Period
to 27 January 2022

The table below provides summary statistics for permanent job vacancies with an option to work from home (WFH) and 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 27 January 2022 with a comparison to the same period in the previous 2 years.

Data Warehousing
UK > Work from Home
6 months to
27 Jan 2022
Same period 2021 Same period 2020
Rank 115 135 153
Rank change year-on-year +20 +18 -29
Permanent jobs citing Data Warehouse 844 253 138
As % of all permanent jobs with a WFH option 2.85% 2.26% 1.89%
As % of the Database & Business Intelligence category 10.42% 7.73% 6.77%
Number of salaries quoted 636 218 122
10th Percentile £41,250 £37,250 £33,750
25th Percentile £46,250 £45,575 £40,648
Median annual salary (50th Percentile) £62,500 £60,000 £52,750
Median % change year-on-year +4.17% +13.74% -12.08%
75th Percentile £82,500 £72,500 £73,438
90th Percentile £90,000 £86,625 £78,625
UK median annual salary £60,000 £60,000 £57,500
% 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 with a WFH option and a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
Work from Home
Permanent vacancies with a requirement for database or business intelligence skills 8,101 3,272 2,039
As % of all permanent jobs with a WFH option 27.32% 29.27% 27.99%
Number of salaries quoted 5,838 2,957 1,767
10th Percentile £37,500 £33,750 £33,750
25th Percentile £45,000 £41,250 £40,000
Median annual salary (50th Percentile) £60,000 £53,000 £50,000
Median % change year-on-year +13.21% +6.00% -4.76%
75th Percentile £77,500 £71,250 £70,000
90th Percentile £92,500 £81,750 £85,000
UK median annual salary £60,000 £55,000 £52,500
% change year-on-year +9.09% +4.76% -

Data Warehouse
Trend for Jobs with a WFH Option

Job vacancies with a work from home option citing Data Warehouse as a proportion of all IT jobs advertised.

Data Warehouse trend for jobs with a WFH option

Data Warehouse
Salary Trend for Jobs with a WFH Option

3-month moving average salary quoted in job vacancies with a work from home option citing Data Warehouse.

Data Warehouse salary trend for jobs with a WFH option

Data Warehouse
Salary Histogram for Jobs with a WFH Option

Salary distribution for jobs with a work from home option citing Data Warehouse over the 6 months to 27 January 2022.

Data Warehouse salary histogram for jobs with a WFH option

For the 6 months to 27 January 2022, Data Warehouse job roles required the following IT skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent jobs with a WFH option and a requirement for Data Warehouse.

1 605 (71.68%) Business Intelligence
2 595 (70.50%) SQL
3 390 (46.21%) Azure
4 378 (44.79%) ETL
5 353 (41.82%) Analytics
6 319 (37.80%) Power Platform
7 314 (37.20%) Power BI
8 300 (35.55%) Python
9 287 (34.00%) Microsoft
10 276 (32.70%) Data Modelling
11 270 (31.99%) Agile Software Development
12 255 (30.21%) SQL Server
13 201 (23.82%) Social Skills
14 197 (23.34%) Data Lake
15 191 (22.63%) Visualisation
16 188 (22.27%) Analytical Skills
17 175 (20.73%) SQL Server Integration Services
18 170 (20.14%) Finance
19 167 (19.79%) AWS
20 151 (17.89%) SQL Server Reporting Services
21 126 (14.93%) Big Data
22 124 (14.69%) Problem-Solving
23 121 (14.34%) Azure Data Factory
23 121 (14.34%) Azure SQL Data Warehouse
24 120 (14.22%) DevOps
24 120 (14.22%) Data Management
25 118 (13.98%) Data Engineering
26 116 (13.74%) Tableau
27 113 (13.39%) Oracle
28 110 (13.03%) Data Analysis

