Period
to 10 December 2019

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 10 December 2019 with a comparison to the same period in the previous 2 years.

Data Warehousing
England > North West
6 months to
10 Dec 2019
Same period 2018 Same period 2017
Rank 76 129 106
Rank change year-on-year +53 -23 -3
Permanent jobs citing Data Warehouse 337 296 390
As % of all permanent IT jobs advertised in the North West 3.51% 2.59% 2.98%
As % of the Database & Business Intelligence category 12.72% 8.67% 9.21%
Number of salaries quoted 294 285 345
North West median annual salary £47,500 £45,000 £42,500
Median salary % change year-on-year +5.56% +5.88% -
10th Percentile £31,750 £32,500 £31,250
90th Percentile £73,750 £72,500 £63,750
England median annual salary £57,275 £55,000 £52,000
% change year-on-year +4.14% +5.77% -5.45%

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 2,650 3,413 4,233
As % of all permanent IT jobs advertised in the North West 27.62% 29.89% 32.29%
Number of salaries quoted 2,143 2,959 3,589
North West median annual salary £45,000 £45,000 £42,500
Median salary % change year-on-year - +5.88% +6.25%
10th Percentile £29,013 £29,000 £27,500
90th Percentile £67,500 £70,000 £62,500
England median annual salary £52,500 £52,500 £50,000
% change year-on-year - +5.00% +5.26%

Data Warehouse
Job Vacancy Trend in the North West

Job postings citing Data Warehouse as a percentage 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

This chart provides the 3-month moving average for salaries quoted in permanent IT 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

The salary distribution of IT jobs citing Data Warehouse in the North West over the 6 months to 10 December 2019.

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 10 December 2019. 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 +77 231 £52,500 +16.67% 42
Cheshire +3 50 £45,000 - 20
Lancashire -10 29 £47,500 +12.43% 1
Merseyside -7 18 £52,500 +34.62% 3
Cumbria - 8 £53,500 - 2
Data Warehouse
England

For the 6 months to 10 December 2019, 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.

1 208 (61.72%) SQL
2 192 (56.97%) Business Intelligence
3 169 (50.15%) SQL Server
4 159 (47.18%) ETL
5 149 (44.21%) SQL Server Reporting Services
6 144 (42.73%) SQL Server Integration Services
7 108 (32.05%) Microsoft
8 107 (31.75%) Power BI
8 107 (31.75%) Power Platform
9 92 (27.30%) Azure
10 83 (24.63%) SQL Server Analysis Services
11 82 (24.33%) Data Modelling
12 79 (23.44%) AWS
13 74 (21.96%) Analytics
14 73 (21.66%) T-SQL
15 69 (20.47%) Agile Software Development
16 53 (15.73%) Finance
17 52 (15.43%) Analytical Skills
18 51 (15.13%) Coaching
19 49 (14.54%) Python
20 47 (13.95%) Snowflake Schema
21 41 (12.17%) Data Management
21 41 (12.17%) Tableau
22 39 (11.57%) GCP
23 38 (11.28%) SDLC
23 38 (11.28%) Data Integration
23 38 (11.28%) Data Analysis
24 37 (10.98%) JavaScript
24 37 (10.98%) Mentoring
25 35 (10.39%) Relational Database

