Period
to 19 December 2018

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 December 2018 with a comparison to the same period in the previous 2 years.

Extract, Transform and Load (ETL)
South East > Berkshire
6 months to
19 Dec 2018
Same period 2017 Same period 2016
Rank 99 147 136
Rank change year-on-year +48 -11 -40
Permanent jobs citing ETL 187 115 176
As % of all permanent IT jobs advertised in Berkshire 3.11% 1.78% 2.09%
As % of the Processes & Methodologies category 3.38% 2.01% 2.32%
Number of salaries quoted 110 100 170
Berkshire median annual salary £52,500 £57,500 £50,000
Median salary % change year-on-year -8.70% +15.00% +5.26%
10th Percentile £38,750 £32,000 £36,250
90th Percentile £76,375 £78,750 £71,600
South East median annual salary £50,000 £50,001 £50,000
% change year-on-year 0.00% +0.00% +5.26%

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 5,530 5,719 7,597
As % of all permanent IT jobs advertised in Berkshire 92.01% 88.71% 90.39%
Number of salaries quoted 4,288 4,503 5,839
Berkshire median annual salary £52,500 £49,500 £50,000
Median salary % change year-on-year +6.06% -1.00% -
10th Percentile £30,628 £28,500 £29,750
90th Percentile £77,500 £75,000 £75,000
South East median annual salary £47,500 £45,000 £45,000
% change year-on-year +5.56% - -

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 December 2018.

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 December 2018. 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 +37 63 £52,500 -19.23% 1
Reading +28 55 £50,165 +18.04% 5
Maidenhead -19 17 £47,500 -5.00% 2
Newbury +24 16 £70,000 +64.71% 2
Windsor - 9 £65,000 -
Bracknell -8 5 £34,000 -15.00% 3
Wokingham - 1 £42,500 -
ETL
South East

For the 6 months to 19 December 2018, 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.

1 104 (55.61%) Data Modelling
2 90 (48.13%) SQL
3 89 (47.59%) Microsoft
4 85 (45.45%) Business Intelligence
5 82 (43.85%) Microsoft Azure
6 79 (42.25%) SQL Server
7 77 (41.18%) Analytics
8 74 (39.57%) Data Management
9 71 (37.97%) Agile Software Development
10 68 (36.36%) Degree
10 68 (36.36%) Data Warehouse
11 65 (34.76%) Data Integration
12 61 (32.62%) SQL Server Integration Services
13 55 (29.41%) Data Engineering
13 55 (29.41%) Data Science
13 55 (29.41%) Scrum
14 52 (27.81%) SQL Server Reporting Services
15 50 (26.74%) Enterprise Architecture
15 50 (26.74%) SAP
16 49 (26.20%) SAP BW
16 49 (26.20%) Data Security
16 49 (26.20%) FMCG
17 36 (19.25%) SQL Server Analysis Services
18 35 (18.72%) ERP
19 34 (18.18%) T-SQL
20 32 (17.11%) Big Data
21 27 (14.44%) Java
21 27 (14.44%) Oracle
22 24 (12.83%) Relational Database
23 23 (12.30%) Finance

