Period
to 21 September 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 21 September 2019 with a comparison to the same period in the previous 2 years.

Data Warehousing
England > North West
6 months to
21 Sep 2019
Same period 2018 Same period 2017
Rank 89 111 100
Rank change year-on-year +22 -11 +1
Permanent jobs citing Data Warehouse 343 340 414
As % of all permanent IT jobs advertised in the North West 3.28% 2.85% 3.14%
As % of the Database & Business Intelligence category 12.25% 9.28% 9.20%
Number of salaries quoted 278 317 375
North West median annual salary £47,500 £45,000 £40,000
Median salary % change year-on-year +5.56% +12.50% -5.88%
10th Percentile £32,500 £31,250 £31,250
90th Percentile £70,000 £72,500 £61,250
England median annual salary £55,000 £55,000 £50,000
% change year-on-year - +10.00% -9.09%

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 2,800 3,662 4,498
As % of all permanent IT jobs advertised in the North West 26.81% 30.71% 34.16%
Number of salaries quoted 2,175 3,162 3,808
North West median annual salary £45,000 £43,750 £40,000
Median salary % change year-on-year +2.86% +9.38% -
10th Percentile £28,000 £27,500 £27,500
90th Percentile £65,000 £65,000 £62,325
England median annual salary £52,500 £50,000 £48,500
% change year-on-year +5.00% +3.09% +2.11%

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 21 September 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 21 September 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 +50 242 £47,500 +5.56% 45
Lancashire -31 36 £47,500 +13.10% 4
Cheshire -15 33 £45,000 - 10
Merseyside -18 24 £42,500 +3.66% 10
Cumbria - 7 £53,500 - 2
Data Warehouse
England

For the 6 months to 21 September 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.

1 245 (71.43%) SQL
2 201 (58.60%) Business Intelligence
3 186 (54.23%) SQL Server
4 182 (53.06%) SQL Server Integration Services
5 181 (52.77%) ETL
6 156 (45.48%) SQL Server Reporting Services
7 115 (33.53%) T-SQL
8 107 (31.20%) Microsoft
9 102 (29.74%) Power BI
9 102 (29.74%) Power Platform
10 97 (28.28%) Azure
11 83 (24.20%) SQL Server Analysis Services
11 83 (24.20%) Agile Software Development
12 70 (20.41%) Data Modelling
13 65 (18.95%) Finance
13 65 (18.95%) Analytics
14 61 (17.78%) AWS
15 52 (15.16%) Analytical Skills
16 51 (14.87%) Relational Database
17 50 (14.58%) Data Integration
18 48 (13.99%) BusinessObjects
19 47 (13.70%) Coaching
20 44 (12.83%) IBM
20 44 (12.83%) C#
20 44 (12.83%) JavaScript
20 44 (12.83%) SDLC
21 40 (11.66%) Tableau
22 39 (11.37%) Mentoring
23 38 (11.08%) Software Engineering
23 38 (11.08%) .NET

