Period
to 4 April 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 4 April 2020 with a comparison to the same period in the previous 2 years.

Data Warehousing
England > North West
6 months to
4 Apr 2020
Same period 2019 Same period 2018
Rank 86 130 109
Rank change year-on-year +44 -21 -2
Permanent jobs citing Data Warehouse 258 258 381
As % of all permanent jobs advertised in the North West 3.22% 2.54% 2.93%
As % of the Database & Business Intelligence category 11.18% 8.60% 8.72%
Number of salaries quoted 231 221 369
Median annual salary £50,000 £45,000 £45,000
Median salary % change year-on-year +11.11% - +20.00%
10th Percentile £32,500 £33,750 £31,250
90th Percentile £76,250 £62,500 £63,750
England median annual salary £60,000 £55,000 £52,000
% change year-on-year +9.09% +5.77% -0.95%

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 2,308 2,999 4,370
As % of all permanent IT jobs advertised in the North West 28.78% 29.58% 33.63%
Number of salaries quoted 1,855 2,454 3,715
Median annual salary £45,000 £45,000 £42,500
Median salary % change year-on-year - +5.88% +6.25%
10th Percentile £31,250 £29,750 £27,600
90th Percentile £68,750 £70,000 £63,750
England median annual salary £53,900 £52,500 £50,000
% change year-on-year +2.67% +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 4 April 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 4 April 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 +35 154 £55,000 +15.79% 22
Cheshire +42 73 £45,000 +5.88% 9
Lancashire +15 21 £39,184 -7.80% 8
Merseyside -14 6 £37,000 -12.94% 8
Cumbria - 2 - -
Data Warehouse
England

For the 6 months to 4 April 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.

1 173 (67.05%) Business Intelligence
2 168 (65.12%) SQL
3 143 (55.43%) SQL Server
4 122 (47.29%) SQL Server Reporting Services
5 121 (46.90%) SQL Server Integration Services
6 113 (43.80%) ETL
7 100 (38.76%) Power BI
7 100 (38.76%) Power Platform
8 89 (34.50%) Microsoft
9 88 (34.11%) SQL Server Analysis Services
10 69 (26.74%) Data Modelling
11 68 (26.36%) Azure
12 65 (25.19%) Analytics
13 57 (22.09%) Agile Software Development
14 56 (21.71%) T-SQL
15 51 (19.77%) Analytical Skills
16 49 (18.99%) Finance
17 48 (18.60%) Data Analysis
18 42 (16.28%) Microsoft Excel
18 42 (16.28%) Kimball Methodology
19 31 (12.02%) AWS
19 31 (12.02%) Git (software)
20 30 (11.63%) Performance Tuning
20 30 (11.63%) Tableau
21 29 (11.24%) Problem-Solving
21 29 (11.24%) Visualisation
21 29 (11.24%) MDX
21 29 (11.24%) JIRA
21 29 (11.24%) Snowflake Schema
22 28 (10.85%) Data Management

