Period
to 27 October 2021

The following table provides summary statistics for permanent job vacancies advertised in the East of England 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 27 October 2021 with a comparison to the same period in the previous 2 years.

Extract, Transform and Load (ETL)
England > East of England
6 months to
27 Oct 2021
Same period 2020 Same period 2019
Rank 99 83 90
Rank change year-on-year -16 +7 +53
Permanent jobs citing ETL 146 49 214
As % of all permanent jobs advertised in the East of England 2.62% 2.70% 3.15%
As % of the Processes & Methodologies category 2.88% 2.99% 3.46%
Number of salaries quoted 89 26 177
10th Percentile £41,250 £40,625 £34,500
25th Percentile £43,000 £45,000 £41,250
Median annual salary (50th Percentile) £55,000 £52,500 £50,000
Median % change year-on-year +4.76% +5.00% -
75th Percentile £78,750 £66,875 £65,000
90th Percentile £87,500 £80,000 £92,500
England median annual salary £60,000 £55,000 £55,000
% change year-on-year +9.09% - -

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 East of England with a requirement for process or methodology skills.

All Process and Methodology Skills
East of England
Permanent vacancies with a requirement for process or methodology skills 5,077 1,641 6,192
As % of all permanent IT jobs advertised in the East of England 91.25% 90.26% 91.10%
Number of salaries quoted 2,685 1,334 4,516
10th Percentile £27,500 £30,000 £27,250
25th Percentile £35,000 £38,750 £36,250
Median annual salary (50th Percentile) £50,000 £50,000 £50,000
75th Percentile £62,500 £65,000 £61,250
90th Percentile £75,000 £82,500 £74,250
England median annual salary £59,500 £55,000 £52,500
% change year-on-year +8.18% +4.76% -

ETL
Job Vacancy Trend in the East of England

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

Job vacancy trend for ETL in the East of England

ETL
Salary Trend in the East of England

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

Salary trend for ETL in the East of England

ETL
Salary Histogram in the East of England

Salary distribution for jobs citing ETL in the East of England over the 6 months to 27 October 2021.

Salary histogram for ETL in the East of England

ETL
Job Locations in the East of England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing ETL within the East of England region over the 6 months to 27 October 2021. 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
Cambridgeshire -11 73 £72,500 +3.57% 6
Hertfordshire -44 51 £50,000 -23.08% 10
Essex - 14 £55,000 - 3
Norfolk -25 4 £42,000 -20.00% 2
Bedfordshire -30 4 £60,000 +33.33% 1
ETL
England

For the 6 months to 27 October 2021, 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 East of England region with a requirement for ETL.

1 102 (69.86%) Data Warehouse
2 93 (63.70%) SQL
3 83 (56.85%) Business Intelligence
4 70 (47.95%) Analytics
5 57 (39.04%) AWS
6 56 (38.36%) Python
7 54 (36.99%) Azure
8 53 (36.30%) Power BI
8 53 (36.30%) Power Platform
9 47 (32.19%) Data Lake
10 45 (30.82%) Social Skills
10 45 (30.82%) Big Data
11 40 (27.40%) Agile Software Development
11 40 (27.40%) SQL Server
12 39 (26.71%) Data Modelling
13 38 (26.03%) Data Science
13 38 (26.03%) Data Engineering
14 34 (23.29%) Git (software)
14 34 (23.29%) Visualisation
14 34 (23.29%) SQL Server Integration Services
15 33 (22.60%) Amazon Redshift
16 31 (21.23%) Microsoft
16 31 (21.23%) Oracle
17 30 (20.55%) Life Science
18 29 (19.86%) Tableau
18 29 (19.86%) SQL Server Reporting Services
18 29 (19.86%) Data Pipeline
19 28 (19.18%) Talend
20 23 (15.75%) Oracle ODI
20 23 (15.75%) Analytical Skills

