Period
to 11 December 2017

The following table provides summary statistics for permanent job vacancies advertised in the North West with a requirement for ETL Development skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited ETL Development over the 6 months to 11 December 2017 with a comparison to the same period in the previous 2 years.

Extract, Transform and Load (ETL) Development
England > North West
6 months to
11 Dec 2017
Same period 2016 Same period 2015
Rank 346 351 329
Rank change year-on-year +5 -22 +43
Permanent jobs citing ETL Development 25 13 31
As % of all permanent IT jobs advertised in the North West 0.19% 0.11% 0.24%
As % of the Processes & Methodologies category 0.21% 0.12% 0.27%
Number of salaries quoted 23 13 29
North West median annual salary £45,000 £42,500 £45,000
Median salary % change year-on-year +5.88% -5.56% +43.71%
10th Percentile £37,000 £32,500 £33,750
90th Percentile £62,500 £54,500 £54,500
England median annual salary £50,000 £52,500 £50,000
% change year-on-year -4.76% +5.00% -9.09%

ETL Development 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 11880 11117 11427
As % of all permanent IT jobs advertised in the North West 90.03% 89.84% 89.30%
Number of salaries quoted 9454 9261 9446
North West median annual salary £43,500 £40,000 £40,000
Median salary % change year-on-year +8.75% - +0.63%
10th Percentile £26,500 £26,250 £25,000
90th Percentile £65,175 £62,500 £60,000
England median annual salary £50,000 £50,000 £47,500
% change year-on-year - +5.26% +5.56%

ETL Development
Job Vacancy Trend in the North West

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

Job vacancy trend for ETL Development in the North West

ETL Development
Salary Trend in the North West

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

Salary trend for ETL Development in the North West

ETL Development
Salary Histogram in the North West

The salary distribution of IT jobs citing ETL Development in the North West over the 6 months to 11 December 2017.

Salary histogram for ETL Development in the North West

ETL Development
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 Development within the North West region over the 6 months to 11 December 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 -1 18 £45,000 +9.09%
Cheshire -28 4 £50,000 +17.65%
Lancashire - 2 £37,500 -
Merseyside +17 1 £31,000 -31.11%
ETL Development
England

For the 6 months to 11 December 2017, IT jobs citing ETL Development 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 Development.

1 25 (100.00%) ETL
2 19 (76.00%) SQL
3 17 (68.00%) SQL Server
3 17 (68.00%) Data Warehouse
4 14 (56.00%) Business Intelligence
4 14 (56.00%) SQL Server Integration Services
5 13 (52.00%) Data Structures
6 10 (40.00%) SAP
7 9 (36.00%) Data Modelling
7 9 (36.00%) SQL Server Reporting Services
8 8 (32.00%) Cognos
8 8 (32.00%) Microsoft
9 7 (28.00%) Analytics
9 7 (28.00%) SQL Server Analysis Services
10 6 (24.00%) SQL Server 2014
10 6 (24.00%) Oracle
11 5 (20.00%) Data Analysis
11 5 (20.00%) Finance
11 5 (20.00%) T-SQL
11 5 (20.00%) Power BI
11 5 (20.00%) Roambi
11 5 (20.00%) Prototyping
11 5 (20.00%) System Testing
11 5 (20.00%) QA
11 5 (20.00%) Use Case
11 5 (20.00%) Data Integration
11 5 (20.00%) Pentaho
11 5 (20.00%) SAP Data Services
11 5 (20.00%) Cognos Analysis Studio
11 5 (20.00%) Cognos Report Studio

