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 23 June 2017 with a comparison to the same period in the previous 2 years.

Extract, Transform and Load (ETL)
North West / Cheshire
3 months to
23 Jun 2017
Same period 2016 Same period 2015
Rank 74 60 66
Rank change year-on-year -14 +6  
Permanent jobs citing ETL 41 28 59
As % of all permanent IT jobs advertised in Cheshire 2.82% 2.91% 3.47%
As % of the Processes & Methodologies category 3.22% 3.40% 3.83%
Number of salaries quoted 37 26 46
Median salary £47,500 £38,000 £42,500
Median salary % change year-on-year +25.00% -10.58%  
90% offered a salary of more than £40,000 £24,000 £33,750
10% offered a salary of more than £80,000 £52,500 £52,500
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 1273 824 1539
As % of all permanent IT job vacancies advertised in Cheshire 87.55% 85.65% 90.64%
Number of salaries quoted 931 707 1220
Median salary £42,500 £37,500 £40,000
Median salary % change year-on-year +13.33% -6.25%  
90% offered a salary of more than £30,000 £25,000 £27,500
10% offered a salary of more than £60,000 £57,500 £55,000
UK excluding London median salary £45,000 £45,000 £44,000
% change year-on-year - +2.27%  

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 23 June 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 23 June 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 +16 18 £45,000 +78.21%
Warrington -12 12 £47,500 +18.75% 2
Knutsford -35 3 £60,000 -20.00% 1
Ellesmere Port - 1 £47,500 -
Macclesfield - 1 £47,500 -
Runcorn - 1 - -
ETL
North West

For the 6 months to 23 June 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 50 (69.44%) SQL
2 44 (61.11%) Business Intelligence
3 36 (50.00%) Data Warehouse
4 35 (48.61%) SQL Server
5 31 (43.06%) Microsoft
6 28 (38.89%) SQL Server Integration Services
7 27 (37.50%) SQL Server Reporting Services
8 24 (33.33%) T-SQL
9 22 (30.56%) Agile Software Development
10 19 (26.39%) Analytics
11 17 (23.61%) Big Data
12 15 (20.83%) Data Analytics
12 15 (20.83%) .NET
13 14 (19.44%) C#
13 14 (19.44%) Finance
13 14 (19.44%) SQL Server Analysis Services
14 13 (18.06%) Kafka
14 13 (18.06%) Tableau
14 13 (18.06%) Apache Spark
14 13 (18.06%) Hadoop
15 11 (15.28%) Oracle
15 11 (15.28%) Talend Open Studio
15 11 (15.28%) Talend
16 10 (13.89%) Data Modelling
16 10 (13.89%) Scrum
17 9 (12.50%) Data Management
17 9 (12.50%) XML
17 9 (12.50%) Big Data Analytics
17 9 (12.50%) SQL Server 2012
17 9 (12.50%) Analytical Skills