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 20 (10.70%) Apache Spark
2 13 (6.95%) SharePoint
3 7 (3.74%) Confluence
3 7 (3.74%) WebLogic
4 6 (3.21%) Tomcat
5 4 (2.14%) Alfresco
5 4 (2.14%) Apache
5 4 (2.14%) Apache Pig
5 4 (2.14%) Elasticsearch
5 4 (2.14%) Oracle Workflow
5 4 (2.14%) WebSphere
6 2 (1.07%) CMS
6 2 (1.07%) EPiServer
6 2 (1.07%) IIS
6 2 (1.07%) nginx
6 2 (1.07%) Umbraco
Applications
1 10 (5.35%) Microsoft Excel
2 2 (1.07%) Microsoft PowerPoint
3 1 (0.53%) Microsoft Office
Business Applications
1 1 (0.53%) NetSuite
Cloud Services
1 82 (43.85%) Microsoft Azure
2 15 (8.02%) Amazon AWS
3 7 (3.74%) FinancialForce
4 5 (2.67%) Azure Data Factory
5 4 (2.14%) Amazon EC2
5 4 (2.14%) Amazon EMR
5 4 (2.14%) Cloud Computing
5 4 (2.14%) GitHub
6 2 (1.07%) Amazon SageMaker
6 2 (1.07%) Google Analytics
6 2 (1.07%) npm
6 2 (1.07%) PaaS
6 2 (1.07%) Serverless
7 1 (0.53%) BPaaS
7 1 (0.53%) SaaS
Communications & Networking
1 6 (3.21%) HTTP
2 2 (1.07%) HTTPS
2 2 (1.07%) SSL
Database & Business Intelligence
1 79 (42.25%) SQL Server
2 68 (36.36%) Data Warehouse
3 61 (32.62%) SQL Server Integration Services
4 52 (27.81%) SQL Server Reporting Services
5 49 (26.20%) SAP BW
6 36 (19.25%) SQL Server Analysis Services
7 32 (17.11%) Big Data
8 24 (12.83%) Relational Database
9 22 (11.76%) Power BI
10 19 (10.16%) SQL Server 2008
11 18 (9.63%) Hadoop
12 14 (7.49%) QlikView
12 14 (7.49%) Star Schema
13 12 (6.42%) MySQL
13 12 (6.42%) RDBMS
14 11 (5.88%) BusinessObjects
15 8 (4.28%) Apache Hive
15 8 (4.28%) Data Lake
16 7 (3.74%) Crystal Reports
17 6 (3.21%) PostgreSQL
Development Applications
1 18 (9.63%) JIRA
2 15 (8.02%) Git (software)
3 7 (3.74%) Bitbucket
4 6 (3.21%) Jenkins
4 6 (3.21%) Subversion
4 6 (3.21%) Team Foundation Server
5 4 (2.14%) Eclipse
5 4 (2.14%) Visual Studio
6 2 (1.07%) Grunt
6 2 (1.07%) gulp
6 2 (1.07%) Octopus Deploy
6 2 (1.07%) Sonatype Nexus
6 2 (1.07%) TeamCity
6 2 (1.07%) webpack
General
1 23 (12.30%) Finance
2 12 (6.42%) Telecoms
3 8 (4.28%) Advertising
4 5 (2.67%) Marketing
5 3 (1.60%) Manufacturing
6 2 (1.07%) Back Office
6 2 (1.07%) Retail
7 1 (0.53%) Banking
7 1 (0.53%) Legal
Job Titles
1 65 (34.76%) Developer
2 56 (29.95%) Data Engineer
3 38 (20.32%) Business Intelligence Developer
4 27 (14.44%) Architect
5 25 (13.37%) Senior Data Engineer
6 13 (6.95%) Data Architect
7 12 (6.42%) Analyst
8 11 (5.88%) Solutions Architect
9 10 (5.35%) Consultant
9 10 (5.35%) SQL Developer
10 9 (4.81%) Business Intelligence Analyst
11 8 (4.28%) Business Intelligence Architect
11 8 (4.28%) Business Intelligence Solutions Architect
11 8 (4.28%) ETL Developer
11 8 (4.28%) Senior Developer
12 7 (3.74%) SSIS Developer
12 7 (3.74%) Systems Engineer
13 4 (2.14%) Big Data Developer
13 4 (2.14%) Integration Developer
13 4 (2.14%) SSRS Developer
Libraries, Frameworks & Software Standards
1 16 (8.56%) XML
2 12 (6.42%) .NET
3 11 (5.88%) Web Services
4 9 (4.81%) J2EE
5 8 (4.28%) HTML
