Job Vacancy Trend Salary Trend Salary Histogram Skill Sets
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