The following table provides summary statistics for permanent job vacancies advertised in Cheshire 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 30 March 2017 with a comparison to the same period in the previous 2 years.

Extract, Transform and Load (ETL)
North West / Cheshire
3 months to
30 Mar 2017
Same period 2016 Same period 2015
Rank 62 64 59
Rank change year-on-year +2 -5  
Permanent jobs citing ETL 33 36 63
As % of all permanent IT jobs advertised in Cheshire 3.04% 2.74% 3.64%
As % of the Processes & Methodologies category 3.49% 3.21% 4.00%
Number of salaries quoted 25 34 46
Median salary £42,500 £42,500 £42,500
90% offered a salary of more than £36,000 £37,500 £32,000
10% offered a salary of more than £55,000 £60,000 £53,750
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 Cheshire with a requirement for process and methodology skills.

Process & Methodology Skills
Cheshire
Permanent job vacancies with a requirement for process and methodology skills 946 1121 1575
As % of all permanent IT job vacancies advertised in Cheshire 87.19% 85.31% 90.88%
Number of salaries quoted 752 938 1194
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 £26,000 £27,500
10% offered a salary of more than £62,500 £55,000 £55,000
UK excluding London median salary £45,000 £45,000 £43,000
% change year-on-year - +4.65%  

ETL
Job Vacancy Trend in Cheshire

The job posting trend of jobs advertised in Cheshire 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 Cheshire

ETL
Salary Trend in Cheshire

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

Salary trend for ETL in Cheshire

ETL
Salary Histogram in Cheshire

The salary distribution of IT jobs citing ETL in Cheshire over the 3 months to 30 March 2017.

Salary histogram for ETL in Cheshire

ETL
Job Locations in Cheshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing ETL within the Cheshire region over the 3 months to 30 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
Chester +17 15 £45,000 +60.71% 3
Warrington +5 4 £35,000 -12.50% 3
Macclesfield +6 3 £45,000 -
Wilmslow -8 2 £40,000 -5.88%
Runcorn - 2 - -
Northwich +1 1 - -
Ellesmere Port - 1 £37,500 -
ETL
North West

For the 6 months to 30 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 Cheshire region with a requirement for ETL.

1 40 (74.07%) Business Intelligence
2 33 (61.11%) SQL
3 30 (55.56%) SQL Server
4 28 (51.85%) SQL Server Reporting Services
4 28 (51.85%) SQL Server Integration Services
5 25 (46.30%) Microsoft
6 22 (40.74%) Data Warehouse
6 22 (40.74%) MS Excel
7 18 (33.33%) T-SQL
8 15 (27.78%) SQL Server Analysis Services
9 14 (25.93%) Finance
9 14 (25.93%) .NET
10 13 (24.07%) Tableau
11 11 (20.37%) Big Data
12 10 (18.52%) SQL Server 2012
13 9 (16.67%) Agile Software Development
13 9 (16.67%) Talend Open Studio
13 9 (16.67%) C#
13 9 (16.67%) Data Modelling
13 9 (16.67%) Analytics
13 9 (16.67%) Talend
14 8 (14.81%) Analytical Skills
14 8 (14.81%) XML
14 8 (14.81%) Microsoft Azure
15 7 (12.96%) Team Foundation Server
15 7 (12.96%) Oracle
15 7 (12.96%) Project Management
15 7 (12.96%) Performance Tuning
15 7 (12.96%) Relational Database
16 6 (11.11%) System Integration Testing

