Job Vacancy Trend Salary Trend Salary Histogram Job Locations Skill Sets
Period
to 16 April 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 16 April 2021 with a comparison to the same period in the previous 2 years.

Data Warehousing
North West > Manchester
6 months to
16 Apr 2021		 Same period 2020 Same period 2019
Rank 68 96 125
Rank change year-on-year +28 +29 +1
Permanent jobs citing Data Warehouse 154 144 159
As % of all permanent jobs advertised in Manchester 4.14% 2.98% 2.55%
As % of the Database & Business Intelligence category 15.20% 10.63% 8.16%
Number of salaries quoted 138 122 130
10th Percentile £34,625 £37,550 £33,750
25th Percentile £47,625 £44,063 £37,500
Median annual salary (50th Percentile) £57,500 £55,000 £47,500
Median % change year-on-year +4.55% +15.79% -
75th Percentile £75,000 £76,250 £52,500
90th Percentile £82,500 £82,375 £62,500
North West median annual salary £55,000 £50,000 £45,000
% change year-on-year +10.00% +11.11% -

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 1,013 1,355 1,949
As % of all permanent IT jobs advertised in Manchester 27.22% 28.02% 31.28%
Number of salaries quoted 910 1,092 1,628
10th Percentile £32,500 £32,500 £31,250
25th Percentile £40,000 £37,500 £35,375
Median annual salary (50th Percentile) £50,000 £50,000 £45,000
Median % change year-on-year - +11.11% +5.88%
75th Percentile £62,500 £60,161 £60,000
90th Percentile £73,750 £72,500 £75,000
North West median annual salary £47,500 £45,000 £45,000
% change year-on-year +5.56% - +5.88%

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 16 April 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 16 April 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 +15 6 £45,000 +12.50% 1
Salford +16 1 £40,000 -16.67%
Oldham +2 1 £52,500 -4.55%
Bolton -5 1 £37,500 +3.45%
Data Warehouse
North West

For the 6 months to 16 April 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.

1 106 (68.83%) SQL
2 104 (67.53%) Business Intelligence
3 85 (55.19%) ETL
4 75 (48.70%) Azure
5 73 (47.40%) Power BI
5 73 (47.40%) Power Platform
6 68 (44.16%) SQL Server
7 67 (43.51%) SQL Server Reporting Services
8 66 (42.86%) AWS
9 62 (40.26%) Agile Software Development
10 60 (38.96%) SQL Server Integration Services
10 60 (38.96%) Python
11 50 (32.47%) Analytics
12 44 (28.57%) Data Modelling
13 43 (27.92%) Data Lake
14 37 (24.03%) Visualisation
15 36 (23.38%) Amazon Redshift
16 34 (22.08%) Machine Learning
17 33 (21.43%) SQL Server Analysis Services
18 31 (20.13%) Microsoft
18 31 (20.13%) Data Science
19 26 (16.88%) T-SQL
19 26 (16.88%) Azure SQL Database
20 24 (15.58%) Snowflake Schema
20 24 (15.58%) Azure SQL Data Warehouse
21 22 (14.29%) Problem-Solving
21 22 (14.29%) Migration
22 21 (13.64%) Microsoft Excel
22 21 (13.64%) Data Quality
23 20 (12.99%) DevOps

