Period
to 17 October 2021

The following table provides summary statistics for permanent job vacancies advertised in the Midlands 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 17 October 2021 with a comparison to the same period in the previous 2 years.

Data Warehousing
England > Midlands
6 months to
17 Oct 2021
Same period 2020 Same period 2019
Rank 96 71 118
Rank change year-on-year -25 +47 +10
Permanent jobs citing Data Warehouse 325 148 293
As % of all permanent jobs advertised in the Midlands 3.10% 3.77% 2.60%
As % of the Database & Business Intelligence category 12.61% 11.43% 9.73%
Number of salaries quoted 263 115 258
10th Percentile £33,550 £32,500 £31,250
25th Percentile £40,000 £39,000 £36,575
Median annual salary (50th Percentile) £50,000 £50,000 £45,000
Median % change year-on-year - +11.11% -
75th Percentile £65,000 £60,625 £53,000
90th Percentile £72,500 £75,750 £66,250
England median annual salary £60,000 £57,500 £55,000
% change year-on-year +4.35% +4.55% -

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 Midlands with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
Midlands
Permanent vacancies with a requirement for database or business intelligence skills 2,578 1,295 3,011
As % of all permanent IT jobs advertised in the Midlands 24.55% 33.00% 26.72%
Number of salaries quoted 1,972 1,073 2,623
10th Percentile £31,000 £31,000 £27,250
25th Percentile £36,250 £35,000 £32,500
Median annual salary (50th Percentile) £47,500 £45,000 £42,500
Median % change year-on-year +5.56% +5.88% -
75th Percentile £60,000 £57,000 £52,500
90th Percentile £70,000 £65,950 £63,750
England median annual salary £58,500 £55,000 £52,500
% change year-on-year +6.36% +4.76% +5.00%

Data Warehouse
Job Vacancy Trend in the Midlands

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

Job vacancy trend for Data Warehouse in the Midlands

Data Warehouse
Salary Trend in the Midlands

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

Salary trend for Data Warehouse in the Midlands

Data Warehouse
Salary Histogram in the Midlands

Salary distribution for jobs citing Data Warehouse in the Midlands over the 6 months to 17 October 2021.

Salary histogram for Data Warehouse in the Midlands

Data Warehouse
Job Locations in the Midlands

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Warehouse within the Midlands region over the 6 months to 17 October 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
West Midlands -14 242 £52,500 +5.00% 53
East Midlands -50 83 £47,500 - 27
Data Warehouse
England

For the 6 months to 17 October 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 Midlands region with a requirement for Data Warehouse.

1 238 (73.23%) Business Intelligence
2 225 (69.23%) SQL
3 158 (48.62%) ETL
4 155 (47.69%) Power Platform
5 150 (46.15%) Power BI
6 146 (44.92%) Azure
7 136 (41.85%) Analytics
8 123 (37.85%) Data Modelling
9 106 (32.62%) Microsoft
10 97 (29.85%) SQL Server
11 86 (26.46%) Social Skills
12 83 (25.54%) SQL Server Integration Services
13 77 (23.69%) Agile Software Development
14 75 (23.08%) Analytical Skills
15 74 (22.77%) Data Lake
15 74 (22.77%) Problem-Solving
16 70 (21.54%) Azure Data Factory
16 70 (21.54%) Visualisation
17 66 (20.31%) SQL Server Reporting Services
18 63 (19.38%) Python
19 62 (19.08%) Data Analysis
20 58 (17.85%) Finance
21 54 (16.62%) Databricks
22 51 (15.69%) T-SQL
23 49 (15.08%) Azure Synapse Analytics
24 48 (14.77%) SQL Server Analysis Services
25 46 (14.15%) Azure SQL Database
26 45 (13.85%) Data Architecture
26 45 (13.85%) Data Pipeline
27 44 (13.54%) DevOps

