Period
to 19 November 2019

The following table provides summary statistics for permanent job vacancies advertised in England 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 19 November 2019 with a comparison to the same period in the previous 2 years.

Data Warehousing
UK > England
6 months to
19 Nov 2019
Same period 2018 Same period 2017
Rank 109 113 118
Rank change year-on-year +4 +5 -9
Permanent jobs citing Data Warehouse 3,666 4,400 4,655
As % of all permanent IT jobs advertised in England 2.90% 2.92% 2.78%
As % of the Database & Business Intelligence category 10.82% 10.01% 9.23%
Number of salaries quoted 3,066 3,648 3,714
England median annual salary £55,000 £55,000 £52,500
Median salary % change year-on-year - +4.76% -4.55%
10th Percentile £36,250 £35,000 £32,500
90th Percentile £85,000 £85,000 £77,500
UK median annual salary £55,000 £55,000 £51,000
% change year-on-year - +7.84% -4.67%

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 England with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
England
Permanent vacancies with a requirement for database or business intelligence skills 33,871 43,937 50,452
As % of all permanent IT jobs advertised in England 26.80% 29.12% 30.17%
Number of salaries quoted 28,267 36,347 41,903
England median annual salary £52,500 £51,500 £50,000
Median salary % change year-on-year +1.94% +3.00% +5.26%
10th Percentile £31,790 £31,250 £30,000
90th Percentile £87,500 £85,000 £77,500
UK median annual salary £52,500 £50,000 £47,500
% change year-on-year +5.00% +5.26% -

Data Warehouse
Job Vacancy Trend in England

Job postings citing Data Warehouse as a percentage of all IT jobs advertised in England.

Job vacancy trend for Data Warehouse in England

Data Warehouse
Salary Trend in England

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Data Warehouse in England.

Salary trend for Data Warehouse in England

Data Warehouse
Salary Histogram in England

The salary distribution of IT jobs citing Data Warehouse in England over the 6 months to 19 November 2019.

Salary histogram for Data Warehouse in England

Data Warehouse
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Warehouse within the England region over the 6 months to 19 November 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
London +7 2,063 £65,000 +4.00% 153
North of England +11 532 £45,412 +0.92% 97
South East -48 383 £50,000 -4.31% 53
North West +32 320 £47,500 +5.56% 62
Midlands +10 298 £45,000 - 44
West Midlands +65 217 £47,500 +5.56% 33
South West -16 213 £50,000 - 27
Yorkshire -14 169 £45,000 -5.26% 26
East of England +10 163 £47,500 - 26
East Midlands -43 81 £45,000 +5.88% 11
North East +12 44 £43,971 -21.83% 9
Data Warehouse
UK

For the 6 months to 19 November 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 England region with a requirement for Data Warehouse.

1 2,433 (66.37%) SQL
2 2,297 (62.66%) Business Intelligence
3 1,667 (45.47%) ETL
4 1,659 (45.25%) SQL Server
5 1,351 (36.85%) SQL Server Integration Services
6 1,202 (32.79%) Analytics
7 1,183 (32.27%) Power Platform
8 1,180 (32.19%) Power BI
9 1,138 (31.04%) Microsoft
10 1,060 (28.91%) Azure
11 1,044 (28.48%) Agile Software Development
12 1,037 (28.29%) SQL Server Reporting Services
13 947 (25.83%) Data Modelling
14 936 (25.53%) SQL Server Analysis Services
15 863 (23.54%) Finance
16 775 (21.14%) T-SQL
17 692 (18.88%) Python
18 646 (17.62%) Visualisation
19 639 (17.43%) Big Data
20 608 (16.58%) Analytical Skills
21 579 (15.79%) Tableau
22 577 (15.74%) AWS
23 487 (13.28%) Oracle
24 459 (12.52%) Data Lake
25 422 (11.51%) Data Management
26 411 (11.21%) Data Quality
27 403 (10.99%) C#
28 394 (10.75%) Problem-Solving
29 367 (10.01%) Migration
30 355 (9.68%) Relational Database

