Job Vacancy Trend Salary Trend Salary Histogram Job Locations Skill Sets
Period
to 4 December 2021

The following table provides summary statistics for permanent job vacancies advertised in Manchester with a requirement for Data Warehouse skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Warehouse over the 6 months to 4 December 2021 with a comparison to the same period in the previous 2 years.

Data Warehousing
North West > Manchester
6 months to
4 Dec 2021		 Same period 2020 Same period 2019
Rank 99 64 74
Rank change year-on-year -35 +10 +78
Permanent jobs citing Data Warehouse 177 127 236
As % of all permanent jobs advertised in Manchester 3.10% 4.44% 3.72%
As % of the Database & Business Intelligence category 13.04% 14.32% 13.83%
Number of salaries quoted 144 111 204
10th Percentile £37,950 £42,500 £32,500
25th Percentile £45,938 £46,875 £37,000
Median annual salary (50th Percentile) £60,000 £55,000 £52,000
Median % change year-on-year +9.09% +5.77% +15.56%
75th Percentile £73,750 £62,500 £65,000
90th Percentile £84,000 £75,000 £75,000
North West median annual salary £50,000 £52,500 £47,500
% change year-on-year -4.76% +10.53% +5.56%

Data Warehouse is in the Databases and Business Intelligence 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 database or business intelligence skills.

All Database and Business Intelligence Skills
Manchester
Permanent vacancies with a requirement for database or business intelligence skills 1,357 887 1,707
As % of all permanent IT jobs advertised in Manchester 23.79% 30.99% 26.90%
Number of salaries quoted 1,026 797 1,388
10th Percentile £36,250 £33,750 £31,089
25th Percentile £42,500 £42,500 £36,250
Median annual salary (50th Percentile) £55,000 £50,000 £47,500
Median % change year-on-year +10.00% +5.26% +0.53%
75th Percentile £67,500 £62,500 £60,000
90th Percentile £78,750 £72,500 £70,000
North West median annual salary £50,000 £49,000 £45,000
% change year-on-year +2.04% +8.89% -

Data Warehouse
Job Vacancy Trend in Manchester

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

Job vacancy trend for Data Warehouse in Manchester

Data Warehouse
Salary Trend in Manchester

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

Salary trend for Data Warehouse in Manchester

Data Warehouse
Salary Histogram in Manchester

Salary distribution for jobs citing Data Warehouse in Manchester over the 6 months to 4 December 2021.

Salary histogram for Data Warehouse in Manchester

Data Warehouse
Job Locations in Manchester

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Warehouse within the Manchester region over the 6 months to 4 December 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
Stockport +5 12 £56,250 +2.27%
Altrincham -1 3 £45,000 +7.14%
Wigan - 1 £36,000 -
Data Warehouse
North West

For the 6 months to 4 December 2021, IT jobs citing Data Warehouse 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 Data Warehouse.

1 105 (59.32%) Business Intelligence
2 98 (55.37%) SQL
3 84 (47.46%) Azure
4 76 (42.94%) Microsoft
5 71 (40.11%) ETL
6 66 (37.29%) Power Platform
7 65 (36.72%) Agile Software Development
8 63 (35.59%) Analytics
9 62 (35.03%) Power BI
10 52 (29.38%) SQL Server
10 52 (29.38%) SQL Server Integration Services
11 45 (25.42%) Social Skills
12 40 (22.60%) DevOps
12 40 (22.60%) Finance
12 40 (22.60%) AWS
13 38 (21.47%) Data Modelling
14 37 (20.90%) SQL Server Reporting Services
15 35 (19.77%) Analytical Skills
16 32 (18.08%) Data Lake
16 32 (18.08%) Python
17 31 (17.51%) Data Management
18 30 (16.95%) Data Architecture
19 29 (16.38%) Migration
20 28 (15.82%) T-SQL
21 24 (13.56%) Law
21 24 (13.56%) Azure Data Factory
22 23 (12.99%) SDLC
23 22 (12.43%) Relational Database
23 22 (12.43%) Azure SQL Data Warehouse
24 21 (11.86%) Problem-Solving