Data Warehouse
Co-occurring IT Skills with a WFH Option 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 62 (7.35%) Apache Spark
2 19 (2.25%) Apache
3 18 (2.13%) Apache Airflow
4 13 (1.54%) Confluence
4 13 (1.54%) SharePoint
5 12 (1.42%) Apache Pig
6 8 (0.95%) SAS
7 6 (0.71%) IIS
7 6 (0.71%) Oracle SOA Suite
7 6 (0.71%) SharePoint 2010
7 6 (0.71%) SharePoint 2013
8 1 (0.12%) BizTalk Server
8 1 (0.12%) Drupal
8 1 (0.12%) PowerExchange
Applications
1 105 (12.44%) Microsoft Excel
2 16 (1.90%) Microsoft Office
3 6 (0.71%) Chatbot
4 3 (0.36%) Oracle Smart View
5 2 (0.24%) Microsoft Project
5 2 (0.24%) Spreadsheet
6 1 (0.12%) Microsoft PowerPoint
Business Applications
1 6 (0.71%) Dynamics CRM
1 6 (0.71%) Maximo
2 4 (0.47%) Dynamics AX
2 4 (0.47%) Misys Midas
2 4 (0.47%) Oracle Applications
3 3 (0.36%) Oracle BPM
3 3 (0.36%) Oracle EBS
3 3 (0.36%) Oracle ERP
3 3 (0.36%) SAP S/4HANA
4 2 (0.24%) Avolution ABACUS
4 2 (0.24%) NetSuite
4 2 (0.24%) Unit4 Business World
5 1 (0.12%) IBM Planning Analytics
5 1 (0.12%) JDE OneWorld
5 1 (0.12%) Raiser's Edge
5 1 (0.12%) Shopify
Cloud Services
1 390 (46.21%) Azure
2 319 (37.80%) Power Platform
3 167 (19.79%) AWS
4 121 (14.34%) Azure Data Factory
5 94 (11.14%) GCP
6 77 (9.12%) Azure Synapse Analytics
7 47 (5.57%) GitHub
8 39 (4.62%) Amazon S3
9 37 (4.38%) Snowflake
10 31 (3.67%) Serverless
11 26 (3.08%) Google Data Studio
12 24 (2.84%) PaaS
13 21 (2.49%) SaaS
14 16 (1.90%) AWS CloudFormation
14 16 (1.90%) Azure Logic Apps
15 15 (1.78%) IaaS
15 15 (1.78%) PowerApps
16 14 (1.66%) Amazon Kinesis
16 14 (1.66%) Azure Functions
16 14 (1.66%) Google Compute Engine
Communications & Networking
1 8 (0.95%) Network Security
2 6 (0.71%) Firewall
2 6 (0.71%) HTTP
2 6 (0.71%) Intranet
3 5 (0.59%) FTP
4 4 (0.47%) Internet
4 4 (0.47%) VoIP
5 2 (0.24%) Skype
6 1 (0.12%) LAN
6 1 (0.12%) WAN
Database & Business Intelligence
1 314 (37.20%) Power BI
2 255 (30.21%) SQL Server
3 197 (23.34%) Data Lake
4 175 (20.73%) SQL Server Integration Services
5 151 (17.89%) SQL Server Reporting Services
6 126 (14.93%) Big Data
7 121 (14.34%) Azure SQL Data Warehouse
8 116 (13.74%) Tableau
9 104 (12.32%) MySQL
10 100 (11.85%) SQL Server Analysis Services
11 90 (10.66%) Azure SQL Database
12 87 (10.31%) Relational Database
13 68 (8.06%) NoSQL
14 61 (7.23%) Amazon Redshift
15 58 (6.87%) PostgreSQL
16 50 (5.92%) OLAP
17 47 (5.57%) BigQuery
18 42 (4.98%) Hadoop
18 42 (4.98%) Looker
19 38 (4.50%) SQL Server 2016
Development Applications
1 69 (8.18%) Git (software)
2 44 (5.21%) Visual Studio
3 41 (4.86%) JIRA
4 40 (4.74%) SQL Server Management Studio (SSMS)
5 25 (2.96%) Team Foundation Server
5 25 (2.96%) VSS/SourceSafe
6 21 (2.49%) Jenkins
7 7 (0.83%) Octopus Deploy
