Period
to 28 January 2022

The following table provides summary statistics for permanent job vacancies advertised in Manchester 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 28 January 2022 with a comparison to the same period in the previous 2 years.

Extract, Transform and Load (ETL)
North West > Manchester
6 months to
28 Jan 2022
Same period 2021 Same period 2020
Rank 103 86 90
Rank change year-on-year -17 +4 +96
Permanent jobs citing ETL 155 99 182
As % of all permanent jobs advertised in Manchester 2.78% 3.11% 3.27%
As % of the Processes & Methodologies category 2.94% 3.25% 3.46%
Number of salaries quoted 121 93 148
10th Percentile £41,250 £41,250 £36,250
25th Percentile £46,250 £45,000 £41,250
Median annual salary (50th Percentile) £56,700 £55,000 £55,000
Median % change year-on-year +3.09% - +22.22%
75th Percentile £74,875 £61,250 £65,000
90th Percentile £80,000 £74,500 £77,750
North West median annual salary £50,000 £50,500 £50,000
% change year-on-year -0.99% +1.00% +11.11%

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 Manchester with a requirement for process or methodology skills.

All Process and Methodology Skills
Manchester
Permanent vacancies with a requirement for process or methodology skills 5,280 3,047 5,256
As % of all permanent IT jobs advertised in Manchester 94.83% 95.79% 94.43%
Number of salaries quoted 3,899 2,701 4,272
10th Percentile £32,500 £32,500 £29,968
25th Percentile £41,250 £38,750 £36,250
Median annual salary (50th Percentile) £55,000 £50,500 £50,000
Median % change year-on-year +8.91% +1.00% +5.26%
75th Percentile £70,000 £63,750 £60,000
90th Percentile £85,000 £75,000 £72,312
North West median annual salary £52,500 £50,000 £45,000
% change year-on-year +5.00% +11.11% -

ETL
Job Vacancy Trend in Manchester

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

Job vacancy trend for ETL in Manchester

ETL
Salary Trend in Manchester

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

Salary trend for ETL in Manchester

ETL
Salary Histogram in Manchester

Salary distribution for jobs citing ETL in Manchester over the 6 months to 28 January 2022.

Salary histogram for ETL in Manchester

ETL
Job Locations in Manchester

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing ETL within the Manchester region over the 6 months to 28 January 2022. 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
Jobs
Altrincham +12 5 £50,000 +11.11%
ETL
North West

For the 6 months to 28 January 2022, 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 Manchester region with a requirement for ETL.

1 93 (60.00%) SQL
2 81 (52.26%) Data Warehouse
3 70 (45.16%) Azure
4 68 (43.87%) Business Intelligence
5 61 (39.35%) Agile Software Development
6 58 (37.42%) SQL Server
7 54 (34.84%) SQL Server Integration Services
8 49 (31.61%) AWS
8 49 (31.61%) Power BI
8 49 (31.61%) Power Platform
9 44 (28.39%) Analytics
10 43 (27.74%) Social Skills
11 41 (26.45%) Python
12 38 (24.52%) Data Modelling
12 38 (24.52%) Microsoft
13 37 (23.87%) DevOps
14 36 (23.23%) Data Engineering
15 35 (22.58%) Finance
16 33 (21.29%) SQL Server Reporting Services
17 31 (20.00%) T-SQL
18 30 (19.35%) Data Pipeline
19 29 (18.71%) GCP
20 27 (17.42%) Visualisation
21 25 (16.13%) Data Architecture
22 24 (15.48%) CI/CD
23 23 (14.84%) Data Integration
23 23 (14.84%) Oracle
24 21 (13.55%) Data Analysis
24 21 (13.55%) Data Management
25 20 (12.90%) Apache Spark

