Period
to 15 July 2020

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 15 July 2020 with a comparison to the same period in the previous 2 years.

Extract, Transform and Load (ETL)
South East > Berkshire
6 months to
15 Jul 2020
Same period 2019 Same period 2018
Rank 90 131 134
Rank change year-on-year +41 +3 -4
Permanent jobs citing ETL 65 130 154
As % of all permanent jobs advertised in Berkshire 2.45% 2.22% 2.27%
As % of the Processes & Methodologies category 2.74% 2.42% 2.49%
Number of salaries quoted 56 93 140
Median annual salary £70,000 £58,000 £50,000
Median salary % change year-on-year +20.69% +16.00% -
10th Percentile £29,250 £32,500 £36,200
90th Percentile £90,000 £75,000 £77,625
South East median annual salary £52,500 £52,500 £50,000
% change year-on-year - +5.00% -7.41%

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 2,373 5,361 6,188
As % of all permanent IT jobs advertised in Berkshire 89.48% 91.53% 91.08%
Number of salaries quoted 1,860 4,327 4,952
Median annual salary £57,500 £52,500 £50,000
Median salary % change year-on-year +9.52% +5.00% -
10th Percentile £36,250 £31,250 £30,000
90th Percentile £82,500 £77,500 £73,750
South East median annual salary £50,198 £50,000 £47,500
% change year-on-year +0.40% +5.26% +5.56%

ETL
Job Vacancy Trend in Berkshire

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

Job vacancy trend for ETL in Berkshire

ETL
Salary Trend in Berkshire

3-month moving average salary quoted in jobs citing ETL in Berkshire.

Salary trend for ETL in Berkshire

ETL
Salary Histogram in Berkshire

Salary distribution for jobs citing ETL in Berkshire over the 6 months to 15 July 2020.

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 15 July 2020. 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 +52 31 £50,000 +11.11%
Slough -1 12 £90,000 +33.33%
Newbury +32 1 - -
ETL
South East

For the 6 months to 15 July 2020, IT jobs citing ETL also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the Berkshire region with a requirement for ETL.

1 42 (64.62%) SQL
2 27 (41.54%) Data Warehouse
2 27 (41.54%) Business Intelligence
3 24 (36.92%) SQL Server
3 24 (36.92%) Agile Software Development
4 22 (33.85%) Informatica
5 17 (26.15%) SQL Server Integration Services
5 17 (26.15%) Analytics
6 16 (24.62%) SQL Server Reporting Services
6 16 (24.62%) Microsoft
7 15 (23.08%) Visualisation
7 15 (23.08%) Tableau
8 14 (21.54%) AWS
8 14 (21.54%) Power BI
8 14 (21.54%) Power Platform
8 14 (21.54%) PowerCenter
8 14 (21.54%) QA
9 13 (20.00%) Degree
9 13 (20.00%) Analytical Skills
10 12 (18.46%) Relational Database
10 12 (18.46%) Oracle
10 12 (18.46%) Python
11 11 (16.92%) Data Modelling
11 11 (16.92%) Data Migration
11 11 (16.92%) Data Integration
11 11 (16.92%) Enterprise Architecture
11 11 (16.92%) Migration
11 11 (16.92%) Process Improvement
12 10 (15.38%) Data Quality
12 10 (15.38%) Root Cause Analysis