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 (7.00%) Apache Spark
2 10 (2.92%) SAS
2 10 (2.92%) SharePoint
3 7 (2.04%) Apache
4 3 (0.87%) Confluence
4 3 (0.87%) WordPress
5 1 (0.29%) nginx
Applications
1 28 (8.16%) Microsoft Excel
2 10 (2.92%) Microsoft Office
3 7 (2.04%) Spreadsheet
4 6 (1.75%) MS Visio
5 2 (0.58%) Microsoft PowerPoint
Business Applications
1 5 (1.46%) Dynamics NAV
2 3 (0.87%) JDE OneWorld
2 3 (0.87%) SAP ERP
2 3 (0.87%) SAP Hybris
2 3 (0.87%) SAP Oil and Gas
3 1 (0.29%) Dynamics CRM
3 1 (0.29%) Dynamics GP
3 1 (0.29%) Elite 3E
3 1 (0.29%) Remedy ITSM
3 1 (0.29%) SAP CAR
Cloud Services
1 102 (29.74%) Power Platform
2 97 (28.28%) Azure
3 61 (17.78%) AWS
4 29 (8.45%) GCP
5 25 (7.29%) Azure Data Factory
6 16 (4.66%) Cloud Computing
7 5 (1.46%) SaaS
8 4 (1.17%) Azure Machine Learning
9 3 (0.87%) Boomi
10 2 (0.58%) G Suite
10 2 (0.58%) Google Analytics
10 2 (0.58%) Serverless
11 1 (0.29%) Amazon ElastiCache
11 1 (0.29%) Amazon Kinesis
11 1 (0.29%) AWS Lambda
11 1 (0.29%) Azure Functions
11 1 (0.29%) IaaS
11 1 (0.29%) Trello
Communications & Networking
1 20 (5.83%) Broadband
2 5 (1.46%) FTP
2 5 (1.46%) SMS
3 1 (0.29%) HTTP
3 1 (0.29%) SSL
Database & Business Intelligence
1 186 (54.23%) SQL Server
2 182 (53.06%) SQL Server Integration Services
3 156 (45.48%) SQL Server Reporting Services
4 102 (29.74%) Power BI
5 83 (24.20%) SQL Server Analysis Services
6 51 (14.87%) Relational Database
7 48 (13.99%) BusinessObjects
8 37 (10.79%) QlikView
9 35 (10.20%) Azure SQL Database
10 27 (7.87%) Snowflake Schema
11 26 (7.58%) BigQuery
12 23 (6.71%) Azure SQL Data Warehouse
12 23 (6.71%) Enterprise Data Warehouse
13 21 (6.12%) Amazon Redshift
13 21 (6.12%) Big Data
13 21 (6.12%) NoSQL
14 20 (5.83%) SQL Server 2016
15 19 (5.54%) Data Lake
15 19 (5.54%) Qlik Sense
16 17 (4.96%) Microsoft Analysis Services
Development Applications
1 31 (9.04%) Git (software)
2 30 (8.75%) IBM UrbanCode
3 20 (5.83%) JIRA
4 15 (4.37%) SQL Server Management Studio (SSMS)
5 13 (3.79%) Team Foundation Server
6 7 (2.04%) Zephyr
7 4 (1.17%) Visual Studio
8 2 (0.58%) Visual Studio Team System
9 1 (0.29%) ERwin
9 1 (0.29%) RStudio
9 1 (0.29%) SoapUI
9 1 (0.29%) TestRail
General
1 65 (18.95%) Finance
2 32 (9.33%) Banking
3 28 (8.16%) Marketing
4 19 (5.54%) Retail
5 18 (5.25%) Manufacturing
5 18 (5.25%) Public Sector
6 16 (4.66%) Telecoms
7 10 (2.92%) Electronics
8 8 (2.33%) Legal
9 7 (2.04%) Local Government
10 6 (1.75%) Billing
10 6 (1.75%) Social Housing
11 5 (1.46%) Aerospace
12 4 (1.17%) Games
13 3 (0.87%) Advertising
13 3 (0.87%) Law
14 1 (0.29%) Back Office
14 1 (0.29%) German Language
14 1 (0.29%) Investment Banking
14 1 (0.29%) Multimedia
Job Titles
1 130 (37.90%) Developer
2 76 (22.16%) Business Intelligence Developer
3 45 (13.12%) Architect
4 43 (12.54%) SQL Developer
5 37 (10.79%) Analyst
6 33 (9.62%) Data Engineer
6 33 (9.62%) Software Engineer
7 24 (7.00%) Data Architect
8 22 (6.41%) Consultant
8 22 (6.41%) SQL BI Developer
9 17 (4.96%) Senior Data Engineer
10 16 (4.66%) Business Intelligence Consultant
11 15 (4.37%) Solutions Architect
11 15 (4.37%) Test Analyst
12 14 (4.08%) DBA
13 12 (3.50%) Data Analyst
13 12 (3.50%) SSRS Developer
14 11 (3.21%) Data Warehouse Consultant
14 11 (3.21%) SQL Analyst
15 10 (2.92%) Senior Developer