Data Warehouse
Co-occurring IT Skills in England 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
1 260 (7.09%) Apache Spark
2 107 (2.92%) SharePoint
3 104 (2.84%) SAS
4 80 (2.18%) Apache
5 52 (1.42%) Apache Airflow
6 38 (1.04%) Confluence
7 26 (0.71%) IIS
7 26 (0.71%) Oracle SOA Suite
8 20 (0.55%) Apache Pig
9 12 (0.33%) Elasticsearch
10 11 (0.30%) BizTalk Server
11 10 (0.27%) PowerExchange
12 9 (0.25%) WordPress
13 8 (0.22%) MS Exchange
13 8 (0.22%) Tomcat
14 7 (0.19%) CMS
14 7 (0.19%) Oracle Workflow
15 6 (0.16%) Luigi
15 6 (0.16%) SharePoint 2013
16 5 (0.14%) Apache Solr
Applications
1 262 (7.15%) Microsoft Excel
2 87 (2.37%) Microsoft Office
3 34 (0.93%) Spreadsheet
4 24 (0.65%) MS Visio
5 15 (0.41%) Microsoft PowerPoint
6 7 (0.19%) SPSS
7 6 (0.16%) Microsoft Project
8 4 (0.11%) InfoPath
9 1 (0.027%) Adobe Premiere
9 1 (0.027%) SPSS Modeler
Business Applications
1 54 (1.47%) Dynamics CRM
2 27 (0.74%) Cognos Business Intelligence
3 19 (0.52%) Dynamics NAV
4 12 (0.33%) SAP ERP
5 10 (0.27%) Dynamics GP
6 9 (0.25%) JDE OneWorld
6 9 (0.25%) SAP Hybris
6 9 (0.25%) SAP Oil and Gas
7 8 (0.22%) Dynamics AX
7 8 (0.22%) Markit EDM
8 6 (0.16%) NetSuite
8 6 (0.16%) OPENHousing
9 5 (0.14%) FastStats
9 5 (0.14%) Oracle ERP
10 4 (0.11%) Adobe Campaign
10 4 (0.11%) Hyperion Planning
10 4 (0.11%) Oracle Receivables
10 4 (0.11%) Remedy ITSM
10 4 (0.11%) SAP BPC
11 3 (0.082%) Sparx Enterprise Architect
Cloud Services
1 1,183 (32.27%) Power Platform
2 1,060 (28.91%) Azure
3 577 (15.74%) AWS
4 245 (6.68%) GCP
5 201 (5.48%) Azure Data Factory
6 103 (2.81%) PaaS
7 96 (2.62%) SaaS
8 61 (1.66%) Cloud Computing
9 58 (1.58%) Serverless
10 55 (1.50%) Office 365
11 52 (1.42%) Amazon S3
12 44 (1.20%) IaaS
13 43 (1.17%) Google Analytics
14 35 (0.95%) PowerApps
15 27 (0.74%) Data Lake Analytics
16 26 (0.71%) Azure Functions
17 25 (0.68%) AWS Lambda
17 25 (0.68%) Dynamics 365
18 24 (0.65%) GitHub
19 20 (0.55%) Amazon EMR
Communications & Networking
1 20 (0.55%) Internet
2 16 (0.44%) FTP
2 16 (0.44%) SAN
3 11 (0.30%) DNS
4 9 (0.25%) Wi-Fi
5 7 (0.19%) Intranet
6 6 (0.16%) Network Security
7 5 (0.14%) ATM
7 5 (0.14%) DHCP
8 4 (0.11%) DSL
8 4 (0.11%) Fibre Channel
8 4 (0.11%) SMS
9 3 (0.082%) Firewall
9 3 (0.082%) HTTP
9 3 (0.082%) NAS
9 3 (0.082%) Radio Access Network
9 3 (0.082%) TCP/IP
10 2 (0.055%) Broadband
10 2 (0.055%) Kerberos
10 2 (0.055%) WLAN
Database & Business Intelligence
1 1,659 (45.25%) SQL Server
2 1,351 (36.85%) SQL Server Integration Services