ETL
Co-occurring IT Skills in Manchester 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 (12.90%) Apache Spark
2 14 (9.03%) Apache
3 9 (5.81%) SAS
4 7 (4.52%) Apache Airflow
5 5 (3.23%) Elasticsearch
6 4 (2.58%) Confluence
6 4 (2.58%) IIS
7 2 (1.29%) SharePoint
8 1 (0.65%) BizTalk Server
Applications
1 10 (6.45%) Microsoft Excel
2 1 (0.65%) Microsoft PowerPoint
Business Applications
1 2 (1.29%) NetSuite
2 1 (0.65%) Dynamics CRM
Cloud Services
1 70 (45.16%) Azure
2 49 (31.61%) AWS
2 49 (31.61%) Power Platform
3 29 (18.71%) GCP
4 17 (10.97%) Azure Data Factory
5 7 (4.52%) Snowflake
6 6 (3.87%) Azure Synapse Analytics
6 6 (3.87%) SaaS
7 5 (3.23%) GitHub
8 4 (2.58%) Apigee
9 3 (1.94%) Dynamics 365
9 3 (1.94%) Google Data Studio
9 3 (1.94%) Power Automate
9 3 (1.94%) Serverless
10 2 (1.29%) Amazon EMR
10 2 (1.29%) AWS CloudFormation
10 2 (1.29%) Azure Cosmos DB
11 1 (0.65%) AWS Lambda
11 1 (0.65%) Google Analytics
11 1 (0.65%) Trello
Communications & Networking
1 7 (4.52%) Network Security
2 6 (3.87%) ATM
2 6 (3.87%) Internet
3 5 (3.23%) Firewall
4 4 (2.58%) HTTP
Database & Business Intelligence
1 81 (52.26%) Data Warehouse
2 58 (37.42%) SQL Server
3 54 (34.84%) SQL Server Integration Services
4 49 (31.61%) Power BI
5 33 (21.29%) SQL Server Reporting Services
6 20 (12.90%) Data Lake
7 18 (11.61%) Big Data
8 17 (10.97%) Hadoop
9 16 (10.32%) MySQL
9 16 (10.32%) NoSQL
9 16 (10.32%) SQL Server Analysis Services
10 13 (8.39%) Azure SQL Database
10 13 (8.39%) Tableau
11 11 (7.10%) Relational Database
12 9 (5.81%) OLAP
12 9 (5.81%) PostgreSQL
13 8 (5.16%) MongoDB
13 8 (5.16%) OLTP
13 8 (5.16%) RDBMS
13 8 (5.16%) SQL Server 2016
Development Applications
1 18 (11.61%) Git (software)
2 6 (3.87%) Jenkins
3 4 (2.58%) Artifactory
3 4 (2.58%) JIRA
3 4 (2.58%) TeamCity
3 4 (2.58%) Visual Studio
3 4 (2.58%) VSS/SourceSafe
4 3 (1.94%) Bitbucket
4 3 (1.94%) IBM UrbanCode
5 2 (1.29%) Spinnaker
5 2 (1.29%) SQL Server Management Studio (SSMS)
6 1 (0.65%) Maven
6 1 (0.65%) Octopus Deploy
6 1 (0.65%) Sonatype Nexus
6 1 (0.65%) Team Foundation Server
General
1 43 (27.74%) Social Skills
2 35 (22.58%) Finance
3 17 (10.97%) Inclusion and Diversity
4 14 (9.03%) Banking
4 14 (9.03%) Public Sector
5 12 (7.74%) Analytical Skills
5 12 (7.74%) Legal
6 10 (6.45%) Law
7 7 (4.52%) Organisational Skills
7 7 (4.52%) Retail
8 6 (3.87%) Influencing Skills
8 6 (3.87%) Telecoms
9 5 (3.23%) Advertising
10 3 (1.94%) Financial Institution
11 2 (1.29%) Automotive
11 2 (1.29%) Games
11 2 (1.29%) Presentation Skills
11 2 (1.29%) Publishing
12 1 (0.65%) Documentation Skills
12 1 (0.65%) Manufacturing
Job Titles
1 41 (26.45%) Data Engineer
2 40 (25.81%) Developer
3 31 (20.00%) Architect
4 15 (9.68%) Business Intelligence Developer
5 13 (8.39%) Data Architect
6 10 (6.45%) Lead Architect
6 10 (6.45%) SQL Developer
7 9 (5.81%) Analyst
7 9 (5.81%) Senior Developer
7 9 (5.81%) Technical Architect
7 9 (5.81%) Technical Leader
8 8 (5.16%) Report Developer
8 8 (5.16%) Solutions Architect
9 7 (4.52%) Azure Engineer
9 7 (4.52%) Data Analyst
9 7 (4.52%) DBA
10 4 (2.58%) Consultant
10 4 (2.58%) Junior Report Developer
10 4 (2.58%) Senior Business Intelligence Developer
10 4 (2.58%) Senior Data Engineer
