Period
to 6 August 2020

The following table provides summary statistics for permanent job vacancies advertised in the North West 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 6 August 2020 with a comparison to the same period in the previous 2 years.

Data Warehousing
England > North West
6 months to
6 Aug 2020
Same period 2019 Same period 2018
Rank 94 107 112
Rank change year-on-year +13 +5 -11
Permanent jobs citing Data Warehouse 153 310 367
As % of all permanent jobs advertised in the North West 3.05% 2.94% 2.99%
As % of the Database & Business Intelligence category 10.10% 10.92% 9.22%
Number of salaries quoted 134 242 352
Median annual salary £50,000 £46,500 £45,000
Median salary % change year-on-year +7.53% +3.33% +12.50%
10th Percentile £37,150 £36,250 £32,025
90th Percentile £62,500 £67,500 £68,750
England median annual salary £60,000 £55,000 £52,500
% change year-on-year +9.09% +4.76% +5.00%

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 the North West with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
North West
Permanent vacancies with a requirement for database or business intelligence skills 1,515 2,840 3,980
As % of all permanent IT jobs advertised in the North West 30.16% 26.96% 32.44%
Number of salaries quoted 1,270 2,173 3,449
Median annual salary £48,500 £45,000 £42,500
Median salary % change year-on-year +7.78% +5.88% +6.25%
10th Percentile £32,500 £28,750 £27,500
90th Percentile £68,750 £65,000 £65,000
England median annual salary £55,000 £52,500 £50,000
% change year-on-year +4.76% +5.00% +5.26%

Data Warehouse
Job Vacancy Trend in the North West

Job postings citing Data Warehouse as a proportion of all IT jobs advertised in the North West.

Job vacancy trend for Data Warehouse in the North West

Data Warehouse
Salary Trend in the North West

3-month moving average salary quoted in jobs citing Data Warehouse in the North West.

Salary trend for Data Warehouse in the North West

Data Warehouse
Salary Histogram in the North West

Salary distribution for jobs citing Data Warehouse in the North West over the 6 months to 6 August 2020.

Salary histogram for Data Warehouse in the North West

Data Warehouse
Job Locations in the North West

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Warehouse within the North West region over the 6 months to 6 August 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
Manchester +11 98 £55,000 +15.79% 23
Cheshire +43 30 £47,500 -9.52% 7
Lancashire +30 10 £50,000 +14.29%
Merseyside +10 8 £50,000 +17.65% 1
Cumbria -6 3 £45,000 -15.89%
Data Warehouse
England

For the 6 months to 6 August 2020, 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 North West region with a requirement for Data Warehouse.

1 102 (66.67%) SQL
2 90 (58.82%) Business Intelligence
3 70 (45.75%) SQL Server
4 63 (41.18%) SQL Server Integration Services
5 60 (39.22%) ETL
6 41 (26.80%) Agile Software Development
6 41 (26.80%) SQL Server Reporting Services
7 38 (24.84%) Microsoft
7 38 (24.84%) Power BI
7 38 (24.84%) Power Platform
8 31 (20.26%) Azure
9 29 (18.95%) SDLC
10 28 (18.30%) T-SQL
11 27 (17.65%) Data Modelling
11 27 (17.65%) SQL Server Analysis Services
12 25 (16.34%) Analytics
13 24 (15.69%) Visualisation
14 23 (15.03%) Tableau
14 23 (15.03%) Analytical Skills
15 21 (13.73%) Business Analysis
15 21 (13.73%) Software Engineering
16 20 (13.07%) Stakeholder Management
16 20 (13.07%) QA
16 20 (13.07%) AWS
17 18 (11.76%) User Experience
17 18 (11.76%) Data Quality
17 18 (11.76%) Finance
17 18 (11.76%) Data Structures
18 17 (11.11%) Data Management
18 17 (11.11%) Data Integration