ETL
Co-occurring IT Skills in the East of England 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 15 (10.27%) Apache Spark
2 13 (8.90%) Apache Airflow
3 2 (1.37%) NServiceBus
4 1 (0.68%) Apache
4 1 (0.68%) BizTalk Server
4 1 (0.68%) Confluence
4 1 (0.68%) OpenStack
4 1 (0.68%) Oracle SOA Suite
4 1 (0.68%) SAS
4 1 (0.68%) WebSphere
Applications
1 6 (4.11%) Microsoft Excel
1 6 (4.11%) Microsoft Office
Business Applications
1 2 (1.37%) Dynamics CRM
2 1 (0.68%) Remedy ITSM
Cloud Services
1 57 (39.04%) AWS
2 54 (36.99%) Azure
3 53 (36.30%) Power Platform
4 19 (13.01%) Azure Data Factory
5 18 (12.33%) GCP
6 17 (11.64%) Snowflake
7 11 (7.53%) Amazon EMR
8 8 (5.48%) Amazon CloudWatch
8 8 (5.48%) Amazon S3
8 8 (5.48%) Amazon SQS
8 8 (5.48%) Dynamics 365
8 8 (5.48%) Microsoft 365
8 8 (5.48%) PowerApps
9 6 (4.11%) Azure Sentinel
9 6 (4.11%) Azure Synapse Analytics
10 4 (2.74%) Amazon Kinesis
10 4 (2.74%) Serverless
11 3 (2.05%) Amazon EKS
11 3 (2.05%) AWS CloudFormation
11 3 (2.05%) AWS CloudTrail
Communications & Networking
1 3 (2.05%) Cisco IPT
2 2 (1.37%) Firewall
3 1 (0.68%) DNS
3 1 (0.68%) VPN
Database & Business Intelligence
1 102 (69.86%) Data Warehouse
2 53 (36.30%) Power BI
3 47 (32.19%) Data Lake
4 45 (30.82%) Big Data
5 40 (27.40%) SQL Server
6 34 (23.29%) SQL Server Integration Services
7 33 (22.60%) Amazon Redshift
8 29 (19.86%) SQL Server Reporting Services
8 29 (19.86%) Tableau
9 23 (15.75%) Oracle ODI
10 22 (15.07%) Star Schema
11 21 (14.38%) MySQL
12 19 (13.01%) Apache Hive
13 14 (9.59%) BusinessObjects
13 14 (9.59%) Metadata
14 13 (8.90%) Enterprise Data Warehouse
14 13 (8.90%) Relational Database
14 13 (8.90%) SQL Server Analysis Services
15 12 (8.22%) PostgreSQL
16 9 (6.16%) NoSQL
Development Applications
1 34 (23.29%) Git (software)
2 14 (9.59%) Oracle APEX
3 6 (4.11%) Jenkins
4 5 (3.42%) Sonatype Nexus
5 2 (1.37%) kappa
6 1 (0.68%) ERwin
6 1 (0.68%) JIRA
6 1 (0.68%) JUnit
6 1 (0.68%) Maven
6 1 (0.68%) REST Assured
6 1 (0.68%) Selenium
6 1 (0.68%) SoapUI
6 1 (0.68%) SQL Server Management Studio (SSMS)
6 1 (0.68%) Subversion
6 1 (0.68%) Team Foundation Server
6 1 (0.68%) TestNG
6 1 (0.68%) Toad
6 1 (0.68%) Visual Studio
General
1 45 (30.82%) Social Skills
2 23 (15.75%) Analytical Skills
3 15 (10.27%) Pharmaceutical
4 11 (7.53%) Finance
5 10 (6.85%) Presentation Skills
6 8 (5.48%) Law
7 5 (3.42%) Games
7 5 (3.42%) Manufacturing
8 3 (2.05%) Electronics
8 3 (2.05%) Inclusion and Diversity
8 3 (2.05%) Publishing
8 3 (2.05%) Retail
9 2 (1.37%) Advertising
9 2 (1.37%) Legal
9 2 (1.37%) Telecoms
10 1 (0.68%) Back Office
10 1 (0.68%) French Language
10 1 (0.68%) German Language
10 1 (0.68%) Influencing Skills
10 1 (0.68%) Organisational Skills
Job Titles
1 49 (33.56%) Data Engineer
2 45 (30.82%) Developer
3 26 (17.81%) Business Intelligence Developer
4 21 (14.38%) Analyst
5 13 (8.90%) ETL Developer
6 11 (7.53%) Power BI Developer
7 9 (6.16%) Business Analyst
8 8 (5.48%) Data Analyst
8 8 (5.48%) Python Engineer
8 8 (5.48%) SAP BusinessObjects (BO) Developer
8 8 (5.48%) SSRS Developer
9 7 (4.79%) Lead Business Analyst
9 7 (4.79%) Report Developer
9 7 (4.79%) Security Engineer
10 6 (4.11%) Business Developer
10 6 (4.11%) Senior Analyst
11 4 (2.74%) Cloud Engineer
11 4 (2.74%) Senior Data Engineer