Data Warehouse
Co-occurring IT Skills in the Midlands 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 10 (3.08%) Apache Spark
2 8 (2.46%) Confluence
2 8 (2.46%) SAS
3 6 (1.85%) Apache Airflow
4 5 (1.54%) Apache
5 4 (1.23%) Luigi
6 1 (0.31%) Apache Synapse
6 1 (0.31%) Elasticsearch
6 1 (0.31%) OpenStack
6 1 (0.31%) SharePoint
Applications
1 23 (7.08%) Microsoft Excel
2 5 (1.54%) MS Visio
3 4 (1.23%) Chatbot
3 4 (1.23%) Spreadsheet
4 3 (0.92%) Microsoft Office
4 3 (0.92%) Microsoft PowerPoint
5 2 (0.62%) Microsoft Project
Business Applications
1 20 (6.15%) NetSuite
2 6 (1.85%) Academy Revenues and Benefits
3 1 (0.31%) Dynamics CRM
3 1 (0.31%) Remedy ITSM
3 1 (0.31%) SAP BPC
Cloud Services
1 155 (47.69%) Power Platform
2 146 (44.92%) Azure
3 70 (21.54%) Azure Data Factory
4 49 (15.08%) Azure Synapse Analytics
5 34 (10.46%) AWS
6 27 (8.31%) SaaS
7 16 (4.92%) GCP
8 12 (3.69%) GitHub
9 11 (3.38%) Microsoft 365
10 10 (3.08%) Azure Stack
11 8 (2.46%) PaaS
11 8 (2.46%) PowerApps
12 5 (1.54%) Azure Service Bus
13 4 (1.23%) Azure Event Grid
13 4 (1.23%) Dynamics 365
13 4 (1.23%) Google Analytics
13 4 (1.23%) Google Sheets
13 4 (1.23%) IaaS
13 4 (1.23%) Serverless
13 4 (1.23%) Snowflake
Communications & Networking
1 6 (1.85%) Internet
2 3 (0.92%) SMS
Database & Business Intelligence
1 150 (46.15%) Power BI
2 97 (29.85%) SQL Server
3 83 (25.54%) SQL Server Integration Services
4 74 (22.77%) Data Lake
5 66 (20.31%) SQL Server Reporting Services
6 48 (14.77%) SQL Server Analysis Services
7 46 (14.15%) Azure SQL Database
8 41 (12.62%) Azure SQL Data Warehouse
9 36 (11.08%) Big Data
10 32 (9.85%) Tableau
11 22 (6.77%) Enterprise Data Warehouse
11 22 (6.77%) Relational Database
12 19 (5.85%) OLAP
13 18 (5.54%) PostgreSQL
14 15 (4.62%) MySQL
15 14 (4.31%) Amazon Redshift
15 14 (4.31%) NoSQL
16 13 (4.00%) OLTP
17 12 (3.69%) Microsoft Analysis Services
18 11 (3.38%) Hadoop
Development Applications
1 18 (5.54%) Visual Studio
2 15 (4.62%) JIRA
2 15 (4.62%) SQL Server Management Studio (SSMS)
3 13 (4.00%) Git (software)
4 4 (1.23%) Team Foundation Server
4 4 (1.23%) Visual Studio Code
4 4 (1.23%) VSS/SourceSafe
5 1 (0.31%) Axure RP
5 1 (0.31%) GitLab
5 1 (0.31%) Visual Studio Team System
General
1 86 (26.46%) Social Skills
2 75 (23.08%) Analytical Skills
3 58 (17.85%) Finance
4 17 (5.23%) Publishing
5 12 (3.69%) Public Sector
6 11 (3.38%) Influencing Skills
6 11 (3.38%) Marketing
7 9 (2.77%) Law
7 9 (2.77%) Presentation Skills
8 6 (1.85%) Automotive
8 6 (1.85%) Local Government
8 6 (1.85%) Organisational Skills
8 6 (1.85%) Social Housing
9 5 (1.54%) Retail
10 4 (1.23%) Inclusion and Diversity
11 3 (0.92%) Back Office
12 2 (0.62%) Legal
12 2 (0.62%) Manufacturing
12 2 (0.62%) Telecoms
13 1 (0.31%) Advertising
Job Titles
1 91 (28.00%) Developer
2 83 (25.54%) Data Engineer
3 66 (20.31%) Analyst
4 59 (18.15%) Business Intelligence Developer
5 29 (8.92%) Architect
6 28 (8.62%) Data Analyst
7 27 (8.31%) Data Architect
8 19 (5.85%) Azure Engineer
8 19 (5.85%) Consultant
9 18 (5.54%) SQL Developer
10 14 (4.31%) Power BI Developer
11 13 (4.00%) Business Analyst
12 11 (3.38%) Data Warehouse Developer
12 11 (3.38%) Senior Data Engineer
12 11 (3.38%) SQL Analyst
13 10 (3.08%) Azure Architect
13 10 (3.08%) Business Intelligence Analyst
13 10 (3.08%) Data Consultant
14 9 (2.77%) Business Intelligence Manager
14 9 (2.77%) NetSuite Consultant
Libraries, Frameworks & Software Standards