3 1,180 (32.19%) Power BI
4 1,037 (28.29%) SQL Server Reporting Services
5 936 (25.53%) SQL Server Analysis Services
6 639 (17.43%) Big Data
7 459 (12.52%) Data Lake
8 355 (9.68%) Relational Database
9 350 (9.55%) Hadoop
10 246 (6.71%) Azure SQL Data Warehouse
11 238 (6.49%) Azure SQL Database
12 220 (6.00%) NoSQL
13 210 (5.73%) Amazon Redshift
14 206 (5.62%) QlikView
15 198 (5.40%) Microsoft Analysis Services
16 173 (4.72%) BusinessObjects
17 158 (4.31%) PostgreSQL
18 155 (4.23%) OLAP
19 154 (4.20%) Snowflake Schema
20 143 (3.90%) Oracle Database
Development Applications
1 180 (4.91%) Git (software)
2 120 (3.27%) JIRA
3 92 (2.51%) Visual Studio
4 85 (2.32%) Team Foundation Server
5 56 (1.53%) Jenkins
6 40 (1.09%) Bitbucket
7 36 (0.98%) ERwin
8 35 (0.95%) SQL Server Management Studio (SSMS)
9 31 (0.85%) Subversion
10 28 (0.76%) Selenium
11 26 (0.71%) Maven
12 25 (0.68%) Cucumber
13 22 (0.60%) Artifactory
14 21 (0.57%) Oracle Forms
15 20 (0.55%) IBM UrbanCode
16 16 (0.44%) Atlassian Bamboo
17 15 (0.41%) Oracle APEX
17 15 (0.41%) ProC
18 14 (0.38%) ER Studio
19 13 (0.35%) PowerDesigner
General
1 863 (23.54%) Finance
2 242 (6.60%) Retail
3 187 (5.10%) Banking
4 162 (4.42%) Marketing
5 82 (2.24%) Telecoms
6 77 (2.10%) Public Sector
7 61 (1.66%) Legal
8 57 (1.55%) Manufacturing
9 45 (1.23%) Games
10 41 (1.12%) Advertising
11 32 (0.87%) Billing
12 26 (0.71%) Law
13 21 (0.57%) Electronics
14 20 (0.55%) Investment Banking
15 19 (0.52%) Back Office
16 18 (0.49%) Automotive
16 18 (0.49%) Publishing
17 15 (0.41%) Pharmaceutical
18 14 (0.38%) Financial Institution
19 10 (0.27%) Aerospace
Job Titles
1 1,438 (39.23%) Developer
2 797 (21.74%) Business Intelligence Developer
3 563 (15.36%) Analyst
4 438 (11.95%) SQL Developer
5 416 (11.35%) Data Engineer
6 413 (11.27%) Architect
7 263 (7.17%) Data Architect
8 208 (5.67%) Business Intelligence Analyst
9 206 (5.62%) Senior Developer
10 173 (4.72%) SQL BI Developer
11 171 (4.66%) Data Analyst
12 160 (4.36%) Data Warehouse Developer
13 151 (4.12%) Business Developer
14 133 (3.63%) Consultant
15 128 (3.49%) DBA
16 114 (3.11%) SSIS Developer
17 112 (3.06%) Senior Business Intelligence Developer
18 110 (3.00%) SSRS Developer
19 108 (2.95%) SQL Server Developer
20 104 (2.84%) Business Analyst
Libraries, Frameworks & Software Standards
1 309 (8.43%) .NET
2 173 (4.72%) MDX
3 170 (4.64%) Web Services
4 105 (2.86%) Kafka
5 88 (2.40%) ASP.NET
6 71 (1.94%) HTML
7 65 (1.77%) XML
8 60 (1.64%) .NET Framework
