Period
to 24 November 2017

The following table provides summary statistics for permanent job vacancies advertised in Berkshire 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 24 November 2017 with a comparison to the same period in the previous 2 years.

Extract, Transform and Load (ETL)
South East > Berkshire
6 months to
24 Nov 2017
Same period 2016 Same period 2015
Rank 150 129 97
Rank change year-on-year -21 -32 +75
Permanent jobs citing ETL 112 189 319
As % of all permanent IT jobs advertised in Berkshire 1.76% 2.18% 2.88%
As % of the Processes & Methodologies category 2.04% 2.48% 3.31%
Number of salaries quoted 93 179 260
Berkshire median annual salary £52,500 £51,000 £50,000
Median salary % change year-on-year +2.94% +2.00% -9.09%
10th Percentile £32,000 £38,750 £36,250
90th Percentile £78,750 £77,000 £71,250
South East median annual salary £52,500 £50,000 £47,500
% change year-on-year +5.00% +5.26% -5.00%

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 Berkshire with a requirement for process or methodology skills.

All Process and Methodology Skills
Berkshire
Permanent vacancies with a requirement for process or methodology skills 5487 7632 9644
As % of all permanent IT jobs advertised in Berkshire 86.37% 88.11% 86.99%
Number of salaries quoted 4274 5822 7534
Berkshire median annual salary £50,000 £50,000 £50,000
10th Percentile £28,500 £30,000 £28,750
90th Percentile £75,000 £75,000 £71,250
South East median annual salary £45,000 £45,000 £45,000

ETL
Job Vacancy Trend in Berkshire

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

Job vacancy trend for ETL in Berkshire

ETL
Salary Trend in Berkshire

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

Salary trend for ETL in Berkshire

ETL
Salary Histogram in Berkshire

The salary distribution of IT jobs citing ETL in Berkshire over the 6 months to 24 November 2017.

Salary histogram for ETL in Berkshire

ETL
Job Locations in Berkshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing ETL within the Berkshire region over the 6 months to 24 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
Reading +50 33 £42,500 -10.53% 2
Slough -33 9 £65,000 +30.00%
Maidenhead +13 7 £52,500 -4.55%
Newbury - 6 £42,750 - 1
Bracknell +2 3 £40,000 -42.86%
ETL
South East

For the 6 months to 24 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 Berkshire region with a requirement for ETL.

1 78 (69.64%) Business Intelligence
2 71 (63.39%) SQL
3 44 (39.29%) Data Warehouse
4 41 (36.61%) SQL Server
5 36 (32.14%) Java
5 36 (32.14%) Data Modelling
5 36 (32.14%) Agile Software Development
6 34 (30.36%) Microsoft
7 33 (29.46%) SQL Server Integration Services
8 32 (28.57%) Project Management
9 28 (25.00%) Data Management
10 27 (24.11%) Analytics
11 26 (23.21%) Degree
12 24 (21.43%) Finance
12 24 (21.43%) Oracle
13 23 (20.54%) CRM
14 22 (19.64%) MicroStrategy
14 22 (19.64%) Visualisation
15 21 (18.75%) Relational Database
15 21 (18.75%) Scrum
15 21 (18.75%) Mentoring
16 20 (17.86%) ERP
17 19 (16.96%) C#
17 19 (16.96%) Retail
18 18 (16.07%) Data Mapping
18 18 (16.07%) QA
19 17 (15.18%) Computer Science
19 17 (15.18%) Tableau
19 17 (15.18%) Migration
19 17 (15.18%) SQL Server Reporting Services