5 8 (4.28%) Kafka
6 7 (3.74%) Elastic Stack
7 6 (3.21%) AngularJS
7 6 (3.21%) CSS
7 6 (3.21%) jQuery
7 6 (3.21%) JSON
7 6 (3.21%) RESTful
7 6 (3.21%) TensorFlow
7 6 (3.21%) WCF
7 6 (3.21%) WinForms
8 4 (2.14%) Akka
8 4 (2.14%) ASP.NET Web API
8 4 (2.14%) HTML5
8 4 (2.14%) Middleware
8 4 (2.14%) Spark Streaming
Miscellaneous
1 49 (26.20%) FMCG
2 18 (9.63%) Analytical Skills
3 12 (6.42%) Greenfield Project
4 5 (2.67%) Self-Motivation
5 3 (1.60%) Data Structures
5 3 (1.60%) Driving Licence
6 2 (1.07%) Cloud Native
6 2 (1.07%) User Experience
7 1 (0.53%) Clustering
7 1 (0.53%) Fintech
7 1 (0.53%) NHS
Operating Systems
1 20 (10.70%) Linux
2 10 (5.35%) Windows
3 9 (4.81%) Unix
4 3 (1.60%) Red Hat Enterprise Linux
4 3 (1.60%) Windows 10
4 3 (1.60%) Windows Server
4 3 (1.60%) Windows Server 2012
Processes & Methodologies
1 104 (55.61%) Data Modelling
2 85 (45.45%) Business Intelligence
3 77 (41.18%) Analytics
4 74 (39.57%) Data Management
5 71 (37.97%) Agile Software Development
6 65 (34.76%) Data Integration
7 55 (29.41%) Data Engineering
7 55 (29.41%) Data Science
7 55 (29.41%) Scrum
8 50 (26.74%) Enterprise Architecture
9 49 (26.20%) Data Security
10 35 (18.72%) ERP
11 21 (11.23%) Migration
12 20 (10.70%) Dimensional Modelling
12 20 (10.70%) Problem-Solving
13 17 (9.09%) Data Analysis
14 15 (8.02%) Data Mapping
15 14 (7.49%) Data Architecture
15 14 (7.49%) Kimball Methodology
16 12 (6.42%) Data Analytics
Programming Languages
1 90 (48.13%) SQL
2 34 (18.18%) T-SQL
3 27 (14.44%) Java
4 22 (11.76%) Python
5 10 (5.35%) C
5 10 (5.35%) C#
6 9 (4.81%) Bash Shell
6 9 (4.81%) JavaScript
6 9 (4.81%) PL/SQL
6 9 (4.81%) PowerShell
6 9 (4.81%) Scala
7 7 (3.74%) Shell Script
8 5 (2.67%) R
8 5 (2.67%) VBA
9 4 (2.14%) VB
9 4 (2.14%) VB.NET
9 4 (2.14%) XAML
10 3 (1.60%) C++
11 2 (1.07%) Natural
11 2 (1.07%) RPG
Qualifications
1 68 (36.36%) Degree
2 7 (3.74%) DV Cleared
2 7 (3.74%) Security Cleared
3 6 (3.21%) Computer Science Degree
4 3 (1.60%) ITIL Foundation Certificate
5 1 (0.53%) IIBA
5 1 (0.53%) PMI Certification
5 1 (0.53%) PMP
Quality Assurance & Compliance
1 15 (8.02%) Data Quality
2 6 (3.21%) QA
3 5 (2.67%) GDPR
4 2 (1.07%) ISO/IEC 27001
5 1 (0.53%) PMO
System Software
1 5 (2.67%) HDFS
2 4 (2.14%) Apache Flume
2 4 (2.14%) Virtual Machines
3 3 (1.60%) Docker
Systems Management
1 7 (3.74%) Puppet
2 5 (2.67%) Kubernetes
3 4 (2.14%) Kibana
3 4 (2.14%) Oozie
3 4 (2.14%) Rundeck
3 4 (2.14%) Single Sign-On
4 3 (1.60%) Oracle Enterprise Manager
Vendors
1 89 (47.59%) Microsoft
2 50 (26.74%) SAP
3 27 (14.44%) Oracle
4 19 (10.16%) Tableau
5 18 (9.63%) Informatica
6 15 (8.02%) Ab Initio
6 15 (8.02%) Teradata
7 14 (7.49%) Salesforce.com
8 11 (5.88%) Cloudera
9 9 (4.81%) MuleSoft
10 8 (4.28%) Hortonworks
11 7 (3.74%) Atlassian
12 5 (2.67%) MicroStrategy
13 4 (2.14%) Alteryx
13 4 (2.14%) IBM
13 4 (2.14%) RapidMiner
14 3 (1.60%) Red Hat
14 3 (1.60%) Riverbed
14 3 (1.60%) Talend
15 2 (1.07%) Adobe