Period
to 22 November 2017

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 6 months to 22 November 2017 with a comparison to the same period in the previous 2 years.

Extract, Transform and Load (ETL)
North West > Cheshire
6 months to
22 Nov 2017
Same period 2016 Same period 2015
Rank 113 76 54
Rank change year-on-year -37 -22 +50
Permanent jobs citing ETL 66 74 157
As % of all permanent IT jobs advertised in Cheshire 2.15% 3.26% 4.90%
As % of the Processes & Methodologies category 2.42% 3.73% 5.54%
Number of salaries quoted 54 66 160
Cheshire median annual salary £45,000 £42,500 £40,000
Median salary % change year-on-year +5.88% +6.25% +6.67%
10th Percentile £33,750 £30,750 £31,250
90th Percentile £55,000 £63,500 £56,250
North West median annual salary £42,500 £40,000 £41,500
% change year-on-year +6.25% -3.61% +3.75%

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 Cheshire with a requirement for process or methodology skills.

All Process and Methodology Skills
Cheshire
Permanent vacancies with a requirement for process or methodology skills 2732 1984 2834
As % of all permanent IT jobs advertised in Cheshire 88.82% 87.44% 88.42%
Number of salaries quoted 2059 1678 2397
Cheshire median annual salary £45,000 £37,500 £40,000
Median salary % change year-on-year +20.00% -6.25% -
10th Percentile £26,250 £22,500 £22,500
90th Percentile £65,000 £60,000 £60,000
North West median annual salary £42,500 £40,000 £40,000
% change year-on-year +6.25% - +1.27%

ETL
Job Vacancy Trend in Cheshire

Job postings citing ETL as a percentage of all IT jobs advertised in Cheshire.

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 6 months to 22 November 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 6 months to 22 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
Warrington -13 27 £41,250 +8.55% 2
Chester -8 12 £47,500 +31.03% 1
Knutsford -40 9 £40,000 +23.08% 2
Wilmslow +13 1 - -
Macclesfield +4 1 £42,500 -
ETL
North West

For the 6 months to 22 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 Cheshire region with a requirement for ETL.

1 53 (80.30%) SQL
2 48 (72.73%) SQL Server
3 42 (63.64%) Business Intelligence
3 42 (63.64%) SQL Server Reporting Services
4 39 (59.09%) Data Warehouse
5 35 (53.03%) SQL Server Integration Services
6 34 (51.52%) SQL Server Analysis Services
7 31 (46.97%) T-SQL
8 24 (36.36%) Finance
9 23 (34.85%) Power BI
10 22 (33.33%) Microsoft
11 21 (31.82%) Performance Tuning
12 19 (28.79%) Tableau
13 18 (27.27%) Analytics
14 15 (22.73%) Kimball Methodology
15 14 (21.21%) Visualisation
15 14 (21.21%) Data Analysis
15 14 (21.21%) Agile Software Development
16 12 (18.18%) QlikView
16 12 (18.18%) Microsoft Excel
17 11 (16.67%) Database Tuning
18 10 (15.15%) High Availability
18 10 (15.15%) MySQL
18 10 (15.15%) Replication
18 10 (15.15%) SQL Server Management Studio (SSMS)
19 9 (13.64%) Performance Optimisation
19 9 (13.64%) Advertising
19 9 (13.64%) Data Modelling
20 8 (12.12%) Data Mining
20 8 (12.12%) Data Visualisation

