Period
to 11 July 2020

The following table provides summary statistics for permanent job vacancies advertised in the South East 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 11 July 2020 with a comparison to the same period in the previous 2 years.

Extract, Transform and Load (ETL)
England > South East
6 months to
11 Jul 2020
Same period 2019 Same period 2018
Rank 127 172 177
Rank change year-on-year +45 +5 +7
Permanent jobs citing ETL 326 508 558
As % of all permanent jobs advertised in the South East 2.41% 1.91% 1.82%
As % of the Processes & Methodologies category 2.64% 2.09% 2.01%
Number of salaries quoted 248 406 506
Median annual salary £52,500 £53,250 £50,000
Median salary % change year-on-year -1.41% +6.50% -7.41%
10th Percentile £27,500 £32,500 £35,000
90th Percentile £82,875 £77,500 £72,500
England median annual salary £57,500 £55,000 £52,500
% change year-on-year +4.55% +4.76% +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 the South East with a requirement for process or methodology skills.

All Process and Methodology Skills
South East
Permanent vacancies with a requirement for process or methodology skills 12,354 24,338 27,755
As % of all permanent IT jobs advertised in the South East 91.15% 91.35% 90.32%
Number of salaries quoted 9,972 19,555 23,028
Median annual salary £51,000 £50,000 £47,500
Median salary % change year-on-year +2.00% +5.26% +5.56%
10th Percentile £31,250 £28,250 £28,000
90th Percentile £77,500 £75,000 £70,000
England median annual salary £55,000 £52,500 £50,000
% change year-on-year +4.76% +5.00% -

ETL
Job Vacancy Trend in the South East

Job postings citing ETL as a proportion of all IT jobs advertised in the South East.

Job vacancy trend for ETL in the South East

ETL
Salary Trend in the South East

3-month moving average salary quoted in jobs citing ETL in the South East.

Salary trend for ETL in the South East

ETL
Salary Histogram in the South East

Salary distribution for jobs citing ETL in the South East over the 6 months to 11 July 2020.

Salary histogram for ETL in the South East

ETL
Job Locations in the South East

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing ETL within the South East region over the 6 months to 11 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
Thames Valley +37 108 £70,000 +21.74% 3
Hampshire +37 83 £45,000 -15.89% 11
Berkshire +40 70 £70,000 +20.69%
Surrey +66 38 £55,000 +4.76% 2
Kent +67 35 £37,500 -6.25% 2
East Sussex +43 33 £21,000 -49.50% 3
West Sussex -3 29 £75,000 +48.51% 4
Oxfordshire +28 20 £50,000 -21.86%
Buckinghamshire +32 18 £70,000 +47.37% 3
ETL
England

For the 6 months to 11 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 South East region with a requirement for ETL.

1 231 (70.86%) SQL
2 156 (47.85%) Business Intelligence
3 140 (42.94%) SQL Server
4 116 (35.58%) Data Warehouse
5 103 (31.60%) SQL Server Integration Services
6 91 (27.91%) Data Modelling
7 87 (26.69%) Analytics
8 82 (25.15%) Power Platform
9 81 (24.85%) Agile Software Development
10 80 (24.54%) SQL Server Reporting Services
10 80 (24.54%) Power BI
11 78 (23.93%) Python
12 74 (22.70%) Analytical Skills
12 74 (22.70%) Azure
13 69 (21.17%) T-SQL
14 67 (20.55%) Tableau
15 65 (19.94%) Microsoft
16 63 (19.33%) Finance
16 63 (19.33%) Visualisation
17 52 (15.95%) Data Integration
17 52 (15.95%) Oracle
18 51 (15.64%) Degree
19 49 (15.03%) AWS
19 49 (15.03%) Big Data
20 45 (13.80%) Data Lake
21 43 (13.19%) Data Extraction
22 42 (12.88%) Data Analytics
22 42 (12.88%) Problem-Solving
23 40 (12.27%) SQL Server Analysis Services
23 40 (12.27%) C#