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 24 (7.12%) Apache Spark
2 12 (3.56%) SAS
3 9 (2.67%) Apache
4 8 (2.37%) SharePoint
5 5 (1.48%) Confluence
6 3 (0.89%) WordPress
7 2 (0.59%) nginx
7 2 (0.59%) PowerExchange
Applications
1 30 (8.90%) Microsoft Excel
2 7 (2.08%) Microsoft Office
2 7 (2.08%) Spreadsheet
3 5 (1.48%) MS Visio
4 2 (0.59%) Microsoft PowerPoint
Business Applications
1 7 (2.08%) Dynamics GP
2 5 (1.48%) Dynamics NAV
3 3 (0.89%) JDE OneWorld
3 3 (0.89%) SAP ERP
3 3 (0.89%) SAP Hybris
3 3 (0.89%) SAP Oil and Gas
4 1 (0.30%) Dynamics CRM
4 1 (0.30%) Remedy ITSM
4 1 (0.30%) SAP CAR
Cloud Services
1 107 (31.75%) Power Platform
2 92 (27.30%) Azure
3 79 (23.44%) AWS
4 39 (11.57%) GCP
5 18 (5.34%) Cloud Computing
6 7 (2.08%) SaaS
7 6 (1.78%) Azure Data Factory
8 4 (1.19%) Amazon Kinesis
8 4 (1.19%) Serverless
9 3 (0.89%) AWS Lambda
9 3 (0.89%) Boomi
9 3 (0.89%) IaaS
10 2 (0.59%) Amazon ElastiCache
10 2 (0.59%) Dynamics 365
10 2 (0.59%) G Suite
10 2 (0.59%) PaaS
11 1 (0.30%) Amazon S3
11 1 (0.30%) Azure Functions
11 1 (0.30%) Trello
Communications & Networking
1 5 (1.48%) ATM
2 4 (1.19%) SMS
3 3 (0.89%) FTP
4 2 (0.59%) HTTP
4 2 (0.59%) Internet
4 2 (0.59%) SSL
5 1 (0.30%) Intranet
Database & Business Intelligence
1 169 (50.15%) SQL Server
2 149 (44.21%) SQL Server Reporting Services
3 144 (42.73%) SQL Server Integration Services
4 107 (31.75%) Power BI
5 83 (24.63%) SQL Server Analysis Services
6 47 (13.95%) Snowflake Schema
7 35 (10.39%) Relational Database
8 31 (9.20%) Big Data
9 30 (8.90%) Amazon Redshift
9 30 (8.90%) BigQuery
10 28 (8.31%) QlikView
11 26 (7.72%) BusinessObjects
12 25 (7.42%) Azure SQL Data Warehouse
13 22 (6.53%) Azure SQL Database
13 22 (6.53%) NoSQL
14 21 (6.23%) SQL Server 2014
15 17 (5.04%) PostgreSQL
15 17 (5.04%) SQL Server 2016
16 16 (4.75%) SSDT
17 15 (4.45%) Microsoft Analysis Services
Development Applications
1 35 (10.39%) Git (software)
2 34 (10.09%) JIRA
3 20 (5.93%) IBM UrbanCode
4 18 (5.34%) SQL Server Management Studio (SSMS)
5 6 (1.78%) Zephyr
6 3 (0.89%) Postman
6 3 (0.89%) SoapUI
6 3 (0.89%) Visual Studio
7 2 (0.59%) ERwin
7 2 (0.59%) Oracle Forms
7 2 (0.59%) TestRail
8 1 (0.30%) RStudio
General
1 53 (15.73%) Finance
2 26 (7.72%) Banking
3 21 (6.23%) Marketing
4 15 (4.45%) Legal
4 15 (4.45%) Retail
5 10 (2.97%) Law
5 10 (2.97%) Public Sector
6 8 (2.37%) Aerospace
7 5 (1.48%) Manufacturing
8 3 (0.89%) Advertising
8 3 (0.89%) Military
9 2 (0.59%) Police
10 1 (0.30%) Back Office
10 1 (0.30%) German Language
10 1 (0.30%) Housing Association
10 1 (0.30%) Multimedia
Job Titles
1 109 (32.34%) Developer
2 69 (20.47%) Business Intelligence Developer
3 58 (17.21%) Architect
4 46 (13.65%) Analyst
5 34 (10.09%) SQL Developer
6 31 (9.20%) Data Architect
7 29 (8.61%) Data Engineer
8 24 (7.12%) Software Engineer
9 19 (5.64%) Solutions Architect
10 18 (5.34%) SQL BI Developer
11 15 (4.45%) Administrator
11 15 (4.45%) DBA
12 14 (4.15%) Consultant
13 13 (3.86%) Business Intelligence Manager
13 13 (3.86%) Database Analyst
14 11 (3.26%) Senior Data Engineer
14 11 (3.26%) SQL Analyst
15 10 (2.97%) Report Manager
15 10 (2.97%) Senior Architect
15 10 (2.97%) SQL DBA
Libraries, Frameworks & Software Standards