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 3 (4.55%) Apache Spark
1 3 (4.55%) SAS
2 2 (3.03%) SharePoint
3 1 (1.52%) Apache
Applications
1 12 (18.18%) Microsoft Excel
2 2 (3.03%) Microsoft Office
2 2 (3.03%) MS Visio
Cloud Services
1 6 (9.09%) Microsoft Azure
2 4 (6.06%) Amazon AWS
3 2 (3.03%) Amazon CloudWatch
3 2 (3.03%) AWS CloudFormation
3 2 (3.03%) AWS Lambda
3 2 (3.03%) Cloud Computing
3 2 (3.03%) Google Analytics
3 2 (3.03%) Serverless
Database & Business Intelligence
1 48 (72.73%) SQL Server
2 42 (63.64%) SQL Server Reporting Services
3 39 (59.09%) Data Warehouse
4 35 (53.03%) SQL Server Integration Services
5 34 (51.52%) SQL Server Analysis Services
6 23 (34.85%) Power BI
7 12 (18.18%) QlikView
8 10 (15.15%) MySQL
9 8 (12.12%) Data Mining
9 8 (12.12%) SQL Server 2012
9 8 (12.12%) SQL Server 2014
10 7 (10.61%) Microsoft Analysis Services
11 6 (9.09%) SQL Server 2016
12 5 (7.58%) Big Data
12 5 (7.58%) MongoDB
12 5 (7.58%) Qlik Sense
13 4 (6.06%) OLAP
13 4 (6.06%) OLAP Cube
14 3 (4.55%) Hadoop
15 2 (3.03%) MariaDB
Development Applications
1 10 (15.15%) SQL Server Management Studio (SSMS)
2 8 (12.12%) Team Foundation Server
3 7 (10.61%) Visual Studio
4 2 (3.03%) Bitbucket
4 2 (3.03%) Jenkins
4 2 (3.03%) JIRA
4 2 (3.03%) Talend Open Studio
5 1 (1.52%) SoapUI
5 1 (1.52%) Visual Studio Team System
General
1 24 (36.36%) Finance
2 9 (13.64%) Advertising
3 6 (9.09%) Banking
4 4 (6.06%) Investment Banking
4 4 (6.06%) Law
5 2 (3.03%) Manufacturing
6 1 (1.52%) Marketing
6 1 (1.52%) Telecoms
Job Titles
1 41 (62.12%) Developer
2 26 (39.39%) Business Intelligence Developer
3 25 (37.88%) SQL Developer
4 17 (25.76%) SQL BI Developer
5 8 (12.12%) Data Engineer
6 7 (10.61%) Analyst
6 7 (10.61%) Business Developer
7 5 (7.58%) Data Warehouse Developer
8 4 (6.06%) DBA
8 4 (6.06%) Head of Design
8 4 (6.06%) Lead Developer
8 4 (6.06%) Senior Developer
9 3 (4.55%) Architect
9 3 (4.55%) Business Intelligence Analyst
9 3 (4.55%) Business Intelligence Lead
9 3 (4.55%) Data Architect
9 3 (4.55%) Report Developer
10 2 (3.03%) SQL DBA
10 2 (3.03%) SQL Server Developer
10 2 (3.03%) Test Analyst
Libraries, Frameworks & Software Standards
1 3 (4.55%) MDX
2 2 (3.03%) .NET
2 2 (3.03%) .NET Framework
2 2 (3.03%) ASP.NET
2 2 (3.03%) Hibernate
2 2 (3.03%) WinForms
2 2 (3.03%) WPF
3 1 (1.52%) Kafka
Miscellaneous
1 10 (15.15%) Replication
2 6 (9.09%) Data Structures
3 4 (6.06%) Greenfield Project
4 2 (3.03%) Analytical Skills
5 1 (1.52%) FMCG
5 1 (1.52%) Virtual Team
Operating Systems
1 6 (9.09%) Unix
2 3 (4.55%) Linux
2 3 (4.55%) Windows
Processes & Methodologies
1 42 (63.64%) Business Intelligence
2 21 (31.82%) Performance Tuning
3 18 (27.27%) Analytics
4 15 (22.73%) Kimball Methodology
5 14 (21.21%) Agile Software Development
5 14 (21.21%) Data Analysis
5 14 (21.21%) Visualisation
6 11 (16.67%) Database Tuning
7 10 (15.15%) High Availability
8 9 (13.64%) Data Modelling
8 9 (13.64%) Performance Optimisation
9 8 (12.12%) Data Visualisation
10 7 (10.61%) Data Analytics
11 6 (9.09%) CRM
11 6 (9.09%) Data Management
11 6 (9.09%) Data Strategy
11 6 (9.09%) Disaster Recovery
11 6 (9.09%) Master Data Management
12 4 (6.06%) Data Cleansing
12 4 (6.06%) TOGAF
Programming Languages
1 53 (80.30%) SQL
2 31 (46.97%) T-SQL
3 6 (9.09%) Python
4 3 (4.55%) Java
4 3 (4.55%) Shell Script
5 2 (3.03%) C#
5 2 (3.03%) PowerShell
5 2 (3.03%) R
5 2 (3.03%) VB
5 2 (3.03%) VB6
6 1 (1.52%) ANSI SQL
Qualifications
1 4 (6.06%) Degree
2 1 (1.52%) ISEB
2 1 (1.52%) ISTQB
Quality Assurance & Compliance
1 5 (7.58%) Data Quality
Systems Management
1 2 (3.03%) Ambari
1 2 (3.03%) Opscode Chef
1 2 (3.03%) Puppet
Vendors
1 22 (33.33%) Microsoft
2 19 (28.79%) Tableau
3 6 (9.09%) Oracle
4 5 (7.58%) Teradata
5 4 (6.06%) Informatica
5 4 (6.06%) Trillium
6 3 (4.55%) Ab Initio
6 3 (4.55%) Cognos
6 3 (4.55%) IBM
6 3 (4.55%) Vertica
7 2 (3.03%) Google
7 2 (3.03%) Hortonworks
7 2 (3.03%) ParAccel
7 2 (3.03%) Salesforce.com
7 2 (3.03%) Talend
8 1 (1.52%) DataFlux
8 1 (1.52%) Datanomic
8 1 (1.52%) Twitter