableau
4 35 (11.29%) Cognos
5 27 (8.71%) Informatica
6 25 (8.06%) SAP
7 21 (6.77%) Hortonworks
8 19 (6.13%) IBM
9 12 (3.87%) Google
9 12 (3.87%) Teradata
10 9 (2.90%) Talend
11 8 (2.58%) Actian
12 6 (1.94%) Capita
12 6 (1.94%) Cloudera
12 6 (1.94%) Greenplum
12 6 (1.94%) Netezza
12 6 (1.94%) VMware
13 4 (1.29%) Salesforce.com
13 4 (1.29%) Trillium
13 4 (1.29%) Vertica