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 19 (12.34%) Apache Spark
2 11 (7.14%) Apache
3 5 (3.25%) Apache Synapse
4 4 (2.60%) Oracle Workflow
5 3 (1.95%) SharePoint
6 2 (1.30%) Elasticsearch
6 2 (1.30%) SAS
7 1 (0.65%) Mule
7 1 (0.65%) Mule ESB
Applications
1 21 (13.64%) Microsoft Excel
Cloud Services
1 75 (48.70%) Azure
2 73 (47.40%) Power Platform
3 66 (42.86%) AWS
4 20 (12.99%) Azure Data Factory
5 15 (9.74%) Matillion
6 13 (8.44%) Amazon Kinesis
7 11 (7.14%) AWS Lambda
7 11 (7.14%) Serverless
8 9 (5.84%) GCP
9 7 (4.55%) Amazon S3
9 7 (4.55%) Amazon SageMaker
10 2 (1.30%) Amazon EMR
10 2 (1.30%) AWS CloudFormation
10 2 (1.30%) Azure Stack
10 2 (1.30%) Cloud Computing
10 2 (1.30%) GitHub
10 2 (1.30%) Google Data Studio
10 2 (1.30%) Google Workspace
10 2 (1.30%) Microsoft 365
10 2 (1.30%) PowerApps
Database & Business Intelligence
1 73 (47.40%) Power BI
2 68 (44.16%) SQL Server
3 67 (43.51%) SQL Server Reporting Services
4 60 (38.96%) SQL Server Integration Services
5 43 (27.92%) Data Lake
6 36 (23.38%) Amazon Redshift
7 33 (21.43%) SQL Server Analysis Services
8 26 (16.88%) Azure SQL Database
9 24 (15.58%) Azure SQL Data Warehouse
9 24 (15.58%) Snowflake Schema
10 18 (11.69%) Amazon Athena
11 16 (10.39%) BusinessObjects
11 16 (10.39%) NoSQL
12 12 (7.79%) Hadoop
12 12 (7.79%) Relational Database
13 10 (6.49%) Microsoft Analysis Services
14 9 (5.84%) Big Data
14 9 (5.84%) Tableau
15 8 (5.19%) Data Mining
15 8 (5.19%) Enterprise Data Warehouse
Development Applications
1 9 (5.84%) Git (software)
2 8 (5.19%) TeamCity
3 6 (3.90%) Octopus Deploy
4 4 (2.60%) Jenkins
5 2 (1.30%) Spinnaker
6 1 (0.65%) JIRA
6 1 (0.65%) Visual Studio
General
1 19 (12.34%) Finance
2 15 (9.74%) Retail
3 9 (5.84%) Public Sector
4 6 (3.90%) Marketing
5 4 (2.60%) Law
6 2 (1.30%) Pharmaceutical
7 1 (0.65%) Digital Economy
7 1 (0.65%) Housing Association
Job Titles
1 56 (36.36%) Data Engineer
2 41 (26.62%) Developer
3 27 (17.53%) Architect
3 27 (17.53%) Data Architect
4 25 (16.23%) Business Intelligence Developer
5 20 (12.99%) Analyst
6 18 (11.69%) AWS Architect
6 18 (11.69%) Azure Architect
7 16 (10.39%) Data Analyst
8 13 (8.44%) SQL Developer
9 11 (7.14%) AWS Engineer
10 9 (5.84%) SQL BI Developer
11 7 (4.55%) Senior Data Engineer
12 6 (3.90%) Azure Developer
12 6 (3.90%) Data Warehouse Developer
12 6 (3.90%) Power BI Developer
13 5 (3.25%) Ab Initio Developer
13 5 (3.25%) Operations Analyst
13 5 (3.25%) Senior Analyst
13 5 (3.25%) Senior Data Analyst
Libraries, Frameworks & Software Standards
1 8 (5.19%) Kafka
2 7 (4.55%) ggplot2
3 6 (3.90%) Web Services
4 5 (3.25%) PySpark
5 4 (2.60%) JSON
5 4 (2.60%) XML
6 2 (1.30%) MDX
6 2 (1.30%) REST
6 2 (1.30%) SOAP
6 2 (1.30%) Spring
6 2 (1.30%) Spring Boot
6 2 (1.30%) Spring MVC
7 1 (0.65%) .NET
7 1 (0.65%) RabbitMQ
7 1 (0.65%) RESTful
Miscellaneous
1 19 (12.34%) Analytical Skills
2 3 (1.95%) Data Structures
3 2 (1.30%) NHS
3 2 (1.30%) Podcast
3 2 (1.30%) Self-Motivation
3 2 (1.30%) Virtual Team
3 2 (1.30%) Wiki
4 1 (0.65%) Cloud Native
4 1 (0.65%) User Experience
Operating Systems
1 3 (1.95%) Linux
Processes & Methodologies
1 104 (67.53%) Business Intelligence
2 85 (55.19%) ETL
3 62 (40.26%) Agile Software Development
4 50 (32.47%) Analytics
5 44 (28.57%) Data Modelling
6 37 (24.03%) Visualisation
7 34 (22.08%) Machine Learning
8 31 (20.13%) Data Science
9 22 (14.29%) Migration
9 22 (14.29%) Problem-Solving
10 20 (12.99%) DevOps
11 18 (11.69%) Data Strategy
12 16 (10.39%) Data Visualisation
12 16 (10.39%) Kimball Methodology
13 15 (9.74%) Data Engineering
14 13 (8.44%) Data Analysis
14 13 (8.44%) Data Transformation
15 12 (7.79%) Data Management
15 12 (7.79%) Decision-Making
15 12 (7.79%) Workflow
Programming Languages
1 106 (68.83%) SQL
2 60 (38.96%) Python
3 26 (16.88%) T-SQL
4 12 (7.79%) Data Analysis Expressions (DAX)
5 9 (5.84%) C#
6 8 (5.19%) R
7 7 (4.55%) PL/SQL
8 6 (3.90%) Java
9 5 (3.25%) Scala
10 2 (1.30%) Bash Shell
10 2 (1.30%) Go
10 2 (1.30%) JavaScript
10 2 (1.30%) U-SQL
11 1 (0.65%) C
11 1 (0.65%) Julia
Qualifications
1 8 (5.19%) Degree
2 2 (1.30%) DBS Check
2 2 (1.30%) SC Cleared
2 2 (1.30%) Security Cleared
3 1 (0.65%) Microsoft Certification
Quality Assurance & Compliance
1 21 (13.64%) Data Quality
2 6 (3.90%) QA
3 5 (3.25%) GDPR
System Software
1 4 (2.60%) Docker
Systems Management
1 10 (6.49%) Terraform
2 4 (2.60%) Kubernetes
3 2 (1.30%) Ansible
Vendors
1 31 (20.13%) Microsoft
2 17 (11.04%) Cognos
3 16 (10.39%) Databricks
4 6 (3.90%) Google
4 6 (3.90%) Snowplow
5 5 (3.25%) Ab Initio
5 5 (3.25%) Vertica
6 4 (2.60%) Oracle
6 4 (2.60%) SAP
7 3 (1.95%) Informatica
8 2 (1.30%) Alteryx
8 2 (1.30%) Atlassian
8 2 (1.30%) Cloudera
8 2 (1.30%) Hortonworks
8 2 (1.30%) Sage
8 2 (1.30%) Teradata
9 1 (0.65%) Talend
9 1 (0.65%) TIBCO