ETL
Co-occurring IT Skills in the South East 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 (6.13%) Apache Spark
2 13 (3.99%) Elasticsearch
3 11 (3.37%) Apache
4 10 (3.07%) SharePoint
5 8 (2.45%) SAS
6 7 (2.15%) Apache Pig
7 5 (1.53%) IIS
7 5 (1.53%) Oracle Spatial
8 4 (1.23%) Confluence
8 4 (1.23%) Jupyter
9 3 (0.92%) Apache Synapse
10 2 (0.61%) ArcGIS
11 1 (0.31%) Apache Airflow
11 1 (0.31%) CMS
11 1 (0.31%) Sitecore CMS
Applications
1 35 (10.74%) Microsoft Excel
2 13 (3.99%) Microsoft Office
3 5 (1.53%) Microsoft Project
4 3 (0.92%) Spreadsheet
5 2 (0.61%) S-PLUS
5 2 (0.61%) SPSS
6 1 (0.31%) Microsoft PowerPoint
Business Applications
1 6 (1.84%) SAP MDG
2 5 (1.53%) Dynamics CRM
3 4 (1.23%) Adobe Campaign
4 3 (0.92%) SAP MDM
5 1 (0.31%) NetSuite
5 1 (0.31%) SAP ERP
5 1 (0.31%) Sparx Enterprise Architect
Cloud Services
1 82 (25.15%) Power Platform
2 74 (22.70%) Azure
3 49 (15.03%) AWS
4 14 (4.29%) Azure Data Factory
5 13 (3.99%) IaaS
5 13 (3.99%) PaaS
6 10 (3.07%) AWS Lambda
6 10 (3.07%) Serverless
7 8 (2.45%) SaaS
8 7 (2.15%) Azure Machine Learning
8 7 (2.15%) Cortana Intelligence Suite
8 7 (2.15%) Dynamics 365
9 6 (1.84%) iPaaS
10 5 (1.53%) GCP
10 5 (1.53%) PowerApps
11 4 (1.23%) Amazon S3
11 4 (1.23%) AWS Step Functions
12 3 (0.92%) Power Automate
13 2 (0.61%) Amazon GuardDuty
13 2 (0.61%) Logic Apps
Communications & Networking
1 2 (0.61%) Internet
2 1 (0.31%) Skype
Database & Business Intelligence
1 140 (42.94%) SQL Server
2 116 (35.58%) Data Warehouse
3 103 (31.60%) SQL Server Integration Services
4 80 (24.54%) Power BI
4 80 (24.54%) SQL Server Reporting Services
5 49 (15.03%) Big Data
6 45 (13.80%) Data Lake
7 40 (12.27%) SQL Server Analysis Services
8 30 (9.20%) Relational Database
9 28 (8.59%) Hadoop
10 21 (6.44%) PostgreSQL
11 20 (6.13%) Azure SQL Database
12 18 (5.52%) SQL Server 2012
13 17 (5.21%) OLAP
13 17 (5.21%) PowerCenter
13 17 (5.21%) SQL Server 2016
14 16 (4.91%) Amazon Redshift
14 16 (4.91%) BusinessObjects
14 16 (4.91%) NoSQL
15 15 (4.60%) Apache Hive
Development Applications
1 12 (3.68%) JIRA
2 9 (2.76%) Cucumber
2 9 (2.76%) Git (software)
2 9 (2.76%) GitLab
2 9 (2.76%) Jenkins
3 8 (2.45%) git-flow
3 8 (2.45%) LSMW
3 8 (2.45%) SonarQube
4 6 (1.84%) Visual Studio
5 5 (1.53%) Selenium
5 5 (1.53%) Selenium IDE
5 5 (1.53%) SQL Server Management Studio (SSMS)
5 5 (1.53%) tSQLt
5 5 (1.53%) WebDriver
6 2 (0.61%) ER Studio
7 1 (0.31%) ERwin
7 1 (0.31%) Octopus Deploy
7 1 (0.31%) Team Foundation Server
7 1 (0.31%) TeamCity
General
1 63 (19.33%) Finance
2 17 (5.21%) Marketing
3 14 (4.29%) Legal
4 11 (3.37%) Law
5 10 (3.07%) Financial Institution
6 7 (2.15%) Telecoms
7 6 (1.84%) Retail
8 5 (1.53%) Back Office
9 3 (0.92%) Manufacturing
10 2 (0.61%) Aerospace
10 2 (0.61%) Automotive
10 2 (0.61%) Games
10 2 (0.61%) Public Sector
11 1 (0.31%) Advertising
11 1 (0.31%) Police
11 1 (0.31%) Publishing
Job Titles
1 104 (31.90%) Developer
2 83 (25.46%) Analyst
3 62 (19.02%) Data Engineer
4 38 (11.66%) Data Analyst
5 29 (8.90%) Business Intelligence Developer
6 26 (7.98%) SQL Developer
7 20 (6.13%) Business Intelligence Analyst
8 17 (5.21%) Senior Developer
9 16 (4.91%) Applications Support
9 16 (4.91%) Applications Support Analyst
9 16 (4.91%) C# Developer
9 16 (4.91%) DBA
9 16 (4.91%) Senior Analyst
9 16 (4.91%) Support Analyst
10 13 (3.99%) Senior Data Engineer
10 13 (3.99%) SQL DBA
11 12 (3.68%) Junior
