Period
to 19 April 2019

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 19 April 2019 with a comparison to the same period in the previous 2 years.

Extract, Transform and Load (ETL)
South East > Berkshire
6 months to
19 Apr 2019
Same period 2018 Same period 2017
Rank 114 140 121
Rank change year-on-year +26 -19 -37
Permanent jobs citing ETL 143 143 167
As % of all permanent IT jobs advertised in Berkshire 2.53% 2.05% 2.36%
As % of the Processes & Methodologies category 2.77% 2.28% 2.64%
Number of salaries quoted 89 136 165
Berkshire median annual salary £60,000 £65,000 £54,000
Median salary % change year-on-year -7.69% +20.37% +8.00%
10th Percentile £42,000 £38,000 £26,750
90th Percentile £76,050 £78,125 £68,750
South East median annual salary £55,000 £50,000 £54,000
% change year-on-year +10.00% -7.41% +13.68%

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 5,168 6,278 6,316
As % of all permanent IT jobs advertised in Berkshire 91.49% 89.81% 89.10%
Number of salaries quoted 4,133 5,001 4,915
Berkshire median annual salary £53,750 £50,000 £50,000
Median salary % change year-on-year +7.50% - -
10th Percentile £30,500 £30,000 £27,500
90th Percentile £77,500 £75,000 £75,000
South East median annual salary £49,000 £45,000 £45,000
% change year-on-year +8.89% - -

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 19 April 2019.

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 19 April 2019. 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
Slough +38 52 £67,500 +3.85% 1
Reading +20 42 £50,000 +21.95% 2
Newbury +9 11 £75,000 +194.12%
Bracknell -6 9 £52,500 +7.69%
Maidenhead -2 6 £48,750 -2.50% 1
Windsor +16 5 £65,000 +32.65% 1
ETL
South East

For the 6 months to 19 April 2019, 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 95 (66.43%) Business Intelligence
2 75 (52.45%) Data Warehouse
3 72 (50.35%) SQL
4 68 (47.55%) Data Modelling
4 68 (47.55%) Analytics
5 67 (46.85%) Agile Software Development
6 60 (41.96%) Oracle
7 59 (41.26%) SQL Server
8 49 (34.27%) Microsoft Azure
9 48 (33.57%) Finance
10 47 (32.87%) SAP
11 43 (30.07%) Data Management
12 41 (28.67%) Microsoft
13 39 (27.27%) Scrum
13 39 (27.27%) SQL Server Integration Services
13 39 (27.27%) Degree
14 38 (26.57%) SAP BW
15 34 (23.78%) SQL Server Reporting Services
16 31 (21.68%) BusinessObjects
17 30 (20.98%) QlikView
18 29 (20.28%) Data Integration
18 29 (20.28%) Data Science
19 28 (19.58%) Analytical Skills
20 27 (18.88%) Data Engineering
21 25 (17.48%) T-SQL
22 24 (16.78%) Cognos
22 24 (16.78%) Enterprise Architecture
23 22 (15.38%) FMCG
23 22 (15.38%) Data Security
24 21 (14.69%) Migration