1 14 (4.31%) MDX
2 13 (4.00%) .NET
3 8 (2.46%) PySpark
4 7 (2.15%) Kafka
5 6 (1.85%) JSON
5 6 (1.85%) XML
6 5 (1.54%) .NET Core
7 4 (1.23%) Apache Beam
7 4 (1.23%) Apache NiFi
7 4 (1.23%) NumPy
7 4 (1.23%) Pandas
7 4 (1.23%) YAML
8 3 (0.92%) .NET Framework
8 3 (0.92%) Web Services
9 2 (0.62%) Dask
9 2 (0.62%) NLTK
9 2 (0.62%) SciPy
9 2 (0.62%) SpaCy
10 1 (0.31%) Apache Avro
10 1 (0.31%) REST
Miscellaneous
1 42 (12.92%) Data Structures
2 19 (5.85%) Management Information System
3 15 (4.62%) AS400
3 15 (4.62%) iSeries
3 15 (4.62%) Self-Motivation
4 13 (4.00%) Data Protection Act
5 11 (3.38%) Housing Association
6 10 (3.08%) Clustering
7 6 (1.85%) Analytical Mindset
7 6 (1.85%) Industry 4.0
7 6 (1.85%) Internet of Things
7 6 (1.85%) Replication
7 6 (1.85%) Social Media
8 5 (1.54%) Life Science
8 5 (1.54%) Public Cloud
9 1 (0.31%) Algorithms
9 1 (0.31%) Data Centre
9 1 (0.31%) Driving Licence
9 1 (0.31%) Mashup
9 1 (0.31%) User Experience
Operating Systems
1 13 (4.00%) Unix
2 7 (2.15%) Linux
3 1 (0.31%) Android
3 1 (0.31%) Apple iOS
3 1 (0.31%) Windows
Processes & Methodologies
1 238 (73.23%) Business Intelligence
2 158 (48.62%) ETL
3 136 (41.85%) Analytics
4 123 (37.85%) Data Modelling
5 77 (23.69%) Agile Software Development
6 74 (22.77%) Problem-Solving
7 70 (21.54%) Visualisation
8 62 (19.08%) Data Analysis
9 45 (13.85%) Data Architecture
9 45 (13.85%) Data Pipeline
10 44 (13.54%) DevOps
11 35 (10.77%) Data Analytics
12 34 (10.46%) Decision-Making
13 32 (9.85%) Data Science
13 32 (9.85%) Migration
14 29 (8.92%) Data Engineering
14 29 (8.92%) Data Governance
14 29 (8.92%) Software Testing
15 28 (8.62%) Data Strategy
15 28 (8.62%) Stakeholder Management
Programming Languages
1 225 (69.23%) SQL
2 63 (19.38%) Python
3 51 (15.69%) T-SQL
4 24 (7.38%) Data Analysis Expressions (DAX)
5 18 (5.54%) C#
5 18 (5.54%) R
6 16 (4.92%) Java
7 13 (4.00%) PowerShell
8 12 (3.69%) PL/SQL
9 8 (2.46%) C++
10 6 (1.85%) Shell Script
11 5 (1.54%) C
12 4 (1.23%) HiveQL
12 4 (1.23%) Scala
13 3 (0.92%) U-SQL
13 3 (0.92%) VB.NET
13 3 (0.92%) VBA
14 2 (0.62%) JavaScript
14 2 (0.62%) Perl
15 1 (0.31%) VB
Qualifications
1 24 (7.38%) Degree
2 13 (4.00%) SC Cleared
2 13 (4.00%) Security Cleared
3 8 (2.46%) Microsoft Certification
4 7 (2.15%) BPSS Clearance
5 1 (0.31%) ISEB
5 1 (0.31%) ISTQB
5 1 (0.31%) ISTQB Advanced Certification
5 1 (0.31%) ISTQB Foundation Certification
5 1 (0.31%) MySQL Certification
5 1 (0.31%) Numerate Degree
5 1 (0.31%) SAS Certification
Quality Assurance & Compliance
1 42 (12.92%) Data Quality
2 37 (11.38%) QA
3 15 (4.62%) Sarbanes-Oxley
4 10 (3.08%) GDPR
5 6 (1.85%) SLA
6 3 (0.92%) ISO/IEC 27001
7 2 (0.62%) PMO
8 1 (0.31%) Accessibility
8 1 (0.31%) NIST
System Software
1 8 (2.46%) VMware Infrastructure
2 5 (1.54%) Hyper-V
3 4 (1.23%) HDFS
4 2 (0.62%) Active Directory
Systems Management
1 1 (0.31%) Ansible
1 1 (0.31%) BMC PATROL
1 1 (0.31%) Control-M
1 1 (0.31%) Kibana
1 1 (0.31%) Opscode Chef
1 1 (0.31%) Proxmox
1 1 (0.31%) Terraform
Vendors
1 106 (32.62%) Microsoft
2 54 (16.62%) Databricks
3 39 (12.00%) Oracle
4 22 (6.77%) Google
5 17 (5.23%) JD Edwards
6 15 (4.62%) LANSA
7 12 (3.69%) Informatica
8 8 (2.46%) Talend
8 8 (2.46%) VMware
9 7 (2.15%) Cognos
9 7 (2.15%) SAP
10 6 (1.85%) Salesforce.com
11 5 (1.54%) HubSpot
12 4 (1.23%) Civica
12 4 (1.23%) dotdigital
13 3 (0.92%) Citrix
14 1 (0.31%) BMC
14 1 (0.31%) DataFlux
14 1 (0.31%) IBM
14 1 (0.31%) Remedy