Libraries, Frameworks & Software Standards
1 13 (8.39%) Kafka
2 8 (5.16%) JSON
3 7 (4.52%) Apache Beam
4 6 (3.87%) Middleware
4 6 (3.87%) React
5 4 (2.58%) AngularJS
5 4 (2.58%) Apache NiFi
5 4 (2.58%) Elastic Stack
5 4 (2.58%) MDX
5 4 (2.58%) ODBC
6 3 (1.94%) .NET
6 3 (1.94%) YAML
7 2 (1.29%) Apache Avro
7 2 (1.29%) Node.js
7 2 (1.29%) Protocol Buffers
7 2 (1.29%) PySpark
7 2 (1.29%) RESTful
7 2 (1.29%) ServiceStack
8 1 (0.65%) FastAPI
8 1 (0.65%) Pandas
Miscellaneous
1 12 (7.74%) Public Cloud
1 12 (7.74%) Self-Motivation
2 9 (5.81%) Blog
2 9 (5.81%) Cloud Native
3 8 (5.16%) Data Structures
4 7 (4.52%) Greenfield Project
4 7 (4.52%) User Experience
5 6 (3.87%) Data Protection Act
5 6 (3.87%) SWIFT
6 4 (2.58%) Hybrid Cloud
7 3 (1.94%) Mainframe
7 3 (1.94%) Management Information System
7 3 (1.94%) Online Gambling
8 2 (1.29%) Life Science
8 2 (1.29%) Online Banking
8 2 (1.29%) Renewable Energy
9 1 (0.65%) Data Centre
9 1 (0.65%) Enterprise Software
9 1 (0.65%) Legacy Systems
9 1 (0.65%) Online Games
Operating Systems
1 8 (5.16%) Linux
2 7 (4.52%) Unix
3 5 (3.23%) Windows
4 4 (2.58%) Solaris
4 4 (2.58%) VMS
5 1 (0.65%) Windows Server
Processes & Methodologies
1 68 (43.87%) Business Intelligence
2 61 (39.35%) Agile Software Development
3 44 (28.39%) Analytics
4 38 (24.52%) Data Modelling
5 37 (23.87%) DevOps
6 36 (23.23%) Data Engineering
7 30 (19.35%) Data Pipeline
8 27 (17.42%) Visualisation
9 25 (16.13%) Data Architecture
10 24 (15.48%) CI/CD
11 23 (14.84%) Data Integration
12 21 (13.55%) Data Analysis
12 21 (13.55%) Data Management
13 20 (12.90%) Mentoring
14 17 (10.97%) Data Science
14 17 (10.97%) Migration
15 15 (9.68%) Microservices
15 15 (9.68%) Project Delivery
16 14 (9.03%) Data Governance
16 14 (9.03%) Technical Leadership
Programming Languages
1 93 (60.00%) SQL
2 41 (26.45%) Python
3 31 (20.00%) T-SQL
4 12 (7.74%) Java
4 12 (7.74%) PowerShell
5 10 (6.45%) R
6 9 (5.81%) PL/SQL
7 8 (5.16%) Data Analysis Expressions (DAX)
8 5 (3.23%) C#
8 5 (3.23%) JavaScript
9 4 (2.58%) Scala
10 2 (1.29%) Shell Script
11 1 (0.65%) Apex Code
11 1 (0.65%) Bash
11 1 (0.65%) Go
11 1 (0.65%) PHP
11 1 (0.65%) TypeScript
Qualifications
1 12 (7.74%) Security Cleared
2 11 (7.10%) SC Cleared
3 10 (6.45%) Degree
4 7 (4.52%) Computer Science Degree
5 3 (1.94%) Numerate Degree
6 1 (0.65%) CTC Cleared
6 1 (0.65%) DBS Check
6 1 (0.65%) TOGAF Certification
Quality Assurance & Compliance
1 18 (11.61%) QA
2 12 (7.74%) Data Quality
3 6 (3.87%) GDPR
4 5 (3.23%) Accessibility
5 1 (0.65%) COBIT
System Software
1 18 (11.61%) Docker
2 3 (1.94%) VMware Infrastructure
Systems Management
1 13 (8.39%) Kubernetes
2 4 (2.58%) Grafana
2 4 (2.58%) Istio
2 4 (2.58%) Prometheus
3 3 (1.94%) Ansible
3 3 (1.94%) Terraform
4 2 (1.29%) Control-M
Vendors
1 38 (24.52%) Microsoft
2 23 (14.84%) Oracle
3 15 (9.68%) Google
4 13 (8.39%) Databricks
5 8 (5.16%) RedGate
6 7 (4.52%) Informatica
6 7 (4.52%) Teradata
7 4 (2.58%) Alteryx
8 3 (1.94%) Ab Initio
8 3 (1.94%) Citrix
8 3 (1.94%) IBM
8 3 (1.94%) Talend
8 3 (1.94%) VMware
9 2 (1.29%) Cloudera
9 2 (1.29%) Hortonworks
9 2 (1.29%) JD Edwards
9 2 (1.29%) Salesforce.com
10 1 (0.65%) Adobe
10 1 (0.65%) Atlassian
10 1 (0.65%) Tealium