7 7 (0.83%) Spinnaker
8 6 (0.71%) Bitbucket
8 6 (0.71%) Storybook
8 6 (0.71%) webpack
9 4 (0.47%) ERwin
9 4 (0.47%) GitLab
10 3 (0.36%) Sonatype Nexus
10 3 (0.36%) TeamCity
11 2 (0.24%) Artifactory
11 2 (0.24%) Atlassian Bamboo
11 2 (0.24%) ER Studio
11 2 (0.24%) Visual Studio Team System
General
1 201 (23.82%) Social Skills
2 188 (22.27%) Analytical Skills
3 170 (20.14%) Finance
4 64 (7.58%) Publishing
5 26 (3.08%) Banking
6 21 (2.49%) Back Office
7 20 (2.37%) Law
7 20 (2.37%) Retail
8 17 (2.01%) Marketing
9 16 (1.90%) Public Sector
10 15 (1.78%) Pharmaceutical
11 14 (1.66%) Influencing Skills
12 13 (1.54%) Inclusion and Diversity
12 13 (1.54%) Legal
12 13 (1.54%) Local Government
12 13 (1.54%) Presentation Skills
13 10 (1.18%) Manufacturing
14 9 (1.07%) Social Housing
15 7 (0.83%) Advertising
16 6 (0.71%) Wearables
Job Titles
1 243 (28.79%) Developer
2 196 (23.22%) Data Engineer
3 115 (13.63%) Business Intelligence Developer
4 107 (12.68%) Analyst
5 73 (8.65%) Architect
5 73 (8.65%) SQL Developer
6 60 (7.11%) Data Architect
7 58 (6.87%) Administrator
8 55 (6.52%) Senior Developer
9 52 (6.16%) Data Administrator
10 45 (5.33%) Data Warehouse Developer
11 44 (5.21%) Azure Engineer
11 44 (5.21%) Business Intelligence Analyst
12 43 (5.09%) SQL BI Developer
13 41 (4.86%) Azure Developer
14 40 (4.74%) Project Manager
14 40 (4.74%) SSIS Developer
15 39 (4.62%) E-Commerce Administrator
16 35 (4.15%) SSRS Developer
17 30 (3.55%) IT Manager
Libraries, Frameworks & Software Standards
1 38 (4.50%) .NET
2 36 (4.27%) MDX
3 31 (3.67%) JSON
3 31 (3.67%) Kafka
4 26 (3.08%) ARM Templates
5 23 (2.73%) PySpark
6 20 (2.37%) XML
7 15 (1.78%) Apache Beam
8 14 (1.66%) REST
9 13 (1.54%) Node.js
10 11 (1.30%) YAML
11 9 (1.07%) .NET Core
11 9 (1.07%) .NET Framework
11 9 (1.07%) CSS
11 9 (1.07%) HTML
12 8 (0.95%) Vue.js
13 7 (0.83%) ASP.NET
13 7 (0.83%) ASP.NET MVC
13 7 (0.83%) Spark Streaming
13 7 (0.83%) Twitter Bootstrap
Miscellaneous
1 54 (6.40%) Driving Licence
2 28 (3.32%) Public Cloud
3 25 (2.96%) Data Protection Act
4 23 (2.73%) Data Structures
4 23 (2.73%) Self-Motivation
5 19 (2.25%) Algorithms
6 17 (2.01%) Greenfield Project
6 17 (2.01%) Management Information System
7 16 (1.90%) Cloud Native
7 16 (1.90%) Video Conferencing
8 13 (1.54%) Biotechnology
9 12 (1.42%) Housing Association
9 12 (1.42%) NHS
10 7 (0.83%) User Experience
11 6 (0.71%) Analytical Mindset
11 6 (0.71%) Clustering
11 6 (0.71%) Life Science
11 6 (0.71%) Reference Data
11 6 (0.71%) Virtual Team
12 5 (0.59%) Enterprise Software
Operating Systems
1 22 (2.61%) Linux
2 17 (2.01%) Windows
3 16 (1.90%) Unix
4 6 (0.71%) Solaris
4 6 (0.71%) VMS
5 4 (0.47%) Windows Server
6 1 (0.12%) Red Hat Enterprise Linux
Processes & Methodologies