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 (3.49%) Apache Spark
2 5 (1.94%) Apache
3 4 (1.55%) SAS
4 3 (1.16%) Confluence
5 2 (0.78%) PowerExchange
5 2 (0.78%) SharePoint
Applications
1 42 (16.28%) Microsoft Excel
2 6 (2.33%) Microsoft PowerPoint
3 5 (1.94%) Microsoft Office
4 2 (0.78%) Spreadsheet
Business Applications
1 15 (5.81%) Dynamics GP
Cloud Services
1 100 (38.76%) Power Platform
2 68 (26.36%) Azure
3 31 (12.02%) AWS
4 11 (4.26%) Dynamics 365
5 10 (3.88%) GCP
6 7 (2.71%) Serverless
7 6 (2.33%) AWS Lambda
8 5 (1.94%) Azure Data Factory
8 5 (1.94%) SaaS
9 4 (1.55%) AWS CloudFormation
10 3 (1.16%) PowerApps
11 2 (0.78%) Amazon Kinesis
11 2 (0.78%) IaaS
11 2 (0.78%) PaaS
12 1 (0.39%) Amazon S3
12 1 (0.39%) Azure Functions
12 1 (0.39%) Google Analytics
12 1 (0.39%) Office 365
Communications & Networking
1 5 (1.94%) ATM
1 5 (1.94%) SMS
2 2 (0.78%) Internet
3 1 (0.39%) TCP/IP
Database & Business Intelligence
1 143 (55.43%) SQL Server
2 122 (47.29%) SQL Server Reporting Services
3 121 (46.90%) SQL Server Integration Services
4 100 (38.76%) Power BI
5 88 (34.11%) SQL Server Analysis Services
6 29 (11.24%) Snowflake Schema
7 26 (10.08%) SQL Server 2014
8 23 (8.91%) SSDT
9 22 (8.53%) Big Data
9 22 (8.53%) QlikView
10 16 (6.20%) BusinessObjects
11 15 (5.81%) PowerPivot
12 13 (5.04%) Relational Database
13 12 (4.65%) Azure SQL Database
14 11 (4.26%) OLAP
14 11 (4.26%) PostgreSQL
15 9 (3.49%) Amazon Redshift
15 9 (3.49%) Microsoft Analysis Services
16 8 (3.10%) Azure SQL Data Warehouse
16 8 (3.10%) SQL Server 2012
Development Applications
1 31 (12.02%) Git (software)
2 29 (11.24%) JIRA
3 8 (3.10%) SQL Server Management Studio (SSMS)
4 7 (2.71%) Octopus Deploy
4 7 (2.71%) TeamCity
5 6 (2.33%) ERwin
6 5 (1.94%) IBM UrbanCode
7 3 (1.16%) Postman
7 3 (1.16%) SoapUI
8 1 (0.39%) MSTest
8 1 (0.39%) NUnit
8 1 (0.39%) Oracle Forms
8 1 (0.39%) TestRail
8 1 (0.39%) Zephyr
General
1 49 (18.99%) Finance
2 11 (4.26%) Legal
3 10 (3.88%) Banking
4 7 (2.71%) Law
4 7 (2.71%) Marketing
5 5 (1.94%) Retail
6 4 (1.55%) Aerospace
6 4 (1.55%) Public Sector
7 3 (1.16%) Military
8 2 (0.78%) Advertising
9 1 (0.39%) Housing Association
9 1 (0.39%) Manufacturing
9 1 (0.39%) Police
Job Titles
1 95 (36.82%) Developer
2 68 (26.36%) Business Intelligence Developer
3 48 (18.60%) Analyst
4 28 (10.85%) Architect
5 21 (8.14%) Business Intelligence Lead
6 20 (7.75%) DBA
7 18 (6.98%) Database Analyst
8 17 (6.59%) Data Engineer
9 16 (6.20%) Business Analyst
9 16 (6.20%) Data Architect
10 15 (5.81%) Administrator
10 15 (5.81%) SQL DBA
10 15 (5.81%) SQL Developer
11 14 (5.43%) Business Developer
11 14 (5.43%) Business Intelligence Manager
11 14 (5.43%) Business Intelligence Specialist
12 13 (5.04%) Business Manager
12 13 (5.04%) Data Warehouse Developer
13 11 (4.26%) SQL Analyst
14 10 (3.88%) SQL BI Developer
Libraries, Frameworks & Software Standards
1 29 (11.24%) MDX
2 11 (4.26%) Elastic Stack