ETL
Co-occurring IT Skills in Berkshire 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 11 (9.82%) Apache Pig
2 6 (5.36%) Apache Spark
3 4 (3.57%) SharePoint
Applications
1 9 (8.04%) Microsoft Excel
2 7 (6.25%) Microsoft Office
2 7 (6.25%) Microsoft PowerPoint
2 7 (6.25%) MS Visio
Business Applications
1 13 (11.61%) BusinessWare
2 9 (8.04%) SAP ERP
2 9 (8.04%) SAP S/4HANA
3 4 (3.57%) Salesforce.com CRM
4 2 (1.79%) Dynamics GP
5 1 (0.89%) Dynamics CRM
5 1 (0.89%) Dynamics NAV
5 1 (0.89%) SAP CRM
5 1 (0.89%) TRIRIGA
Cloud Services
1 5 (4.46%) Amazon AWS
2 4 (3.57%) Amazon EMR
2 4 (3.57%) Force.com
3 2 (1.79%) Microsoft Azure
3 2 (1.79%) npm
4 1 (0.89%) Cortana Intelligence Suite
Communications & Networking
1 1 (0.89%) ASN.1
1 1 (0.89%) Radio Access Network
Database & Business Intelligence
1 44 (39.29%) Data Warehouse
2 41 (36.61%) SQL Server
3 33 (29.46%) SQL Server Integration Services
4 21 (18.75%) Relational Database
5 17 (15.18%) SQL Server Reporting Services
5 17 (15.18%) Star Schema
6 15 (13.39%) Hadoop
7 13 (11.61%) Power BI
7 13 (11.61%) SQL Server Analysis Services
8 12 (10.71%) Big Data
8 12 (10.71%) MySQL
8 12 (10.71%) QlikView
9 11 (9.82%) PostgreSQL
10 10 (8.93%) Pentaho
11 9 (8.04%) RDBMS
11 9 (8.04%) SQLPlus
12 8 (7.14%) Essbase
12 8 (7.14%) Oracle BI EE
13 6 (5.36%) SQL Server 2012
13 6 (5.36%) SQL Server 2014
Development Applications
1 9 (8.04%) eggPlant
1 9 (8.04%) HP UFT
1 9 (8.04%) JUnit
1 9 (8.04%) LoadRunner
1 9 (8.04%) LoadUI
1 9 (8.04%) Selenium
1 9 (8.04%) SoapUI
1 9 (8.04%) TestNG
1 9 (8.04%) Toad
1 9 (8.04%) WebDriver
2 4 (3.57%) Team Foundation Server
3 3 (2.68%) SQL Server Management Studio (SSMS)
4 2 (1.79%) Git (software)
4 2 (1.79%) gulp
4 2 (1.79%) JIRA
4 2 (1.79%) NuGet
4 2 (1.79%) Visual Studio
5 1 (0.89%) Oracle Forms
General
1 24 (21.43%) Finance
2 19 (16.96%) Retail
3 9 (8.04%) Publishing
4 3 (2.68%) Marketing
5 2 (1.79%) Back Office
5 2 (1.79%) Banking
6 1 (0.89%) Advertising
6 1 (0.89%) Automotive
6 1 (0.89%) Telecoms
Job Titles
1 48 (42.86%) Developer
2 32 (28.57%) Analyst
3 19 (16.96%) Business Intelligence Developer
4 18 (16.07%) Senior Developer
5 14 (12.50%) Support Analyst
6 12 (10.71%) MicroStrategy Developer
7 10 (8.93%) Lead Developer
8 9 (8.04%) Business Intelligence Manager
8 9 (8.04%) Data Analyst
8 9 (8.04%) Data Engineer
8 9 (8.04%) SAP Analyst
8 9 (8.04%) SAP Test Analyst
8 9 (8.04%) Test Analyst
9 8 (7.14%) Business Manager
9 8 (7.14%) SQL Analyst
9 8 (7.14%) Team Leader
10 7 (6.25%) Data Migration Engineer
10 7 (6.25%) Migration Engineer
10 7 (6.25%) Senior MicroStrategy Developer