Data Warehouse
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 6 (3.39%) Apache Spark
1 6 (3.39%) SAS
2 3 (1.69%) SharePoint
3 2 (1.13%) Apache
3 2 (1.13%) Apache Airflow
3 2 (1.13%) IIS
3 2 (1.13%) Oracle Workflow
4 1 (0.56%) CMS
4 1 (0.56%) Confluence
4 1 (0.56%) Elasticsearch
Applications
1 5 (2.82%) Microsoft Excel
2 2 (1.13%) Chatbot
2 2 (1.13%) Microsoft PowerPoint
3 1 (0.56%) Microsoft Office
Business Applications
1 8 (4.52%) Dynamics CRM
2 5 (2.82%) Dynamics AX
Cloud Services
1 84 (47.46%) Azure
2 66 (37.29%) Power Platform
3 40 (22.60%) AWS
4 24 (13.56%) Azure Data Factory
5 21 (11.86%) Azure Synapse Analytics
6 14 (7.91%) Dynamics 365
7 12 (6.78%) Azure Logic Apps
8 10 (5.65%) Power Automate
8 10 (5.65%) SaaS
9 9 (5.08%) AWS CloudFormation
9 9 (5.08%) GCP
9 9 (5.08%) Microsoft 365
10 8 (4.52%) Azure Key Vault
11 7 (3.95%) Fivetran
12 6 (3.39%) PaaS
13 4 (2.26%) Snowflake
14 3 (1.69%) Azure Stack
14 3 (1.69%) GitHub
15 2 (1.13%) Amazon S3
16 1 (0.56%) Azure Machine Learning
Communications & Networking
1 3 (1.69%) ATM
2 2 (1.13%) Firewall
2 2 (1.13%) HTTP
3 1 (0.56%) Internet
3 1 (0.56%) Network Security
3 1 (0.56%) Software-Defined Networking
Database & Business Intelligence
1 62 (35.03%) Power BI
2 52 (29.38%) SQL Server
2 52 (29.38%) SQL Server Integration Services
3 37 (20.90%) SQL Server Reporting Services
4 32 (18.08%) Data Lake
5 22 (12.43%) Azure SQL Data Warehouse
5 22 (12.43%) Relational Database
6 20 (11.30%) SQL Server Analysis Services
7 17 (9.60%) Azure SQL Database
8 15 (8.47%) MySQL
9 14 (7.91%) Tableau
10 12 (6.78%) Enterprise Data Warehouse
10 12 (6.78%) Power Query
11 10 (5.65%) OLAP
11 10 (5.65%) RDBMS
11 10 (5.65%) SQL Server 2016
12 9 (5.08%) Microsoft Analysis Services
13 8 (4.52%) Big Data
13 8 (4.52%) Oracle OLAP
14 7 (3.95%) PostgreSQL
Development Applications
1 14 (7.91%) Git (software)
2 9 (5.08%) Visual Studio
3 4 (2.26%) VSS/SourceSafe
4 3 (1.69%) Artifactory
4 3 (1.69%) Bitbucket
4 3 (1.69%) TeamCity
5 1 (0.56%) Axure RP
5 1 (0.56%) Jenkins
5 1 (0.56%) JIRA
5 1 (0.56%) Spinnaker
General
1 45 (25.42%) Social Skills
2 40 (22.60%) Finance
3 35 (19.77%) Analytical Skills
4 24 (13.56%) Law
5 11 (6.21%) Marketing
5 11 (6.21%) Public Sector
6 7 (3.95%) Inclusion and Diversity
7 5 (2.82%) Advertising
7 5 (2.82%) Influencing Skills
8 4 (2.26%) Banking
9 3 (1.69%) Legal
9 3 (1.69%) Publishing
10 2 (1.13%) Automotive
10 2 (1.13%) Multimedia
11 1 (0.56%) French Language
11 1 (0.56%) Local Government
11 1 (0.56%) Organisational Skills
11 1 (0.56%) Retail
11 1 (0.56%) Telecoms
Job Titles
1 48 (27.12%) Developer
2 36 (20.34%) Data Engineer
3 30 (16.95%) Architect
4 25 (14.12%) Data Architect
5 20 (11.30%) Business Intelligence Developer
6 15 (8.47%) IT Manager
6 15 (8.47%) Project Manager
7 13 (7.34%) Analyst
7 13 (7.34%) SQL Developer
8 12 (6.78%) IT Project Manager
9 11 (6.21%) AWS Architect
9 11 (6.21%) Azure Architect
10 8 (4.52%) Consultant
11 7 (3.95%) Site Reliability Engineer
12 6 (3.39%) Data Integration Engineer
12 6 (3.39%) Integration Engineer
12 6 (3.39%) Senior Developer