Data Warehouse
Co-occurring IT Skills in the North West 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 9 (5.88%) Apache Spark
2 5 (3.27%) Apache
3 3 (1.96%) SAS
4 2 (1.31%) Elasticsearch
5 1 (0.65%) OpenStack
5 1 (0.65%) SharePoint
Applications
1 13 (8.50%) Microsoft Excel
2 2 (1.31%) Chatbot
3 1 (0.65%) Microsoft Office
3 1 (0.65%) Microsoft PowerPoint
Business Applications
1 3 (1.96%) Teamcenter
2 2 (1.31%) Dynamics GP
3 1 (0.65%) Dynamics AX
Cloud Services
1 38 (24.84%) Power Platform
2 31 (20.26%) Azure
3 20 (13.07%) AWS
4 4 (2.61%) GCP
5 3 (1.96%) Dynamics 365
6 1 (0.65%) Azure Active Directory
6 1 (0.65%) Azure Data Factory
6 1 (0.65%) Azure Functions
6 1 (0.65%) PowerApps
6 1 (0.65%) Serverless
Communications & Networking
1 2 (1.31%) DNS
1 2 (1.31%) Firewall
1 2 (1.31%) Internet
1 2 (1.31%) Network Security
1 2 (1.31%) Software-Defined Networking
2 1 (0.65%) WebEx
Database & Business Intelligence
1 70 (45.75%) SQL Server
2 63 (41.18%) SQL Server Integration Services
3 41 (26.80%) SQL Server Reporting Services
4 38 (24.84%) Power BI
5 27 (17.65%) SQL Server Analysis Services
6 12 (7.84%) Azure SQL Database
7 11 (7.19%) Big Data
7 11 (7.19%) BusinessObjects
8 9 (5.88%) Snowflake Schema
9 7 (4.58%) Azure SQL Data Warehouse
9 7 (4.58%) QlikView
10 6 (3.92%) Amazon Redshift
10 6 (3.92%) OLAP
10 6 (3.92%) Relational Database
11 5 (3.27%) Biml
11 5 (3.27%) Enterprise Data Warehouse
11 5 (3.27%) Spark SQL
11 5 (3.27%) SQL Server 2012
12 4 (2.61%) Data Lake
12 4 (2.61%) NoSQL
Development Applications
1 6 (3.92%) Git (software)
2 5 (3.27%) IBM UrbanCode
3 4 (2.61%) Octopus Deploy
3 4 (2.61%) SQL Server Management Studio (SSMS)
3 4 (2.61%) TeamCity
4 3 (1.96%) JIRA
5 2 (1.31%) Jenkins
6 1 (0.65%) ERwin
General
1 18 (11.76%) Finance
2 7 (4.58%) Retail
3 5 (3.27%) Banking
4 2 (1.31%) Advertising
4 2 (1.31%) Local Government
5 1 (0.65%) Housing Association
5 1 (0.65%) Manufacturing
Job Titles
1 69 (45.10%) Developer
2 37 (24.18%) Business Intelligence Developer
3 25 (16.34%) Analyst
4 24 (15.69%) Data Engineer
5 16 (10.46%) Business Intelligence Lead
5 16 (10.46%) Business Systems Analyst
5 16 (10.46%) Systems Analyst
6 13 (8.50%) Lead Developer
7 12 (7.84%) Business Intelligence Analyst
8 11 (7.19%) Business Analyst
9 9 (5.88%) Data Warehouse Developer
10 8 (5.23%) Front End Developer (Client-Side Developer)
11 7 (4.58%) Business Intelligence Business Analyst
12 6 (3.92%) Architect
12 6 (3.92%) Software Engineer
13 5 (3.27%) C# Developer
13 5 (3.27%) Data Architect
13 5 (3.27%) DBA
13 5 (3.27%) Lead C# Developer
13 5 (3.27%) Senior Developer
Libraries, Frameworks & Software Standards
1 10 (6.54%) .NET
2 8 (5.23%) AngularJS