9 54 (1.47%) REST
10 53 (1.45%) JSON
11 47 (1.28%) WCF
12 37 (1.01%) CSS
12 37 (1.01%) React
13 36 (0.98%) Entity Framework
14 34 (0.93%) HTML5
15 32 (0.87%) AngularJS
15 32 (0.87%) WPF
16 26 (0.71%) WinForms
17 25 (0.68%) D3.js
18 23 (0.63%) Node.js
Miscellaneous
1 608 (16.58%) Analytical Skills
2 212 (5.78%) Management Information System
3 138 (3.76%) Data Structures
4 97 (2.65%) Greenfield Project
5 68 (1.85%) Self-Motivation
6 56 (1.53%) Data Centre
7 49 (1.34%) Reinsurance
8 48 (1.31%) Algorithms
8 48 (1.31%) NHS
9 43 (1.17%) Public Cloud
9 43 (1.17%) User Experience
10 37 (1.01%) Replication
11 29 (0.79%) Virtual Team
12 25 (0.68%) Private Cloud
13 23 (0.63%) Taxonomies
14 22 (0.60%) Clustering
15 20 (0.55%) FMCG
16 18 (0.49%) Hedge funds
16 18 (0.49%) Reference Data
17 16 (0.44%) Fixed Income
Operating Systems
1 162 (4.42%) Windows
2 155 (4.23%) Linux
3 136 (3.71%) Unix
4 70 (1.91%) Windows Server
5 14 (0.38%) Red Hat Enterprise Linux
6 12 (0.33%) Windows 10
7 11 (0.30%) Windows 7
8 10 (0.27%) Windows Server 2012
9 9 (0.25%) Oracle Linux
9 9 (0.25%) Solaris
10 8 (0.22%) Windows Server 2008
11 7 (0.19%) Android
12 6 (0.16%) Apple iOS
12 6 (0.16%) VME
13 5 (0.14%) Windows XP
14 4 (0.11%) Windows 8
15 2 (0.055%) AIX
15 2 (0.055%) Windows Server 2003
16 1 (0.027%) VMS
16 1 (0.027%) zOS
Processes & Methodologies
1 2,297 (62.66%) Business Intelligence
2 1,667 (45.47%) ETL
3 1,202 (32.79%) Analytics
4 1,044 (28.48%) Agile Software Development
5 947 (25.83%) Data Modelling
6 646 (17.62%) Visualisation
7 422 (11.51%) Data Management
8 394 (10.75%) Problem-Solving
9 367 (10.01%) Migration
10 349 (9.52%) Data Visualisation
11 345 (9.41%) Data Science
12 336 (9.17%) Data Architecture
13 328 (8.95%) DevOps
14 321 (8.76%) Data Integration
15 293 (7.99%) Data Analytics
16 275 (7.50%) Data Analysis
17 273 (7.45%) Decision-Making
18 257 (7.01%) Kimball Methodology
19 233 (6.36%) Scrum
20 220 (6.00%) Data Engineering
Programming Languages
1 2,433 (66.37%) SQL
2 775 (21.14%) T-SQL
3 692 (18.88%) Python
4 403 (10.99%) C#
5 294 (8.02%) Data Analysis Expressions (DAX)
6 289 (7.88%) Java
7 234 (6.38%) R
8 227 (6.19%) PL/SQL
9 127 (3.46%) VBA
10 116 (3.16%) JavaScript
11 113 (3.08%) Scala
12 101 (2.76%) PowerShell
13 58 (1.58%) VB
14 54 (1.47%) Bash Shell
15 51 (1.39%) Shell Script
16 37 (1.01%) VB.NET
17 34 (0.93%) Java 8
18 32 (0.87%) C
19 22 (0.60%) Perl
20 18 (0.49%) Go
Qualifications
1 306 (8.35%) Degree
2 109 (2.97%) Computer Science Degree