3 7 (2.71%) .NET
4 6 (2.33%) AngularJS
4 6 (2.33%) CSS
4 6 (2.33%) HTML
4 6 (2.33%) HTML5
4 6 (2.33%) React
5 5 (1.94%) Apache Flex
5 5 (1.94%) ASP.NET
5 5 (1.94%) PySpark
5 5 (1.94%) WCF
5 5 (1.94%) WPF
6 4 (1.55%) Kafka
6 4 (1.55%) XML
7 3 (1.16%) JSON
7 3 (1.16%) REST
7 3 (1.16%) RESTful
8 2 (0.78%) Middleware
8 2 (0.78%) Natural Language Processing
Miscellaneous
1 51 (19.77%) Analytical Skills
2 15 (5.81%) NHS
3 10 (3.88%) Data Structures
4 7 (2.71%) Data Centre
4 7 (2.71%) Private Cloud
4 7 (2.71%) Self-Motivation
5 5 (1.94%) Greenfield Project
5 5 (1.94%) Management Information System
5 5 (1.94%) Social Media
5 5 (1.94%) User Experience
6 4 (1.55%) Mainframe
7 3 (1.16%) PKI
8 2 (0.78%) Clustering
8 2 (0.78%) Hybrid Cloud
8 2 (0.78%) Replication
9 1 (0.39%) Analytical Mindset
9 1 (0.39%) Blog
9 1 (0.39%) Internet of Things
9 1 (0.39%) Public Cloud
Operating Systems
1 4 (1.55%) Linux
1 4 (1.55%) VME
2 2 (0.78%) Unix
3 1 (0.39%) Windows
3 1 (0.39%) Windows 7
Processes & Methodologies
1 173 (67.05%) Business Intelligence
2 113 (43.80%) ETL
3 69 (26.74%) Data Modelling
4 65 (25.19%) Analytics
5 57 (22.09%) Agile Software Development
6 48 (18.60%) Data Analysis
7 42 (16.28%) Kimball Methodology
8 30 (11.63%) Performance Tuning
9 29 (11.24%) Problem-Solving
9 29 (11.24%) Visualisation
10 28 (10.85%) Data Management
11 27 (10.47%) Migration
12 25 (9.69%) Data Visualisation
12 25 (9.69%) DevOps
13 23 (8.91%) Data Architecture
13 23 (8.91%) Data Science
13 23 (8.91%) SDLC
14 21 (8.14%) Scrum
14 21 (8.14%) Server Management
15 18 (6.98%) Decision-Making
Programming Languages
1 168 (65.12%) SQL
2 56 (21.71%) T-SQL
3 27 (10.47%) Python
4 23 (8.91%) Data Analysis Expressions (DAX)
5 15 (5.81%) JavaScript
6 11 (4.26%) PowerShell
7 9 (3.49%) VBA
8 8 (3.10%) C#
9 6 (2.33%) Bash Shell
9 6 (2.33%) Java
10 4 (1.55%) PL/SQL
10 4 (1.55%) Ruby
11 3 (1.16%) Scala
12 2 (0.78%) C++
12 2 (0.78%) Korn
12 2 (0.78%) MATLAB
12 2 (0.78%) R
13 1 (0.39%) Microsoft R
13 1 (0.39%) Perl
13 1 (0.39%) VB
Qualifications
1 15 (5.81%) Degree
2 7 (2.71%) Security Cleared
3 4 (1.55%) AWS Certification
4 3 (1.16%) SC Cleared
5 2 (0.78%) ISTQB
5 2 (0.78%) Master's Degree
6 1 (0.39%) ISEB
Quality Assurance & Compliance
1 18 (6.98%) Data Quality
2 15 (5.81%) Solvency II
3 7 (2.71%) GDPR
4 5 (1.94%) QA
System Software
1 5 (1.94%) Tivoli Workload Scheduler
2 1 (0.39%) Active Directory
2 1 (0.39%) Microsoft App-V
2 1 (0.39%) Oracle RAC
Systems Management
1 5 (1.94%) Tivoli
2 1 (0.39%) HP ALM
2 1 (0.39%) SCCM
Vendors
1 89 (34.50%) Microsoft
2 30 (11.63%) Tableau
3 19 (7.36%) Oracle
4 17 (6.59%) IBM
5 13 (5.04%) Cognos
5 13 (5.04%) Databricks
6 9 (3.49%) Google
6 9 (3.49%) SAP
7 8 (3.10%) Talend
8 5 (1.94%) Vertica
9 4 (1.55%) CA
9 4 (1.55%) Hortonworks
9 4 (1.55%) Informatica
9 4 (1.55%) Paxata
10 3 (1.16%) Intapp
10 3 (1.16%) Jaspersoft
10 3 (1.16%) SnapLogic
11 2 (0.78%) Jitterbit
11 2 (0.78%) Telerik
12 1 (0.39%) HP