ETL
Co-occurring IT Skills in Cheshire 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 4 (7.41%) Apache Pig
1 4 (7.41%) Apache Spark
1 4 (7.41%) BizTalk Server
2 1 (1.85%) SharePoint
Applications
1 22 (40.74%) MS Excel
2 1 (1.85%) MS Office
2 1 (1.85%) SPSS
Business Applications
1 3 (5.56%) Dynamics NAV
2 1 (1.85%) Cognos Business Intelligence
2 1 (1.85%) Dynamics CRM
Cloud Services
1 8 (14.81%) Microsoft Azure
2 6 (11.11%) Amazon AWS
3 4 (7.41%) Cloud Computing
4 1 (1.85%) AWS Lambda
4 1 (1.85%) SaaS
Communications & Networking
1 3 (5.56%) FTP
Database & Business Intelligence
1 30 (55.56%) SQL Server
2 28 (51.85%) SQL Server Integration Services
2 28 (51.85%) SQL Server Reporting Services
3 22 (40.74%) Data Warehouse
4 15 (27.78%) SQL Server Analysis Services
5 11 (20.37%) Big Data
6 10 (18.52%) SQL Server 2012
7 7 (12.96%) Relational Database
8 6 (11.11%) MySQL
9 5 (9.26%) Hadoop
9 5 (9.26%) SQL Server 2005
9 5 (9.26%) SQL Server 2008
9 5 (9.26%) SQL Server 2014
10 4 (7.41%) Apache Hive
10 4 (7.41%) HBase
10 4 (7.41%) Impala
10 4 (7.41%) NoSQL
11 3 (5.56%) Data Mining
11 3 (5.56%) Power BI
12 2 (3.70%) Azure SQL Database
Development Applications
1 9 (16.67%) Talend Open Studio
2 7 (12.96%) Team Foundation Server
3 2 (3.70%) Moq
3 2 (3.70%) NUnit
4 1 (1.85%) JIRA
General
1 14 (25.93%) Finance
2 4 (7.41%) Games
3 2 (3.70%) Advertising
3 2 (3.70%) Publishing
4 1 (1.85%) Billing
4 1 (1.85%) Manufacturing
4 1 (1.85%) Marketing
4 1 (1.85%) Retail
Job Titles
1 17 (31.48%) Developer
2 13 (24.07%) Analyst
3 10 (18.52%) Business Intelligence Developer
4 9 (16.67%) DBA
4 9 (16.67%) SQL DBA
5 8 (14.81%) Business Intelligence Analyst
6 7 (12.96%) SQL BI Developer
6 7 (12.96%) SQL Developer
7 6 (11.11%) SQL Server BI Developer
7 6 (11.11%) SQL Server Developer
7 6 (11.11%) SSIS Developer
7 6 (11.11%) SSRS Developer
8 5 (9.26%) Administrator
8 5 (9.26%) Data Engineer
8 5 (9.26%) Tester
9 4 (7.41%) E-Commerce Tester
9 4 (7.41%) Hadoop Engineer
9 4 (7.41%) Integration Analyst
9 4 (7.41%) Senior Tester
10 3 (5.56%) Database Manager
Libraries, Frameworks & Software Standards
1 14 (25.93%) .NET
2 8 (14.81%) XML
3 4 (7.41%) Kafka
4 3 (5.56%) JSON
4 3 (5.56%) WCF
4 3 (5.56%) XSLT
5 2 (3.70%) .NET Framework
5 2 (3.70%) ASP.NET
5 2 (3.70%) Entity Framework
5 2 (3.70%) MDX
5 2 (3.70%) MSMQ
5 2 (3.70%) NHibernate
5 2 (3.70%) SignalR
6 1 (1.85%) AngularJS
6 1 (1.85%) D3.js
6 1 (1.85%) RabbitMQ
6 1 (1.85%) Spark Streaming
Miscellaneous
1 8 (14.81%) Analytical Skills
2 5 (9.26%) Clustering
2 5 (9.26%) Replication
3 4 (7.41%) Computer Science
4 1 (1.85%) Data Centre
Processes & Methodologies
1 40 (74.07%) Business Intelligence
2 9 (16.67%) Agile Software Development
2 9 (16.67%) Analytics
2 9 (16.67%) Data Modelling
3 7 (12.96%) Performance Tuning
3 7 (12.96%) Project Management
4 6 (11.11%) E-Commerce
4 6 (11.11%) Integration Testing
4 6 (11.11%) System Integration Testing
5 5 (9.26%) Business Continuity
5 5 (9.26%) Capacity Planning
5 5 (9.26%) Configuration Management
5 5 (9.26%) Disaster Recovery
5 5 (9.26%) ETL Development
5 5 (9.26%) Full Text Search
5 5 (9.26%) High Availability
5 5 (9.26%) Kimball Methodology
5 5 (9.26%) Migration
5 5 (9.26%) Unit Testing
6 4 (7.41%) Scrum
Programming Languages
1 33 (61.11%) SQL
2 18 (33.33%) T-SQL
3 9 (16.67%) C#
4 6 (11.11%) PHP
4 6 (11.11%) VBA
5 4 (7.41%) Java
6 3 (5.56%) VB.NET
7 2 (3.70%) Python
8 1 (1.85%) C
8 1 (1.85%) C++
8 1 (1.85%) Data Analysis Expressions (DAX)
8 1 (1.85%) Perl
8 1 (1.85%) PL/SQL
8 1 (1.85%) R
Qualifications
1 6 (11.11%) Degree
Quality Assurance & Compliance
1 4 (7.41%) Data Quality
System Software
1 4 (7.41%) HDFS
Vendors
1 25 (46.30%) Microsoft
2 13 (24.07%) Tableau
3 9 (16.67%) Talend
4 7 (12.96%) Oracle
5 5 (9.26%) Google
6 4 (7.41%) Teradata
7 3 (5.56%) Netezza
8 2 (3.70%) Cloudera
9 1 (1.85%) Alteryx
9 1 (1.85%) CA Agile Central
9 1 (1.85%) Cognos
9 1 (1.85%) HP
Cheshire
Sanderson
Posted: 4 hours ago
Chester, Cheshire
Searchability
Salary: £35000 - £45000 per annum + Benefits
Posted: 4 hours ago
Warrington, Cheshire
Experis Ltd
Salary: £30000.00 - £35000.00 per annum
Posted: 22 hours ago
Warrington, Cheshire
Actis Recruitment.
Salary: From £35,000 to £45,000 per annum + bonus + benefits
Posted: 22 hours ago
Chester, Cheshire
Asset Resourcing Ltd
Salary: £30000 - £40000 per annum + bonus + benefits
Posted: 6 days ago
Chester, Cheshire
Aria Select Ltd
Salary: From £40,000 to £45,000 per annum Life assurance, Healthcare, Pension
Posted: 5 days ago
Warrington
Robert Walters UK
Salary: £40000 - £50000 per annum
Posted: 23 days ago