3 44 (1.20%) Security Cleared
4 27 (0.74%) Microsoft Certification
5 23 (0.63%) ISTQB
6 16 (0.44%) TOGAF Certification
7 14 (0.38%) ITIL Foundation Certificate
8 13 (0.35%) MCSA
9 12 (0.33%) ITIL Certification
9 12 (0.33%) PhD
9 12 (0.33%) SC Cleared
10 11 (0.30%) Master's Degree
11 10 (0.27%) MBA
12 8 (0.22%) Numerate Degree
13 7 (0.19%) PMI Certification
14 6 (0.16%) DBS Check
14 6 (0.16%) ISEB
14 6 (0.16%) ISTQB Foundation Certification
15 5 (0.14%) PMP
16 4 (0.11%) CTC Cleared
Quality Assurance & Compliance
1 411 (11.21%) Data Quality
2 157 (4.28%) QA
3 64 (1.75%) GDPR
4 44 (1.20%) SLA
5 18 (0.49%) ISO/IEC 27001
6 14 (0.38%) PMO
7 10 (0.27%) Solvency II
8 3 (0.082%) HL7
9 2 (0.055%) Actionable Recommendations
10 1 (0.027%) Basel III
10 1 (0.027%) COBIT
10 1 (0.027%) EMIR
10 1 (0.027%) GMP
10 1 (0.027%) IFRS
10 1 (0.027%) IFRS 9
10 1 (0.027%) ISO 9000
10 1 (0.027%) ISO 9001
10 1 (0.027%) NCSC
10 1 (0.027%) PCI DSS
10 1 (0.027%) Sarbanes-Oxley
System Software
1 93 (2.54%) Docker
2 44 (1.20%) Active Directory
2 44 (1.20%) HDFS
3 28 (0.76%) VMware Infrastructure
4 20 (0.55%) Tivoli Workload Scheduler
5 19 (0.52%) Apache Flume
6 16 (0.44%) Hyper-V
7 10 (0.27%) Veritas Volume Manager
8 7 (0.19%) Cronacle
8 7 (0.19%) Oracle RAC
9 6 (0.16%) Veritas File System
9 6 (0.16%) VMware Workstation
9 6 (0.16%) XenApp
10 5 (0.14%) Apache ZooKeeper
10 5 (0.14%) Citrix Hypervisor
10 5 (0.14%) XenDesktop
11 4 (0.11%) NFS
12 3 (0.082%) Oracle Clusterware
13 2 (0.055%) Varnish
13 2 (0.055%) Virtual Machines
Systems Management
1 50 (1.36%) Kubernetes
2 38 (1.04%) Ansible
3 34 (0.93%) Terraform
4 24 (0.65%) Puppet
5 22 (0.60%) Control-M
6 21 (0.57%) Oozie
7 20 (0.55%) Opscode Chef
7 20 (0.55%) Tivoli
8 15 (0.41%) Foglight
8 15 (0.41%) LiteSpeed
9 13 (0.35%) AirWatch
9 13 (0.35%) Netcool
10 12 (0.33%) Hadoop YARN
10 12 (0.33%) SQL Sentry
11 10 (0.27%) SCOM
12 9 (0.25%) Oracle RMAN
13 7 (0.19%) Failover Clustering
14 6 (0.16%) HP ALM
14 6 (0.16%) Oracle Enterprise Manager
15 5 (0.14%) BladeLogic
Vendors
1 1,138 (31.04%) Microsoft
2 579 (15.79%) Tableau
3 487 (13.28%) Oracle
4 278 (7.58%) Informatica
5 232 (6.33%) Google
6 198 (5.40%) SAP
7 178 (4.86%) IBM
8 151 (4.12%) Teradata
9 133 (3.63%) Cognos
10 120 (3.27%) Databricks
11 112 (3.06%) Talend
12 77 (2.10%) Cloudera
13 48 (1.31%) Netezza
14 45 (1.23%) VMware
15 41 (1.12%) Salesforce.com
16 37 (1.01%) Alteryx
17 34 (0.93%) MicroStrategy
18 30 (0.82%) Hortonworks
19 29 (0.79%) Ab Initio
20 23 (0.63%) Citrix