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 5 (7.69%) IIS
1 5 (7.69%) SAS
2 4 (6.15%) Confluence
2 4 (6.15%) SharePoint
3 2 (3.08%) Apache Spark
3 2 (3.08%) Elasticsearch
Applications
1 7 (10.77%) Microsoft Excel
2 5 (7.69%) Microsoft Office
2 5 (7.69%) Microsoft Project
3 2 (3.08%) S-PLUS
Business Applications
1 1 (1.54%) NetSuite
Cloud Services
1 14 (21.54%) AWS
1 14 (21.54%) Power Platform
2 8 (12.31%) Azure
3 1 (1.54%) Amazon EMR
3 1 (1.54%) Amazon S3
3 1 (1.54%) GCP
3 1 (1.54%) IaaS
3 1 (1.54%) PaaS
3 1 (1.54%) SaaS
Database & Business Intelligence
1 27 (41.54%) Data Warehouse
2 24 (36.92%) SQL Server
3 17 (26.15%) SQL Server Integration Services
4 16 (24.62%) SQL Server Reporting Services
5 14 (21.54%) Power BI
5 14 (21.54%) PowerCenter
6 12 (18.46%) Relational Database
7 7 (10.77%) SQL Server Analysis Services
8 6 (9.23%) Big Data
9 5 (7.69%) PostgreSQL
10 4 (6.15%) Hadoop
10 4 (6.15%) SQL Server 2012
10 4 (6.15%) Star Schema
11 3 (4.62%) Apache Hive
11 3 (4.62%) BusinessObjects
11 3 (4.62%) SAS EBI
11 3 (4.62%) Sisense
12 2 (3.08%) Data Mining
12 2 (3.08%) MySQL
12 2 (3.08%) OLAP
Development Applications
1 10 (15.38%) JIRA
2 5 (7.69%) Selenium
2 5 (7.69%) Selenium IDE
2 5 (7.69%) WebDriver
3 2 (3.08%) Visual Studio
4 1 (1.54%) GitLab
General
1 5 (7.69%) Telecoms
2 4 (6.15%) Retail
3 3 (4.62%) Manufacturing
4 1 (1.54%) Finance
4 1 (1.54%) Marketing
4 1 (1.54%) Publishing
Job Titles
1 12 (18.46%) Developer
2 10 (15.38%) Data Engineer
3 8 (12.31%) Analyst
4 7 (10.77%) Architect
4 7 (10.77%) Business Intelligence Analyst
4 7 (10.77%) Business Intelligence Developer
4 7 (10.77%) Informatica Architect
5 6 (9.23%) Informatica Specialist
6 5 (7.69%) Senior Analyst
6 5 (7.69%) Senior Business Intelligence Analyst
6 5 (7.69%) Senior Test Engineer
6 5 (7.69%) Test Engineer
6 5 (7.69%) Test Leader
7 4 (6.15%) DBA
7 4 (6.15%) Senior Data Engineer
8 3 (4.62%) Administrator
8 3 (4.62%) Linux Engineer
8 3 (4.62%) SQL Analyst
8 3 (4.62%) Technical Architect
9 2 (3.08%) Consultant
Libraries, Frameworks & Software Standards
1 6 (9.23%) Web Services
2 3 (4.62%) CSS
2 3 (4.62%) HTML
3 2 (3.08%) Elastic Stack
3 2 (3.08%) JSON
3 2 (3.08%) Scilab
4 1 (1.54%) ODBC
Miscellaneous
1 13 (20.00%) Analytical Skills
2 3 (4.62%) Management Information System
3 1 (1.54%) Cloud Native
3 1 (1.54%) Data Structures
3 1 (1.54%) Greenfield Project
3 1 (1.54%) Social Network
Operating Systems
1 6 (9.23%) Linux
2 5 (7.69%) Unix
3 2 (3.08%) Windows
4 1 (1.54%) Windows Server
Processes & Methodologies
1 27 (41.54%) Business Intelligence
2 24 (36.92%) Agile Software Development
3 17 (26.15%) Analytics
4 15 (23.08%) Visualisation
5 11 (16.92%) Data Integration
5 11 (16.92%) Data Migration
5 11 (16.92%) Data Modelling
5 11 (16.92%) Enterprise Architecture
5 11 (16.92%) Migration
5 11 (16.92%) Process Improvement
6 10 (15.38%) Actionable Insight
6 10 (15.38%) Data Science
6 10 (15.38%) Root Cause Analysis
6 10 (15.38%) Scenario Testing
7 9 (13.85%) Customer Acquisition
7 9 (13.85%) Performance Metrics
7 9 (13.85%) Performance Tuning
8 8 (12.31%) Data Cleansing
8 8 (12.31%) ETL Development
8 8 (12.31%) Test Strategy
Programming Languages
1 42 (64.62%) SQL
2 12 (18.46%) Python
3 8 (12.31%) T-SQL
4 6 (9.23%) R
5 5 (7.69%) Java
5 5 (7.69%) Shell Script
6 4 (6.15%) C#
7 3 (4.62%) JavaScript
7 3 (4.62%) PL/SQL
8 2 (3.08%) C
8 2 (3.08%) Scala
9 1 (1.54%) Bash Shell
9 1 (1.54%) PowerShell
9 1 (1.54%) VBA
Qualifications
1 13 (20.00%) Degree
2 9 (13.85%) ISTQB
3 5 (7.69%) ISEB
4 4 (6.15%) ISTQB Advanced Certification
5 2 (3.08%) Security Cleared
6 1 (1.54%) DV Cleared
6 1 (1.54%) SC Cleared
Quality Assurance & Compliance
1 14 (21.54%) QA
2 10 (15.38%) Data Quality
3 1 (1.54%) GDPR
System Software
1 2 (3.08%) HDFS
Systems Management
1 5 (7.69%) HP Quality Center
2 2 (3.08%) Kibana
2 2 (3.08%) logstash
3 1 (1.54%) Ansible
3 1 (1.54%) Puppet
Vendors
1 22 (33.85%) Informatica
2 16 (24.62%) Microsoft
3 15 (23.08%) Tableau
4 12 (18.46%) Oracle
5 5 (7.69%) HP
5 5 (7.69%) Remedy
6 3 (4.62%) Teradata
7 2 (3.08%) Cloudera
7 2 (3.08%) Cognos
7 2 (3.08%) MicroStrategy
7 2 (3.08%) SAP
8 1 (1.54%) Alteryx
8 1 (1.54%) Blue Prism
8 1 (1.54%) Capita
8 1 (1.54%) Dataiku
8 1 (1.54%) Google
8 1 (1.54%) Salesforce.com
8 1 (1.54%) Talend
8 1 (1.54%) UiPath
8 1 (1.54%) Workday