Period
to 17 November 2017

The following table provides summary statistics for permanent job vacancies advertised in Reading 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 17 November 2017 with a comparison to the same period in the previous 2 years.

Extract, Transform and Load (ETL)
Berkshire > Reading
6 months to
17 Nov 2017
Same period 2016 Same period 2015
Rank 122 168 129
Rank change year-on-year +46 -39 +19
Permanent jobs citing ETL 32 23 83
As % of all permanent IT jobs advertised in Reading 1.36% 0.66% 1.80%
As % of the Processes & Methodologies category 1.60% 0.75% 2.09%
Number of salaries quoted 26 24 69
Reading median annual salary £42,500 £48,750 £45,000
Median salary % change year-on-year -12.82% +8.33% -10.00%
10th Percentile £32,000 £26,250 £27,500
90th Percentile £97,500 £70,625 £73,750
Berkshire median annual salary £52,500 £52,500 £50,000
% change year-on-year - +5.00% -6.98%

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 Reading with a requirement for process or methodology skills.

All Process and Methodology Skills
Reading
Permanent vacancies with a requirement for process or methodology skills 2005 3084 3977
As % of all permanent IT jobs advertised in Reading 85.07% 88.24% 86.03%
Number of salaries quoted 1611 2259 3100
Reading median annual salary £50,000 £50,000 £47,750
Median salary % change year-on-year - +4.71% -3.54%
10th Percentile £29,000 £29,000 £30,000
90th Percentile £75,000 £72,500 £70,000
Berkshire median annual salary £50,000 £50,000 £50,000

ETL
Job Vacancy Trend in Reading

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

Job vacancy trend for ETL in Reading

ETL
Salary Trend in Reading

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

Salary trend for ETL in Reading

ETL
Salary Histogram in Reading

The salary distribution of IT jobs citing ETL in Reading over the 6 months to 17 November 2017.

Salary histogram for ETL in Reading

For the 6 months to 17 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 Reading region with a requirement for ETL.

1 26 (81.25%) Business Intelligence
2 25 (78.13%) SQL
3 18 (56.25%) Scrum
3 18 (56.25%) Agile Software Development
4 17 (53.13%) Degree
4 17 (53.13%) Computer Science
4 17 (53.13%) QA
5 15 (46.88%) C#
5 15 (46.88%) SQL Server
6 13 (40.63%) Java
6 13 (40.63%) SOAP
6 13 (40.63%) CRM
6 13 (40.63%) Unit Testing
6 13 (40.63%) User Acceptance Testing
6 13 (40.63%) Mathematics
6 13 (40.63%) SDLC
6 13 (40.63%) Computer Science Degree
7 11 (34.38%) Data Migration
7 11 (34.38%) SQL Server Integration Services
7 11 (34.38%) MySQL
7 11 (34.38%) Migration
8 9 (28.13%) Publishing
8 9 (28.13%) Regression Testing
8 9 (28.13%) Workflow
8 9 (28.13%) TDD
8 9 (28.13%) Windows
8 9 (28.13%) Web Services
8 9 (28.13%) JUnit
8 9 (28.13%) Toad
8 9 (28.13%) SAP