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 13 (18.06%) Apache Spark
2 8 (11.11%) Apache Pig
2 8 (11.11%) BizTalk Server
3 3 (4.17%) SAS
Applications
1 8 (11.11%) Microsoft Excel
2 1 (1.39%) Microsoft Office
2 1 (1.39%) MS Visio
2 1 (1.39%) SPSS
Business Applications
1 6 (8.33%) Dynamics NAV
2 4 (5.56%) Dynamics CRM
Cloud Services
1 7 (9.72%) Amazon AWS
2 5 (6.94%) Microsoft Azure
3 2 (2.78%) Cloud Computing
4 1 (1.39%) AWS Lambda
Communications & Networking
1 7 (9.72%) FTP
Database & Business Intelligence
1 36 (50.00%) Data Warehouse
2 35 (48.61%) SQL Server
3 28 (38.89%) SQL Server Integration Services
4 27 (37.50%) SQL Server Reporting Services
5 17 (23.61%) Big Data
6 14 (19.44%) SQL Server Analysis Services
7 13 (18.06%) Hadoop
8 9 (12.50%) SQL Server 2012
9 8 (11.11%) Apache Hive
9 8 (11.11%) Enterprise Data Warehouse
9 8 (11.11%) HBase
9 8 (11.11%) Impala
9 8 (11.11%) NoSQL
9 8 (11.11%) Power BI
9 8 (11.11%) Relational Database
10 5 (6.94%) Amazon DynamoDB
10 5 (6.94%) Spark SQL
11 4 (5.56%) Data Mining
12 3 (4.17%) MySQL
12 3 (4.17%) OLAP
Development Applications
1 11 (15.28%) Talend Open Studio
2 4 (5.56%) Team Foundation Server
3 2 (2.78%) Moq
3 2 (2.78%) NUnit
4 1 (1.39%) JIRA
4 1 (1.39%) SoapUI
General
1 14 (19.44%) Finance
2 4 (5.56%) Advertising
2 4 (5.56%) Games
3 2 (2.78%) Publishing
4 1 (1.39%) Banking
4 1 (1.39%) Marketing
4 1 (1.39%) Retail
Job Titles
1 23 (31.94%) Analyst
2 20 (27.78%) Developer
3 12 (16.67%) Business Intelligence Developer
4 10 (13.89%) SQL Analyst
5 9 (12.50%) Business Intelligence Analyst
5 9 (12.50%) Data Engineer
6 8 (11.11%) Integration Analyst
6 8 (11.11%) SQL Developer
7 7 (9.72%) SQL BI Developer
8 5 (6.94%) DBA
8 5 (6.94%) SQL DBA
8 5 (6.94%) SSRS Developer
8 5 (6.94%) Test Analyst
8 5 (6.94%) Tester
9 4 (5.56%) Administrator
9 4 (5.56%) Analyst Developer
9 4 (5.56%) Data Warehouse Developer
9 4 (5.56%) E-Commerce Tester
9 4 (5.56%) Senior Tester
9 4 (5.56%) SQL Data Analyst
Libraries, Frameworks & Software Standards
1 15 (20.83%) .NET
2 13 (18.06%) Kafka
3 9 (12.50%) XML
4 7 (9.72%) JSON
4 7 (9.72%) WCF
4 7 (9.72%) XSLT
5 3 (4.17%) MDX
6 2 (2.78%) .NET Framework
6 2 (2.78%) ASP.NET
6 2 (2.78%) Entity Framework
6 2 (2.78%) MSMQ
6 2 (2.78%) NHibernate
6 2 (2.78%) SignalR
7 1 (1.39%) AngularJS
7 1 (1.39%) D3.js
7 1 (1.39%) RabbitMQ
7 1 (1.39%) Spark Streaming
Miscellaneous
1 9 (12.50%) Analytical Skills
2 4 (5.56%) Computer Science
3 3 (4.17%) Data Structures
3 3 (4.17%) Replication
4 2 (2.78%) Clustering
5 1 (1.39%) Data Centre
Operating Systems
1 7 (9.72%) Unix
2 4 (5.56%) Linux
Processes & Methodologies
1 44 (61.11%) Business Intelligence
2 22 (30.56%) Agile Software Development
3 19 (26.39%) Analytics
4 15 (20.83%) Data Analytics
5 10 (13.89%) Data Modelling
5 10 (13.89%) Scrum
6 9 (12.50%) Big Data Analytics
6 9 (12.50%) Data Management
7 8 (11.11%) B2B
7 8 (11.11%) Data Architecture
7 8 (11.11%) MapReduce
8 7 (9.72%) EAI
8 7 (9.72%) ITIL
8 7 (9.72%) Performance Tuning
8 7 (9.72%) PRINCE2
9 6 (8.33%) E-Commerce
10 5 (6.94%) Project Management
11 4 (5.56%) Configuration Management
11 4 (5.56%) CRM
11 4 (5.56%) Disaster Recovery
Programming Languages
1 50 (69.44%) SQL
2 24 (33.33%) T-SQL
3 14 (19.44%) C#
4 6 (8.33%) VBA
5 5 (6.94%) Java
5 5 (6.94%) Python
6 4 (5.56%) Perl
6 4 (5.56%) R
6 4 (5.56%) Shell Script
7 3 (4.17%) JavaScript
7 3 (4.17%) PHP
7 3 (4.17%) Ruby
7 3 (4.17%) VB.NET
8 2 (2.78%) PL/SQL
9 1 (1.39%) ANSI SQL
9 1 (1.39%) C
9 1 (1.39%) C++
9 1 (1.39%) Data Analysis Expressions (DAX)
Qualifications
1 6 (8.33%) Degree
2 1 (1.39%) Computer Science Degree
2 1 (1.39%) ISEB
2 1 (1.39%) ISTQB
2 1 (1.39%) Numerate Degree
Quality Assurance & Compliance
1 8 (11.11%) Data Quality
System Software
1 8 (11.11%) HDFS
2 1 (1.39%) Apache Flume
Vendors
1 31 (43.06%) Microsoft
2 13 (18.06%) Tableau
3 11 (15.28%) Oracle
3 11 (15.28%) Talend
4 7 (9.72%) Teradata
5 6 (8.33%) Cloudera
6 5 (6.94%) Google
7 4 (5.56%) Alteryx
7 4 (5.56%) IBM
7 4 (5.56%) Informatica
8 3 (4.17%) Netezza
8 3 (4.17%) Trillium
9 2 (2.78%) Ab Initio
10 1 (1.39%) CA Agile Central
10 1 (1.39%) Cognos
10 1 (1.39%) DataFlux
10 1 (1.39%) Datanomic
10 1 (1.39%) Hortonworks
10 1 (1.39%) Hyperion
10 1 (1.39%) Vertica
Warrington, Cheshire
Evolution Recruitment Solutions
Salary: 35,000 - 45,000
Posted: 3 days ago
Knutsford
Nigel Frank International
Salary: £40000 - £60000 per annum + pension, benefits, negotiable
Posted: 2 days ago
Warrington
Energize Recruitment Solutions Ltd
Salary: £35000 - £40000 per annum
Posted: 14 days ago
Cheshire
Hays Specialist Recruitment Ltd
Posted: 14 days ago