13 5 (2.82%) Solutions Architect
14 4 (2.26%) Business Developer
14 4 (2.26%) Junior
Libraries, Frameworks & Software Standards
1 12 (6.78%) .NET
2 8 (4.52%) YAML
3 6 (3.39%) MDX
4 4 (2.26%) Elastic Stack
4 4 (2.26%) PySpark
4 4 (2.26%) Web Services
5 3 (1.69%) Middleware
5 3 (1.69%) XML
6 2 (1.13%) D3.js
6 2 (1.13%) Highcharts JS
6 2 (1.13%) Kafka
6 2 (1.13%) ODBC
6 2 (1.13%) RESTful
7 1 (0.56%) CSS
7 1 (0.56%) HTML
7 1 (0.56%) Ruby on Rails
Miscellaneous
1 11 (6.21%) Data Structures
2 9 (5.08%) Algorithms
3 7 (3.95%) Self-Motivation
4 6 (3.39%) Greenfield Project
5 5 (2.82%) Data Protection Act
5 5 (2.82%) User Experience
6 4 (2.26%) Management Information System
6 4 (2.26%) Mobile App
6 4 (2.26%) NHS
6 4 (2.26%) Renewable Energy
7 3 (1.69%) Life Science
7 3 (1.69%) SWIFT
8 2 (1.13%) Housing Association
8 2 (1.13%) Legacy Systems
8 2 (1.13%) N-Tier
9 1 (0.56%) Analytical Mindset
9 1 (0.56%) CCTV
9 1 (0.56%) Cloud Native
9 1 (0.56%) Hybrid Cloud
9 1 (0.56%) Internet of Things
Operating Systems
1 6 (3.39%) Unix
2 4 (2.26%) Linux
3 3 (1.69%) Windows
4 2 (1.13%) Solaris
4 2 (1.13%) VMS
5 1 (0.56%) Android
5 1 (0.56%) Apple iOS
5 1 (0.56%) Windows 10
Processes & Methodologies
1 105 (59.32%) Business Intelligence
2 71 (40.11%) ETL
3 65 (36.72%) Agile Software Development
4 63 (35.59%) Analytics
5 40 (22.60%) DevOps
6 38 (21.47%) Data Modelling
7 31 (17.51%) Data Management
8 30 (16.95%) Data Architecture
9 29 (16.38%) Migration
10 23 (12.99%) SDLC
11 21 (11.86%) Dimensional Modelling
11 21 (11.86%) Machine Learning
11 21 (11.86%) Problem-Solving
12 20 (11.30%) Visualisation
13 19 (10.73%) Data Migration
13 19 (10.73%) Data Pipeline
13 19 (10.73%) Project Delivery
13 19 (10.73%) Scrum
14 18 (10.17%) Data Strategy
14 18 (10.17%) Data Transformation
Programming Languages
1 98 (55.37%) SQL
2 32 (18.08%) Python
3 28 (15.82%) T-SQL
4 15 (8.47%) PowerShell
5 10 (5.65%) Data Analysis Expressions (DAX)
5 10 (5.65%) Java
6 8 (4.52%) Go
6 8 (4.52%) R
6 8 (4.52%) Ruby
7 5 (2.82%) C#
7 5 (2.82%) PL/SQL
7 5 (2.82%) X++
8 4 (2.26%) JavaScript
8 4 (2.26%) Scala
9 3 (1.69%) Shell Script
Qualifications
1 5 (2.82%) Microsoft Certification
2 4 (2.26%) TOGAF Certification
3 3 (1.69%) Computer Science Degree
3 3 (1.69%) Degree
4 2 (1.13%) SC Cleared
4 2 (1.13%) Security Cleared
5 1 (0.56%) PhD
Quality Assurance & Compliance
1 13 (7.34%) PMO
2 12 (6.78%) Data Quality
3 7 (3.95%) SLA
4 4 (2.26%) GDPR
4 4 (2.26%) QA
System Software
1 6 (3.39%) Docker
2 3 (1.69%) VMware Infrastructure
Systems Management
1 9 (5.08%) Terraform
2 4 (2.26%) Grafana
2 4 (2.26%) Prometheus
3 3 (1.69%) Kubernetes
4 2 (1.13%) Ansible
4 2 (1.13%) Control-M
Vendors
1 76 (42.94%) Microsoft
2 14 (7.91%) Oracle
3 12 (6.78%) Adobe
3 12 (6.78%) Apple
4 8 (4.52%) Alteryx
5 6 (3.39%) Databricks
5 6 (3.39%) Salesforce.com
6 5 (2.82%) Informatica
7 4 (2.26%) Google
7 4 (2.26%) New Relic
7 4 (2.26%) Talend
8 3 (1.69%) Citrix
8 3 (1.69%) Cognos
8 3 (1.69%) Teradata
8 3 (1.69%) VMware
9 1 (0.56%) Ab Initio
9 1 (0.56%) Cloudera
9 1 (0.56%) dotdigital
9 1 (0.56%) Hortonworks
9 1 (0.56%) IBM