ETL Development
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 2 (8.00%) SAS
Applications
1 3 (12.00%) SPSS
2 1 (4.00%) Microsoft Excel
Business Applications
1 1 (4.00%) Cognos TM1
Cloud Services
1 3 (12.00%) Amazon AWS
1 3 (12.00%) Microsoft Azure
2 2 (8.00%) Google Cloud Platform
Database & Business Intelligence
1 17 (68.00%) Data Warehouse
1 17 (68.00%) SQL Server
2 14 (56.00%) SQL Server Integration Services
3 9 (36.00%) SQL Server Reporting Services
4 7 (28.00%) SQL Server Analysis Services
5 6 (24.00%) SQL Server 2014
6 5 (20.00%) Cognos Analysis Studio
6 5 (20.00%) Cognos Framework Manager
6 5 (20.00%) Cognos Report Studio
6 5 (20.00%) Pentaho
6 5 (20.00%) Power BI
6 5 (20.00%) Roambi
6 5 (20.00%) SAP Data Services
7 4 (16.00%) Microsoft Analysis Services
7 4 (16.00%) MySQL
8 3 (12.00%) BusinessObjects
8 3 (12.00%) Oracle Database
8 3 (12.00%) Oracle Reports
9 2 (8.00%) Amazon Redshift
9 2 (8.00%) MongoDB
Development Applications
1 4 (16.00%) Visual Studio
2 1 (4.00%) SQL Server Management Studio (SSMS)
2 1 (4.00%) Team Foundation Server
General
1 5 (20.00%) Finance
2 2 (8.00%) Advertising
2 2 (8.00%) Games
3 1 (4.00%) Law
3 1 (4.00%) Marketing
Job Titles
1 16 (64.00%) Developer
2 12 (48.00%) SQL Developer
3 6 (24.00%) Business Intelligence Developer
4 5 (20.00%) Analyst
4 5 (20.00%) Cognos Developer
5 4 (16.00%) Data Analyst
5 4 (16.00%) SSIS Developer
5 4 (16.00%) SSRS Developer
6 3 (12.00%) Business Developer
6 3 (12.00%) Database Developer
6 3 (12.00%) SQL BI Developer
6 3 (12.00%) SQL Database Developer
6 3 (12.00%) SQL Server BI Developer
6 3 (12.00%) SQL Server Developer
6 3 (12.00%) T-SQL Developer
7 2 (8.00%) ETL Developer
7 2 (8.00%) ETL Specialist
7 2 (8.00%) Redshift Developer
7 2 (8.00%) Redshift Specialist
8 1 (4.00%) Data Engineer
Libraries, Frameworks & Software Standards
1 3 (12.00%) REST
2 2 (8.00%) Elastic Stack
3 1 (4.00%) .NET
3 1 (4.00%) XML
Miscellaneous
1 13 (52.00%) Data Structures
2 2 (8.00%) Analytical Skills
3 1 (4.00%) Clustering
3 1 (4.00%) Greenfield Project
3 1 (4.00%) Replication
Operating Systems
1 2 (8.00%) Unix
Processes & Methodologies
1 25 (100.00%) ETL
2 14 (56.00%) Business Intelligence
3 9 (36.00%) Data Modelling
4 7 (28.00%) Analytics
5 5 (20.00%) Data Analysis
5 5 (20.00%) Data Integration
5 5 (20.00%) Prototyping
5 5 (20.00%) System Testing
5 5 (20.00%) Use Case
6 4 (16.00%) Agile Software Development
7 2 (8.00%) Customer Insight
7 2 (8.00%) Data Cleansing
7 2 (8.00%) Data Management
7 2 (8.00%) Data Security
7 2 (8.00%) Kimball Methodology
7 2 (8.00%) Master Data Management
7 2 (8.00%) Performance Tuning
8 1 (4.00%) Data Mapping
8 1 (4.00%) Data Virtualisation
8 1 (4.00%) High Availability
Programming Languages
1 19 (76.00%) SQL
2 5 (20.00%) T-SQL
3 3 (12.00%) C#
3 3 (12.00%) R
4 1 (4.00%) JavaScript
4 1 (4.00%) PHP
4 1 (4.00%) PL/SQL
Qualifications
1 4 (16.00%) Microsoft Certification
2 3 (12.00%) MCP
3 1 (4.00%) ITIL Certification
Quality Assurance & Compliance
1 5 (20.00%) QA
2 2 (8.00%) Data Quality
Vendors
1 10 (40.00%) SAP
2 8 (32.00%) Cognos
2 8 (32.00%) Microsoft
3 6 (24.00%) Oracle
4 3 (12.00%) Google
4 3 (12.00%) IBM
5 2 (8.00%) Informatica
5 2 (8.00%) Snowplow
5 2 (8.00%) Teradata
5 2 (8.00%) Trillium
6 1 (4.00%) Ab Initio
6 1 (4.00%) Cisco
6 1 (4.00%) Tableau