12 11 (3.37%) Business Developer
13 10 (3.07%) Consultant
13 10 (3.07%) Software Developer
Libraries, Frameworks & Software Standards
1 39 (11.96%) HTML
2 29 (8.90%) CSS
3 21 (6.44%) Web Services
4 19 (5.83%) .NET
5 18 (5.52%) Node.js
6 14 (4.29%) JSON
6 14 (4.29%) XML
7 12 (3.68%) Kafka
7 12 (3.68%) SOAP
8 9 (2.76%) PySpark
8 9 (2.76%) Spring
8 9 (2.76%) Spring Boot
9 8 (2.45%) Apache NiFi
9 8 (2.45%) Hibernate
9 8 (2.45%) J2EE
9 8 (2.45%) Spring Cloud
9 8 (2.45%) WSDL
10 5 (1.53%) .NET Core
10 5 (1.53%) HTML5
10 5 (1.53%) REST
Miscellaneous
1 74 (22.70%) Analytical Skills
2 19 (5.83%) Management Information System
3 16 (4.91%) Data Structures
4 10 (3.07%) Reinsurance
5 8 (2.45%) Self-Motivation
6 6 (1.84%) Tandem
7 4 (1.23%) Acoustics
7 4 (1.23%) Clustering
7 4 (1.23%) Data Centre
7 4 (1.23%) Enterprise Software
7 4 (1.23%) Mobile App
8 3 (0.92%) Cyber Defence
8 3 (0.92%) Linux Command Line
9 2 (0.61%) Algorithms
9 2 (0.61%) Greenfield Project
9 2 (0.61%) Internet of Things
10 1 (0.31%) Cloud Native
10 1 (0.31%) Semantic Web
10 1 (0.31%) Social Network
10 1 (0.31%) User Experience
Operating Systems
1 13 (3.99%) Linux
2 9 (2.76%) Unix
3 3 (0.92%) Windows
3 3 (0.92%) Windows Server
4 2 (0.61%) Solaris
Processes & Methodologies
1 156 (47.85%) Business Intelligence
2 91 (27.91%) Data Modelling
3 87 (26.69%) Analytics
4 81 (24.85%) Agile Software Development
5 63 (19.33%) Visualisation
6 52 (15.95%) Data Integration
7 43 (13.19%) Data Extraction
8 42 (12.88%) Data Analytics
8 42 (12.88%) Problem-Solving
9 37 (11.35%) Data Analysis
10 35 (10.74%) DevOps
10 35 (10.74%) Migration
11 34 (10.43%) Data Visualisation
12 32 (9.82%) Data Management
13 29 (8.90%) Data Science
14 28 (8.59%) Business Analytics
15 25 (7.67%) Data Migration
16 24 (7.36%) Performance Tuning
17 23 (7.06%) CRM
17 23 (7.06%) Microservices
Programming Languages
1 231 (70.86%) SQL
2 78 (23.93%) Python
3 69 (21.17%) T-SQL
4 40 (12.27%) C#
5 37 (11.35%) JavaScript
6 27 (8.28%) Java
7 19 (5.83%) R
8 10 (3.07%) Data Analysis Expressions (DAX)
9 9 (2.76%) Scala
10 8 (2.45%) C
11 6 (1.84%) VBA
12 5 (1.53%) C++
12 5 (1.53%) PowerShell
12 5 (1.53%) Shell Script
13 4 (1.23%) IronPython
14 3 (0.92%) ABAP
14 3 (0.92%) PL/SQL
15 2 (0.61%) Bash Shell
15 2 (0.61%) PHP
16 1 (0.31%) TypeScript
Qualifications
1 51 (15.64%) Degree
2 21 (6.44%) Security Cleared
3 13 (3.99%) SC Cleared
4 9 (2.76%) ISTQB
5 6 (1.84%) DV Cleared
6 5 (1.53%) ISEB
7 4 (1.23%) Computer Science Degree
7 4 (1.23%) ISTQB Advanced Certification
8 1 (0.31%) Master's Degree
8 1 (0.31%) PhD
Quality Assurance & Compliance
1 35 (10.74%) Data Quality
2 17 (5.21%) QA
3 12 (3.68%) GAAP
4 5 (1.53%) GDPR
5 1 (0.31%) SLA
System Software
1 3 (0.92%) Docker
2 2 (0.61%) HDFS
Systems Management
1 5 (1.53%) HP Quality Center
2 3 (0.92%) Kubernetes
3 2 (0.61%) Kibana
3 2 (0.61%) logstash
4 1 (0.31%) Ansible
4 1 (0.31%) Oozie
4 1 (0.31%) Puppet
Vendors
1 67 (20.55%) Tableau
2 65 (19.94%) Microsoft
3 52 (15.95%) Oracle
4 37 (11.35%) Informatica
5 29 (8.90%) Alteryx
6 25 (7.67%) Teradata
7 21 (6.44%) Blue Prism
7 21 (6.44%) UiPath
8 20 (6.13%) Automation Anywhere
8 20 (6.13%) Cadence
9 14 (4.29%) SAP
10 10 (3.07%) Salesforce.com
11 8 (2.45%) Jitterbit
12 7 (2.15%) Databricks
12 7 (2.15%) Salesforce Marketing Cloud
12 7 (2.15%) Talend
13 5 (1.53%) Cognos
13 5 (1.53%) ESRI
13 5 (1.53%) HP
13 5 (1.53%) Remedy