1 24 (7.12%) .NET
2 20 (5.93%) Apache Flex
2 20 (5.93%) WCF
2 20 (5.93%) WPF
3 19 (5.64%) ASP.NET
4 13 (3.86%) MDX
5 12 (3.56%) XML
6 11 (3.26%) HTML
6 11 (3.26%) Web Services
7 10 (2.97%) HTML5
8 9 (2.67%) Elastic Stack
9 8 (2.37%) AngularJS
9 8 (2.37%) CSS
10 7 (2.08%) Kafka
11 6 (1.78%) JSON
11 6 (1.78%) Node.js
11 6 (1.78%) React
12 5 (1.48%) PySpark
12 5 (1.48%) REST
12 5 (1.48%) RESTful
Miscellaneous
1 52 (15.43%) Analytical Skills
2 17 (5.04%) NHS
3 14 (4.15%) Management Information System
4 10 (2.97%) User Experience
5 8 (2.37%) Data Centre
6 7 (2.08%) Data Structures
6 7 (2.08%) Private Cloud
7 6 (1.78%) Mainframe
8 4 (1.19%) Greenfield Project
8 4 (1.19%) Replication
9 3 (0.89%) Clustering
9 3 (0.89%) Life Science
9 3 (0.89%) Self-Motivation
9 3 (0.89%) Smart Meter
10 2 (0.59%) Hybrid Cloud
10 2 (0.59%) PKI
11 1 (0.30%) Analytical Mindset
11 1 (0.30%) Driving Licence
11 1 (0.30%) Public Cloud
11 1 (0.30%) Virtual Team
Operating Systems
1 19 (5.64%) Linux
2 6 (1.78%) VME
3 3 (0.89%) Windows
4 2 (0.59%) Unix
Processes & Methodologies
1 192 (56.97%) Business Intelligence
2 159 (47.18%) ETL
3 82 (24.33%) Data Modelling
4 74 (21.96%) Analytics
5 69 (20.47%) Agile Software Development
6 51 (15.13%) Coaching
7 41 (12.17%) Data Management
8 38 (11.28%) Data Analysis
8 38 (11.28%) Data Integration
8 38 (11.28%) SDLC
9 37 (10.98%) Mentoring
10 35 (10.39%) Problem-Solving
11 29 (8.61%) Migration
11 29 (8.61%) Software Engineering
12 28 (8.31%) Stakeholder Management
13 27 (8.01%) Project Management
14 26 (7.72%) Data Strategy
15 25 (7.42%) Visualisation
16 24 (7.12%) Data Architecture
16 24 (7.12%) Scrum
Programming Languages
1 208 (61.72%) SQL
2 73 (21.66%) T-SQL
3 49 (14.54%) Python
4 37 (10.98%) JavaScript
5 23 (6.82%) Data Analysis Expressions (DAX)
5 23 (6.82%) VBA
6 22 (6.53%) C#
7 18 (5.34%) Bash Shell
8 15 (4.45%) Java
9 13 (3.86%) Scala
10 11 (3.26%) R
11 8 (2.37%) PowerShell
12 6 (1.78%) PHP
13 3 (0.89%) C
13 3 (0.89%) PL/SQL
13 3 (0.89%) Ruby
14 2 (0.59%) Go
14 2 (0.59%) Korn
14 2 (0.59%) MATLAB
15 1 (0.30%) Microsoft R
Qualifications
1 23 (6.82%) Degree
2 9 (2.67%) Security Cleared
3 3 (0.89%) SC Cleared
4 2 (0.59%) APMP
4 2 (0.59%) Computer Science Degree
4 2 (0.59%) CTC Cleared
4 2 (0.59%) ISEB
5 1 (0.30%) DBS Check
5 1 (0.30%) ISTQB
5 1 (0.30%) Master's Degree
Quality Assurance & Compliance
1 24 (7.12%) QA
2 15 (4.45%) Data Quality
3 9 (2.67%) GDPR
4 7 (2.08%) Solvency II
System Software
1 20 (5.93%) Tivoli Workload Scheduler
2 4 (1.19%) Oracle RAC
3 2 (0.59%) Active Directory
3 2 (0.59%) Docker
4 1 (0.30%) Citrix Hypervisor
4 1 (0.30%) VMware Infrastructure
4 1 (0.30%) XenDesktop
Systems Management
1 20 (5.93%) Tivoli
2 6 (1.78%) HP ALM
3 2 (0.59%) Prometheus
4 1 (0.30%) Grafana
4 1 (0.30%) SCCM
Vendors
1 108 (32.05%) Microsoft
2 41 (12.17%) Tableau
3 33 (9.79%) IBM
4 28 (8.31%) Oracle
5 24 (7.12%) Teradata
6 18 (5.34%) Cognos
7 16 (4.75%) SAP
8 13 (3.86%) Informatica
9 12 (3.56%) Databricks
9 12 (3.56%) Google
9 12 (3.56%) Talend
10 8 (2.37%) Vertica
11 6 (1.78%) CA
11 6 (1.78%) Hortonworks
11 6 (1.78%) HP
11 6 (1.78%) Intapp
11 6 (1.78%) Paxata
11 6 (1.78%) SnapLogic
12 4 (1.19%) Alteryx
13 3 (0.89%) Jaspersoft