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 8 (5.59%) Apache Spark
1 8 (5.59%) WebLogic
2 5 (3.50%) IIS
3 4 (2.80%) Apache
3 4 (2.80%) Apache Pig
3 4 (2.80%) Oracle Workflow
3 4 (2.80%) SharePoint
3 4 (2.80%) Tomcat
4 3 (2.10%) Alfresco
4 3 (2.10%) WebSphere
5 1 (0.70%) Elasticsearch
5 1 (0.70%) Oracle SOA Suite
5 1 (0.70%) WebLogic Portal
Applications
1 13 (9.09%) Spreadsheet
2 4 (2.80%) Microsoft Excel
3 1 (0.70%) Microsoft Office
Business Applications
1 1 (0.70%) Oracle BPM
Cloud Services
1 49 (34.27%) Microsoft Azure
2 8 (5.59%) Amazon AWS
3 7 (4.90%) PaaS
4 4 (2.80%) Amazon EC2
4 4 (2.80%) Amazon EMR
4 4 (2.80%) Amazon Kinesis
4 4 (2.80%) AWS CloudFormation
4 4 (2.80%) Azure Functions
4 4 (2.80%) Cloud Computing
4 4 (2.80%) FinancialForce
4 4 (2.80%) Serverless
5 3 (2.10%) Azure Data Factory
5 3 (2.10%) Force.com
6 2 (1.40%) Amazon S3
7 1 (0.70%) BPaaS
7 1 (0.70%) SaaS
Database & Business Intelligence
1 75 (52.45%) Data Warehouse
2 59 (41.26%) SQL Server
3 39 (27.27%) SQL Server Integration Services
4 38 (26.57%) SAP BW
5 34 (23.78%) SQL Server Reporting Services
6 31 (21.68%) BusinessObjects
7 30 (20.98%) QlikView
8 20 (13.99%) SQL Server Analysis Services
9 19 (13.29%) DataStage
10 17 (11.89%) Power BI
10 17 (11.89%) Relational Database
11 16 (11.19%) SAP HANA
12 14 (9.79%) DB2
12 14 (9.79%) Oracle Reports
13 13 (9.09%) Qlik Sense
14 12 (8.39%) Big Data
14 12 (8.39%) Enterprise Data Warehouse
15 9 (6.29%) BusinessObjects Business Intelligence
15 9 (6.29%) Data Lake
15 9 (6.29%) Lumira
Development Applications
1 15 (10.49%) JIRA
2 6 (4.20%) Git (software)
2 6 (4.20%) Jenkins
3 4 (2.80%) Maven
4 2 (1.40%) Atlassian Bamboo
General
1 48 (33.57%) Finance
2 20 (13.99%) Telecoms
3 2 (1.40%) Retail
4 1 (0.70%) Advertising
4 1 (0.70%) Banking
4 1 (0.70%) Legal
4 1 (0.70%) Publishing
Job Titles
1 55 (38.46%) Developer
2 26 (18.18%) Data Engineer
3 23 (16.08%) Business Intelligence Developer
4 16 (11.19%) Architect
4 16 (11.19%) Business Intelligence Manager
4 16 (11.19%) Senior Developer
4 16 (11.19%) Systems Developer
5 13 (9.09%) QlikView Developer
5 13 (9.09%) Senior Data Engineer
6 12 (8.39%) Senior QlikView Developer
6 12 (8.39%) SQL Developer
7 10 (6.99%) Data Architect
8 8 (5.59%) Solutions Architect
9 7 (4.90%) Business Manager
9 7 (4.90%) SSIS Developer
10 6 (4.20%) Consultant
10 6 (4.20%) ETL Developer
10 6 (4.20%) SQL Server Developer
11 5 (3.50%) Analyst
11 5 (3.50%) Data Warehouse Developer
Libraries, Frameworks & Software Standards
1 16 (11.19%) XML
2 14 (9.79%) Web Services
3 9 (6.29%) MDX
4 8 (5.59%) J2EE
5 6 (4.20%) REST
6 5 (3.50%) .NET
7 4 (2.80%) AngularJS
7 4 (2.80%) Kafka
7 4 (2.80%) Node.js
8 3 (2.10%) Visualforce
9 2 (1.40%) Apache NiFi
9 2 (1.40%) ASP.NET Web API
9 2 (1.40%) Middleware
9 2 (1.40%) Samza