ETL
Co-occurring IT Skills in Reading 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 5 (15.63%) Apache Spark
2 4 (12.50%) Apache Pig
3 1 (3.13%) SharePoint
Business Applications
1 9 (28.13%) SAP ERP
1 9 (28.13%) SAP S/4HANA
2 4 (12.50%) Salesforce.com CRM
Cloud Services
1 4 (12.50%) Amazon AWS
1 4 (12.50%) Amazon EMR
1 4 (12.50%) Force.com
2 1 (3.13%) Cortana Intelligence Suite
2 1 (3.13%) Microsoft Azure
Database & Business Intelligence
1 15 (46.88%) SQL Server
2 11 (34.38%) MySQL
2 11 (34.38%) SQL Server Integration Services
3 9 (28.13%) SQLPlus
4 8 (25.00%) Data Warehouse
4 8 (25.00%) SQL Server Reporting Services
5 7 (21.88%) Power BI
6 6 (18.75%) Big Data
6 6 (18.75%) Relational Database
6 6 (18.75%) SQL Server Analysis Services
7 5 (15.63%) Hadoop
7 5 (15.63%) Star Schema
8 4 (12.50%) Apache Hive
8 4 (12.50%) HBase
8 4 (12.50%) Impala
8 4 (12.50%) NoSQL
8 4 (12.50%) QlikView
8 4 (12.50%) Sqoop
9 3 (9.38%) Pentaho
9 3 (9.38%) PostgreSQL
Development Applications
1 9 (28.13%) eggPlant
1 9 (28.13%) HP UFT
1 9 (28.13%) JUnit
1 9 (28.13%) LoadRunner
1 9 (28.13%) LoadUI
1 9 (28.13%) Selenium
1 9 (28.13%) SoapUI
1 9 (28.13%) TestNG
1 9 (28.13%) Toad
1 9 (28.13%) WebDriver
2 1 (3.13%) SQL Server Management Studio (SSMS)
2 1 (3.13%) Team Foundation Server
2 1 (3.13%) Visual Studio
General
1 9 (28.13%) Publishing
2 6 (18.75%) Retail
3 4 (12.50%) Finance
4 1 (3.13%) Marketing
Job Titles
1 15 (46.88%) Analyst
2 11 (34.38%) Developer
3 9 (28.13%) SAP Analyst
3 9 (28.13%) SAP Test Analyst
3 9 (28.13%) Test Analyst
4 7 (21.88%) Data Engineer
4 7 (21.88%) Data Migration Engineer
4 7 (21.88%) Migration Engineer
5 6 (18.75%) Business Intelligence Analyst
5 6 (18.75%) Business Intelligence Data Analyst
5 6 (18.75%) Data Analyst
5 6 (18.75%) Data Migration Analyst
5 6 (18.75%) ETL Analyst
5 6 (18.75%) Migration Analyst
5 6 (18.75%) SQL Analyst
5 6 (18.75%) SQL Data Analyst
5 6 (18.75%) SSRS Analyst
6 5 (15.63%) Business Intelligence Developer
6 5 (15.63%) Senior Developer
7 4 (12.50%) Business Developer
Libraries, Frameworks & Software Standards
1 13 (40.63%) SOAP
2 9 (28.13%) Web Services
3 4 (12.50%) REST
3 4 (12.50%) XML
4 1 (3.13%) .NET
Miscellaneous
1 17 (53.13%) Computer Science
2 5 (15.63%) Analytical Skills
3 4 (12.50%) Management Information System
4 2 (6.25%) Data Structures
5 1 (3.13%) Driving Licence
Operating Systems
1 9 (28.13%) Windows
Processes & Methodologies
1 26 (81.25%) Business Intelligence
2 18 (56.25%) Agile Software Development
2 18 (56.25%) Scrum
3 13 (40.63%) CRM
3 13 (40.63%) Mathematics
3 13 (40.63%) SDLC
3 13 (40.63%) Unit Testing
3 13 (40.63%) User Acceptance Testing
4 11 (34.38%) Data Migration
4 11 (34.38%) Migration
5 9 (28.13%) BDD
5 9 (28.13%) ERP
5 9 (28.13%) Manual Testing
5 9 (28.13%) Performance Testing
5 9 (28.13%) Project Management
5 9 (28.13%) Regression Testing
5 9 (28.13%) TDD
5 9 (28.13%) Test Automation
5 9 (28.13%) Test Management
5 9 (28.13%) Test Scripting
Programming Languages
1 25 (78.13%) SQL
2 15 (46.88%) C#
3 13 (40.63%) Java
4 4 (12.50%) JavaScript
4 4 (12.50%) Python
5 1 (3.13%) Data Analysis Expressions (DAX)
5 1 (3.13%) T-SQL
Qualifications
1 17 (53.13%) Degree
2 13 (40.63%) Computer Science Degree
3 9 (28.13%) ISTQB
4 1 (3.13%) SC Cleared
4 1 (3.13%) Security Cleared
Quality Assurance & Compliance
1 17 (53.13%) QA
2 5 (15.63%) Data Quality
3 1 (3.13%) ISO/IEC 27001
System Software
1 4 (12.50%) Apache Flume
1 4 (12.50%) HDFS
Systems Management
1 9 (28.13%) HP Quality Center
2 4 (12.50%) Nagios
2 4 (12.50%) Oozie
Vendors
1 9 (28.13%) HP
1 9 (28.13%) SAP
2 7 (21.88%) Sybase
3 6 (18.75%) Microsoft
3 6 (18.75%) Tableau
4 4 (12.50%) Cloudera
4 4 (12.50%) Oracle
4 4 (12.50%) Salesforce.com
5 1 (3.13%) Capita
5 1 (3.13%) Informatica
5 1 (3.13%) MicroStrategy