11 4 (2.74%) SQL Developer
11 4 (2.74%) Talend Developer
Libraries, Frameworks & Software Standards
1 16 (10.96%) Kafka
2 11 (7.53%) .NET
3 9 (6.16%) Web Services
4 7 (4.79%) REST
4 7 (4.79%) SOAP
5 5 (3.42%) Elastic Stack
6 4 (2.74%) ASP.NET Web API
7 3 (2.05%) Apache Camel
7 3 (2.05%) ARM Templates
7 3 (2.05%) Oracle Fusion
7 3 (2.05%) XML
8 2 (1.37%) .NET Core
8 2 (1.37%) ADSI
8 2 (1.37%) ASP.NET
8 2 (1.37%) GraphQL
8 2 (1.37%) Node.js
8 2 (1.37%) WCF
8 2 (1.37%) WSDL
9 1 (0.68%) React
9 1 (0.68%) Spring Boot
Miscellaneous
1 30 (20.55%) Life Science
2 16 (10.96%) Legacy Systems
3 12 (8.22%) Data Structures
3 12 (8.22%) Greenfield Project
4 10 (6.85%) Management Information System
5 7 (4.79%) Media Streaming
5 7 (4.79%) Reference Data
5 7 (4.79%) Social Media
6 3 (2.05%) Housing Association
7 2 (1.37%) Self-Motivation
7 2 (1.37%) User Experience
8 1 (0.68%) Algorithms
8 1 (0.68%) BYOD
8 1 (0.68%) Enterprise Software
8 1 (0.68%) Hedge funds
8 1 (0.68%) NHS
8 1 (0.68%) Private Cloud
8 1 (0.68%) Virtual Team
Operating Systems
1 2 (1.37%) Apple iOS
1 2 (1.37%) Unix
1 2 (1.37%) VMS
1 2 (1.37%) Windows
2 1 (0.68%) Android
2 1 (0.68%) Linux
Processes & Methodologies
1 83 (56.85%) Business Intelligence
2 70 (47.95%) Analytics
3 40 (27.40%) Agile Software Development
4 39 (26.71%) Data Modelling
5 38 (26.03%) Data Engineering
5 38 (26.03%) Data Science
6 34 (23.29%) Visualisation
7 29 (19.86%) Data Pipeline
8 22 (15.07%) Infrastructure Engineering
9 21 (14.38%) DevOps
10 20 (13.70%) Data Analysis
10 20 (13.70%) Data Analytics
11 19 (13.01%) Data Architecture
11 19 (13.01%) Migration
12 18 (12.33%) Data Migration
13 17 (11.64%) Data Management
14 16 (10.96%) Requirements Gathering
15 15 (10.27%) ETL Development
16 14 (9.59%) ERP
17 12 (8.22%) Scrum
Programming Languages
1 93 (63.70%) SQL
2 56 (38.36%) Python
3 19 (13.01%) Java
4 18 (12.33%) T-SQL
5 15 (10.27%) C#
6 11 (7.53%) PowerShell
7 5 (3.42%) Groovy
7 5 (3.42%) Scala
8 4 (2.74%) R
9 3 (2.05%) Bash Shell
9 3 (2.05%) Data Analysis Expressions (DAX)
9 3 (2.05%) VBA
10 2 (1.37%) C
10 2 (1.37%) Go
10 2 (1.37%) JavaScript
10 2 (1.37%) SOQL
10 2 (1.37%) TypeScript
11 1 (0.68%) C++
11 1 (0.68%) PL/SQL
11 1 (0.68%) VB
Qualifications
1 10 (6.85%) Degree
2 4 (2.74%) Cisco Certification
3 3 (2.05%) (ISC)2 CCSP
3 3 (2.05%) AWS Certification
3 3 (2.05%) CISSP
3 3 (2.05%) ISEB
3 3 (2.05%) ITIL Certification
3 3 (2.05%) MBCS
4 2 (1.37%) CCSP
5 1 (0.68%) CCNA
5 1 (0.68%) Computer Science Degree
5 1 (0.68%) Numerate Degree
5 1 (0.68%) SC Cleared
5 1 (0.68%) Security Cleared
Quality Assurance & Compliance
1 14 (9.59%) Data Quality
2 9 (6.16%) GxP
System Software
1 1 (0.68%) Active Directory
Systems Management
1 1 (0.68%) Hadoop YARN
1 1 (0.68%) Microsoft Intune
1 1 (0.68%) Puppet
1 1 (0.68%) Terraform
1 1 (0.68%) WMI
Vendors
1 31 (21.23%) Microsoft
1 31 (21.23%) Oracle
2 28 (19.18%) Talend
3 10 (6.85%) Databricks
4 9 (6.16%) Informatica
4 9 (6.16%) MuleSoft
5 7 (4.79%) Facebook
5 7 (4.79%) SAP
6 5 (3.42%) Alibaba
6 5 (3.42%) MicroStrategy
6 5 (3.42%) Splunk
7 4 (2.74%) Palantir
8 3 (2.05%) ServiceNow
9 2 (1.37%) hybris
9 2 (1.37%) Salesforce.com
10 1 (0.68%) Google
10 1 (0.68%) IBM
10 1 (0.68%) Remedy
10 1 (0.68%) TIBCO
10 1 (0.68%) webMethods