9 2 (1.40%) WCF
9 2 (1.40%) WinForms
10 1 (0.70%) EDI
10 1 (0.70%) JMS
10 1 (0.70%) UDDI
10 1 (0.70%) WSDL
Miscellaneous
1 28 (19.58%) Analytical Skills
2 22 (15.38%) FMCG
3 16 (11.19%) Greenfield Project
4 15 (10.49%) Self-Motivation
5 9 (6.29%) User Experience
6 5 (3.50%) Management Information System
7 3 (2.10%) Data Structures
8 1 (0.70%) Blog
8 1 (0.70%) Fintech
8 1 (0.70%) Replication
Operating Systems
1 5 (3.50%) Linux
2 4 (2.80%) Red Hat Enterprise Linux
2 4 (2.80%) Unix
2 4 (2.80%) Windows
2 4 (2.80%) Windows 10
2 4 (2.80%) Windows Server
2 4 (2.80%) Windows Server 2012
Processes & Methodologies
1 95 (66.43%) Business Intelligence
2 68 (47.55%) Analytics
2 68 (47.55%) Data Modelling
3 67 (46.85%) Agile Software Development
4 43 (30.07%) Data Management
5 39 (27.27%) Scrum
6 29 (20.28%) Data Integration
6 29 (20.28%) Data Science
7 27 (18.88%) Data Engineering
8 24 (16.78%) Enterprise Architecture
9 22 (15.38%) Data Security
10 21 (14.69%) Migration
11 18 (12.59%) Data Development
12 17 (11.89%) Mentoring
13 16 (11.19%) ITIL
13 16 (11.19%) Visualisation
14 15 (10.49%) Data Visualisation
15 14 (9.79%) ERP
15 14 (9.79%) Information Management
16 13 (9.09%) Front End Development
Programming Languages
1 72 (50.35%) SQL
2 25 (17.48%) T-SQL
3 17 (11.89%) Java
4 15 (10.49%) Python
5 8 (5.59%) JavaScript
5 8 (5.59%) Scala
6 7 (4.90%) C#
7 6 (4.20%) PL/SQL
7 6 (4.20%) VBA
8 5 (3.50%) PowerShell
9 4 (2.80%) C
9 4 (2.80%) C++
9 4 (2.80%) Data Analysis Expressions (DAX)
9 4 (2.80%) Shell Script
10 3 (2.10%) Apex Code
11 2 (1.40%) R
11 2 (1.40%) VB
11 2 (1.40%) VB.NET
12 1 (0.70%) MATLAB
Qualifications
1 39 (27.27%) Degree
2 7 (4.90%) Computer Science Degree
3 5 (3.50%) ISEB
3 5 (3.50%) ISTQB
4 4 (2.80%) ITIL Foundation Certificate
5 2 (1.40%) Security Cleared
6 1 (0.70%) DV Cleared
6 1 (0.70%) IIBA
6 1 (0.70%) Master's Degree
6 1 (0.70%) PMI Certification
6 1 (0.70%) PMP
6 1 (0.70%) SC Cleared
Quality Assurance & Compliance
1 10 (6.99%) Data Quality
2 9 (6.29%) QA
3 1 (0.70%) GDPR
3 1 (0.70%) PMO
System Software
1 2 (1.40%) Apache Flume
2 1 (0.70%) HDFS
2 1 (0.70%) Virtual Machines
Systems Management
1 5 (3.50%) HP Quality Center
2 4 (2.80%) Oracle Enterprise Manager
3 3 (2.10%) Single Sign-On
4 2 (1.40%) Chukwa
4 2 (1.40%) Hadoop YARN
5 1 (0.70%) Ansible
5 1 (0.70%) Kibana
5 1 (0.70%) logstash
5 1 (0.70%) Puppet
Vendors
1 60 (41.96%) Oracle
2 47 (32.87%) SAP
3 41 (28.67%) Microsoft
4 24 (16.78%) Cognos
5 16 (11.19%) Informatica
6 15 (10.49%) Teradata
7 14 (9.79%) Salesforce.com
8 13 (9.09%) Tableau
9 11 (7.69%) Ab Initio
10 5 (3.50%) HP
10 5 (3.50%) Remedy
11 4 (2.80%) MuleSoft
11 4 (2.80%) Red Hat
11 4 (2.80%) Riverbed
12 3 (2.10%) IBM
12 3 (2.10%) Jitterbit
13 2 (1.40%) MicroStrategy
13 2 (1.40%) Netezza
13 2 (1.40%) Talend