2 8 (5.23%) CSS
2 8 (5.23%) HTML
2 8 (5.23%) HTML5
2 8 (5.23%) MDX
2 8 (5.23%) React
3 5 (3.27%) .NET Core
3 5 (3.27%) .NET Framework
3 5 (3.27%) Apache Flex
3 5 (3.27%) ASP.NET
3 5 (3.27%) PySpark
3 5 (3.27%) WCF
3 5 (3.27%) WPF
4 3 (1.96%) Kafka
5 2 (1.31%) REST
5 2 (1.31%) Ruby on Rails
5 2 (1.31%) SOAP
5 2 (1.31%) Spring MVC
5 2 (1.31%) Web Services
Miscellaneous
1 23 (15.03%) Analytical Skills
2 18 (11.76%) Data Structures
2 18 (11.76%) User Experience
3 16 (10.46%) Management Information System
4 5 (3.27%) Embedded Systems
5 4 (2.61%) NHS
5 4 (2.61%) Self-Motivation
6 3 (1.96%) Greenfield Project
7 2 (1.31%) CCTV
7 2 (1.31%) Internet of Things
7 2 (1.31%) Mobile App
7 2 (1.31%) Private Cloud
8 1 (0.65%) Enterprise Software
8 1 (0.65%) Hybrid Cloud
8 1 (0.65%) Reinsurance
8 1 (0.65%) Replication
8 1 (0.65%) Social Media
8 1 (0.65%) Video Conferencing
Operating Systems
1 10 (6.54%) Linux
2 5 (3.27%) Android
2 5 (3.27%) Apple iOS
Processes & Methodologies
1 90 (58.82%) Business Intelligence
2 60 (39.22%) ETL
3 41 (26.80%) Agile Software Development
4 29 (18.95%) SDLC
5 27 (17.65%) Data Modelling
6 25 (16.34%) Analytics
7 24 (15.69%) Visualisation
8 21 (13.73%) Business Analysis
8 21 (13.73%) Software Engineering
9 20 (13.07%) Stakeholder Management
10 17 (11.11%) Data Integration
10 17 (11.11%) Data Management
11 16 (10.46%) Problem-Solving
12 15 (9.80%) DevOps
12 15 (9.80%) Project Management
13 14 (9.15%) Data Engineering
14 13 (8.50%) Data Analysis
15 12 (7.84%) Data Visualisation
16 11 (7.19%) Kimball Methodology
17 10 (6.54%) ETL Development
Programming Languages
1 102 (66.67%) SQL
2 28 (18.30%) T-SQL
3 16 (10.46%) Python
4 13 (8.50%) JavaScript
5 12 (7.84%) C#
6 9 (5.88%) VBA
7 4 (2.61%) Data Analysis Expressions (DAX)
7 4 (2.61%) Java
7 4 (2.61%) Ruby
8 3 (1.96%) PowerShell
9 2 (1.31%) R
9 2 (1.31%) Scala
10 1 (0.65%) Bash Shell
10 1 (0.65%) Go
10 1 (0.65%) Julia
10 1 (0.65%) PL/SQL
Qualifications
1 13 (8.50%) Degree
2 7 (4.58%) Computer Science Degree
3 1 (0.65%) AWS Certification
Quality Assurance & Compliance
1 20 (13.07%) QA
2 18 (11.76%) Data Quality
3 2 (1.31%) Solvency II
4 1 (0.65%) GDPR
System Software
1 5 (3.27%) Tivoli Workload Scheduler
2 2 (1.31%) Terminal Services
3 1 (0.65%) Active Directory
3 1 (0.65%) Docker
Systems Management
1 5 (3.27%) Tivoli
2 1 (0.65%) Ansible
2 1 (0.65%) Kubernetes
2 1 (0.65%) Terraform
Vendors
1 38 (24.84%) Microsoft
2 23 (15.03%) Tableau
3 8 (5.23%) Oracle
4 7 (4.58%) SAP
5 5 (3.27%) IBM
5 5 (3.27%) Jitterbit
5 5 (3.27%) Vertica
6 4 (2.61%) Alteryx
7 2 (1.31%) Databricks
8 1 (0.65%) Ab Initio
8 1 (0.65%) Cognos
8 1 (0.65%) Google
8 1 (0.65%) MuleSoft
8 1 (0.65%) Teradata