Libraries, Frameworks & Software Standards
1 38 (11.08%) .NET
2 31 (9.04%) ASP.NET
3 30 (8.75%) WCF
3 30 (8.75%) WPF
4 20 (5.83%) Apache Flex
5 18 (5.25%) Web Services
6 15 (4.37%) XML
7 13 (3.79%) HTML
8 9 (2.62%) HTML5
9 8 (2.33%) JSON
10 7 (2.04%) AngularJS
10 7 (2.04%) CSS
10 7 (2.04%) MDX
11 6 (1.75%) Node.js
11 6 (1.75%) React
12 4 (1.17%) PySpark
12 4 (1.17%) REST
13 3 (0.87%) EDI
13 3 (0.87%) Kafka
14 2 (0.58%) JSP
Miscellaneous
1 52 (15.16%) Analytical Skills
2 13 (3.79%) Management Information System
3 11 (3.21%) Replication
4 9 (2.62%) Data Structures
5 5 (1.46%) Clustering
5 5 (1.46%) Smart Meter
6 4 (1.17%) Life Science
6 4 (1.17%) Mainframe
6 4 (1.17%) NHS
6 4 (1.17%) User Experience
7 3 (0.87%) Greenfield Project
8 2 (0.58%) Tandem
9 1 (0.29%) Data Centre
9 1 (0.29%) Driving Licence
9 1 (0.29%) EPoS
9 1 (0.29%) Hybrid Cloud
9 1 (0.29%) PKI
9 1 (0.29%) Reference Data
9 1 (0.29%) Virtual Team
9 1 (0.29%) W3C
Operating Systems
1 18 (5.25%) Linux
2 3 (0.87%) Windows
3 2 (0.58%) VME
4 1 (0.29%) Solaris
4 1 (0.29%) Unix
Processes & Methodologies
1 201 (58.60%) Business Intelligence
2 181 (52.77%) ETL
3 83 (24.20%) Agile Software Development
4 70 (20.41%) Data Modelling
5 65 (18.95%) Analytics
6 50 (14.58%) Data Integration
7 47 (13.70%) Coaching
8 44 (12.83%) SDLC
9 39 (11.37%) Mentoring
10 38 (11.08%) Software Engineering
11 36 (10.50%) Data Management
12 33 (9.62%) Visualisation
13 31 (9.04%) Problem-Solving
14 27 (7.87%) Kimball Methodology
15 25 (7.29%) Decision-Making
15 25 (7.29%) Project Management
16 24 (7.00%) Migration
17 23 (6.71%) Data Governance
17 23 (6.71%) Data Strategy
18 22 (6.41%) Data Engineering
Programming Languages
1 245 (71.43%) SQL
2 115 (33.53%) T-SQL
3 44 (12.83%) C#
3 44 (12.83%) JavaScript
4 36 (10.50%) Python
4 36 (10.50%) VBA
5 15 (4.37%) Bash Shell
6 13 (3.79%) PowerShell
7 11 (3.21%) Data Analysis Expressions (DAX)
8 10 (2.92%) Scala
9 9 (2.62%) R
10 8 (2.33%) U-SQL
11 7 (2.04%) Java
11 7 (2.04%) PHP
12 4 (1.17%) PL/SQL
13 2 (0.58%) C
14 1 (0.29%) Go
14 1 (0.29%) MATLAB
14 1 (0.29%) Perl
14 1 (0.29%) Ruby
Qualifications
1 19 (5.54%) Degree
2 11 (3.21%) ISTQB
3 5 (1.46%) ISEB
4 3 (0.87%) Computer Science Degree
5 2 (0.58%) APMP
5 2 (0.58%) CTC Cleared
5 2 (0.58%) Security Cleared
6 1 (0.29%) CCAB
6 1 (0.29%) DBS Check
Quality Assurance & Compliance
1 34 (9.91%) QA
2 18 (5.25%) Data Quality
3 7 (2.04%) GDPR
4 2 (0.58%) SLA
System Software
1 30 (8.75%) Tivoli Workload Scheduler
2 3 (0.87%) Oracle RAC
3 1 (0.29%) Active Directory
3 1 (0.29%) Citrix Hypervisor
3 1 (0.29%) Docker
3 1 (0.29%) HDFS
3 1 (0.29%) VMware Infrastructure
3 1 (0.29%) XenDesktop
Systems Management
1 30 (8.75%) Tivoli
2 7 (2.04%) HP ALM
3 2 (0.58%) Prometheus
3 2 (0.58%) SQL Sentry
4 1 (0.29%) Data Guard
4 1 (0.29%) Enterprise Manager Cloud Control
4 1 (0.29%) Grafana
4 1 (0.29%) Oracle RMAN
4 1 (0.29%) SCCM
Vendors
1 107 (31.20%) Microsoft
2 44 (12.83%) IBM
3 40 (11.66%) Tableau
4 34 (9.91%) Oracle
5 31 (9.04%) SAP
6 30 (8.75%) Informatica
7 23 (6.71%) Teradata
8 15 (4.37%) Cognos
9 12 (3.50%) Talend
10 10 (2.92%) Databricks
11 8 (2.33%) Google
12 7 (2.04%) HP
12 7 (2.04%) Vertica
13 6 (1.75%) Netezza
14 5 (1.46%) Intapp
14 5 (1.46%) Salesforce.com
14 5 (1.46%) SnapLogic
15 4 (1.17%) Adobe
16 3 (0.87%) DataFlux
16 3 (0.87%) Telerik