10 7 (6.25%) SQL Data Analyst
Libraries, Frameworks & Software Standards
1 17 (15.18%) SOAP
2 13 (11.61%) Web Services
3 11 (9.82%) JSON
4 10 (8.93%) XML
5 8 (7.14%) REST
6 6 (5.36%) .NET
6 6 (5.36%) MDX
7 4 (3.57%) .NET Framework
7 4 (3.57%) AngularJS
7 4 (3.57%) ASP.NET
7 4 (3.57%) ASP.NET MVC
7 4 (3.57%) ASP.NET Web API
7 4 (3.57%) ASP.NET Web Forms
7 4 (3.57%) CSS
7 4 (3.57%) HTML
7 4 (3.57%) KnockoutJS
7 4 (3.57%) React
Miscellaneous
1 17 (15.18%) Computer Science
2 16 (14.29%) Analytical Skills
3 8 (7.14%) Data Structures
4 7 (6.25%) Mainframe
5 5 (4.46%) Greenfield Project
5 5 (4.46%) Management Information System
6 2 (1.79%) Enterprise Software
7 1 (0.89%) Data Centre
7 1 (0.89%) Driving Licence
7 1 (0.89%) Wiki
Operating Systems
1 16 (14.29%) AIX
2 12 (10.71%) Windows
3 3 (2.68%) Linux
3 3 (2.68%) Windows Server
4 2 (1.79%) Unix
Processes & Methodologies
1 78 (69.64%) Business Intelligence
2 36 (32.14%) Agile Software Development
2 36 (32.14%) Data Modelling
3 32 (28.57%) Project Management
4 28 (25.00%) Data Management
5 27 (24.11%) Analytics
6 23 (20.54%) CRM
7 22 (19.64%) Visualisation
8 21 (18.75%) Mentoring
8 21 (18.75%) Scrum
9 20 (17.86%) ERP
10 18 (16.07%) Data Mapping
11 17 (15.18%) Migration
11 17 (15.18%) SDLC
12 15 (13.39%) Data Visualisation
13 14 (12.50%) Business Analysis
14 13 (11.61%) Mathematics
14 13 (11.61%) Unit Testing
14 13 (11.61%) User Acceptance Testing
15 12 (10.71%) Data Migration
Programming Languages
1 71 (63.39%) SQL
2 36 (32.14%) Java
3 19 (16.96%) C#
4 15 (13.39%) T-SQL
5 14 (12.50%) PL/SQL
6 13 (11.61%) Python
7 8 (7.14%) JavaScript
8 7 (6.25%) Shell Script
9 2 (1.79%) Data Analysis Expressions (DAX)
9 2 (1.79%) R
10 1 (0.89%) Bash Shell
10 1 (0.89%) C
10 1 (0.89%) Perl
Qualifications
1 26 (23.21%) Degree
2 13 (11.61%) Computer Science Degree
3 9 (8.04%) ISTQB
4 1 (0.89%) SC Cleared
4 1 (0.89%) Security Cleared
Quality Assurance & Compliance
1 18 (16.07%) QA
2 9 (8.04%) Data Quality
3 3 (2.68%) ISO/IEC 27001
System Software
1 4 (3.57%) Apache Flume
1 4 (3.57%) HDFS
2 1 (0.89%) Active Directory
Systems Management
1 9 (8.04%) HP Quality Center
2 4 (3.57%) Nagios
2 4 (3.57%) Oozie
Vendors
1 34 (30.36%) Microsoft
2 24 (21.43%) Oracle
3 22 (19.64%) MicroStrategy
4 17 (15.18%) Tableau
5 16 (14.29%) webMethods
6 13 (11.61%) Ab Initio
6 13 (11.61%) Vitria
7 11 (9.82%) Informatica
8 10 (8.93%) HP
8 10 (8.93%) SAP
9 8 (7.14%) Hyperion
10 7 (6.25%) Birst
10 7 (6.25%) Cognos
10 7 (6.25%) Sybase
11 6 (5.36%) Salesforce.com
12 4 (3.57%) Cloudera
13 3 (2.68%) Capita
14 1 (0.89%) Callidus
14 1 (0.89%) Greenplum
14 1 (0.89%) Siebel