1 605 (71.68%) Business Intelligence
2 378 (44.79%) ETL
3 353 (41.82%) Analytics
4 276 (32.70%) Data Modelling
5 270 (31.99%) Agile Software Development
6 191 (22.63%) Visualisation
7 124 (14.69%) Problem-Solving
8 120 (14.22%) Data Management
8 120 (14.22%) DevOps
9 118 (13.98%) Data Engineering
10 110 (13.03%) Data Analysis
11 107 (12.68%) Data Architecture
11 107 (12.68%) Data Science
12 103 (12.20%) Data Visualisation
13 99 (11.73%) Data Pipeline
14 95 (11.26%) Scrum
15 89 (10.55%) Business Analytics
16 79 (9.36%) Data Analytics
17 77 (9.12%) Artificial Intelligence
17 77 (9.12%) Stakeholder Management
Programming Languages
1 595 (70.50%) SQL
2 300 (35.55%) Python
3 104 (12.32%) C#
4 95 (11.26%) T-SQL
5 86 (10.19%) R
6 78 (9.24%) Java
7 53 (6.28%) VB
8 47 (5.57%) Scala
9 44 (5.21%) Data Analysis Expressions (DAX)
10 39 (4.62%) PowerShell
11 20 (2.37%) JavaScript
12 19 (2.25%) Java 8
13 14 (1.66%) PL/SQL
14 12 (1.42%) C
15 6 (0.71%) ES6
15 6 (0.71%) ES7
15 6 (0.71%) TypeScript
15 6 (0.71%) X++
16 5 (0.59%) Bash
16 5 (0.59%) Ruby
Qualifications
1 59 (6.99%) Degree
2 23 (2.73%) Security Cleared
3 14 (1.66%) Microsoft Certification
4 13 (1.54%) SC Cleared
5 7 (0.83%) Computer Science Degree
6 6 (0.71%) ISTQB
6 6 (0.71%) Master's Degree
6 6 (0.71%) MCPD
7 5 (0.59%) Oracle Certification
7 5 (0.59%) PhD
8 4 (0.47%) ITIL Certification
9 3 (0.36%) BPSS Clearance
10 2 (0.24%) CTC Cleared
10 2 (0.24%) ISEB
10 2 (0.24%) MBCS
11 1 (0.12%) Chartered Engineer
11 1 (0.12%) MCSE
11 1 (0.12%) PMP
11 1 (0.12%) PRINCE2 Certification
11 1 (0.12%) PRINCE2 Practitioner
Quality Assurance & Compliance
1 88 (10.43%) Data Quality
2 55 (6.52%) QA
3 45 (5.33%) GDPR
4 37 (4.38%) PMO
5 4 (0.47%) SLA
6 3 (0.36%) Sarbanes-Oxley
7 2 (0.24%) Accessibility
8 1 (0.12%) ISO 9001
8 1 (0.12%) NCSC
8 1 (0.12%) PCI DSS
System Software
1 47 (5.57%) Docker
2 4 (0.47%) Active Directory
3 2 (0.24%) VMware Infrastructure
4 1 (0.12%) HDFS
Systems Management
1 34 (4.03%) Kubernetes
2 27 (3.20%) Terraform
3 13 (1.54%) Ansible
4 11 (1.30%) Oozie
5 5 (0.59%) logstash
6 4 (0.47%) BMC PATROL
6 4 (0.47%) Opscode Chef
7 3 (0.36%) Hadoop YARN
7 3 (0.36%) Puppet
8 2 (0.24%) Control-M
8 2 (0.24%) Rancher
8 2 (0.24%) Single Sign-On
9 1 (0.12%) Grafana
9 1 (0.12%) Kibana
9 1 (0.12%) Rundeck
Vendors
1 287 (34.00%) Microsoft
2 113 (13.39%) Oracle
3 102 (12.09%) Databricks
4 70 (8.29%) Google
5 69 (8.18%) Informatica
6 29 (3.44%) Adobe
6 29 (3.44%) Apple
7 26 (3.08%) Cognos
8 23 (2.73%) Talend
9 20 (2.37%) Cloudera
10 18 (2.13%) Hortonworks
10 18 (2.13%) Teradata
11 14 (1.66%) IBM
11 14 (1.66%) SAP
11 14 (1.66%) StreamSets
12 10 (1.18%) Civica
13 9 (1.07%) Alteryx
14 7 (0.83%) Anaplan
14 7 (0.83%) MicroStrategy
15 6 (0.71%) Salesforce.com