Period
to 17 August 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 17 August 2019 with a comparison to the same period in the previous 2 years.

Data Warehousing
UK > England
6 months to
17 Aug 2019
Same period 2018 Same period 2017
Rank 96 110 111
Rank change year-on-year +14 +1 -13
Permanent jobs citing Data Warehouse 4,158 4,671 4,728
As % of all permanent IT jobs advertised in England 3.15% 2.94% 2.85%
As % of the Database & Business Intelligence category 11.58% 9.76% 9.36%
Number of salaries quoted 3,481 3,823 3,924
England median annual salary £55,000 £54,000 £50,000
Median salary % change year-on-year +1.85% +8.00% -4.76%
10th Percentile £37,500 £34,750 £32,500
90th Percentile £85,000 £85,000 £78,750
UK median annual salary £55,000 £52,500 £50,000
% change year-on-year +4.76% +5.00% -4.76%

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 35,915 47,875 50,527
As % of all permanent IT jobs advertised in England 27.20% 30.10% 30.49%
Number of salaries quoted 29,757 39,171 42,490
England median annual salary £52,500 £50,000 £47,500
Median salary % change year-on-year +5.00% +5.26% -
10th Percentile £31,589 £31,250 £30,000
90th Percentile £86,250 £82,500 £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 17 August 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 17 August 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 +21 2,364 £62,500 - 223
North of England -11 559 £45,750 +1.67% 124
South East -13 468 £52,000 -0.95% 71
Midlands +6 335 £45,000 +3.45% 60
North West +11 319 £47,500 +5.56% 80
South West +27 271 £53,000 +24.71% 41
Yorkshire -25 207 £45,000 - 37
West Midlands +23 205 £50,000 +11.11% 44
East of England -17 146 £47,500 -5.00% 29
East Midlands -16 130 £44,500 +4.71% 16
North East 0 33 £50,000 +17.65% 7
Data Warehouse
UK

For the 6 months to 17 August 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 2,713 (65.25%) SQL
2 2,616 (62.91%) Business Intelligence
3 1,904 (45.79%) SQL Server
4 1,833 (44.08%) ETL
5 1,701 (40.91%) SQL Server Integration Services
6 1,413 (33.98%) Agile Software Development
7 1,391 (33.45%) Analytics
8 1,355 (32.59%) SQL Server Reporting Services
9 1,288 (30.98%) Power Platform
10 1,285 (30.90%) Power BI
11 1,280 (30.78%) Microsoft
12 1,200 (28.86%) SQL Server Analysis Services
13 1,161 (27.92%) Microsoft Azure
14 1,073 (25.81%) Data Modelling
15 1,062 (25.54%) Finance
16 960 (23.09%) T-SQL
17 755 (18.16%) Python
18 733 (17.63%) Big Data
19 698 (16.79%) Visualisation
20 673 (16.19%) Tableau
21 660 (15.87%) Analytical Skills
22 601 (14.45%) Data Lake
23 591 (14.21%) Oracle
24 562 (13.52%) Amazon AWS
25 496 (11.93%) C#
26 495 (11.90%) Hadoop
27 438 (10.53%) Data Management
28 435 (10.46%) Kimball Methodology
29 428 (10.29%) Relational Database
30 427 (10.27%) Problem-Solving

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
1 309 (7.43%) Apache Spark
2 121 (2.91%) SAS
3 109 (2.62%) SharePoint
4 72 (1.73%) Apache
5 55 (1.32%) Apache Pig
6 27 (0.65%) Elasticsearch
7 24 (0.58%) Confluence
8 20 (0.48%) Apache Solr
9 18 (0.43%) Apache Airflow
9 18 (0.43%) Oracle SOA Suite
10 17 (0.41%) IIS
11 10 (0.24%) CMS
11 10 (0.24%) WordPress
12 6 (0.14%) BizTalk Server
12 6 (0.14%) SharePoint 2013
13 5 (0.12%) Oracle Workflow
13 5 (0.12%) WebLogic
14 4 (0.096%) Luigi
15 3 (0.072%) ArcGIS
15 3 (0.072%) Tomcat
Applications
1 255 (6.13%) Microsoft Excel
2 106 (2.55%) Microsoft Office
3 34 (0.82%) Spreadsheet
4 26 (0.63%) Microsoft PowerPoint
5 23 (0.55%) MS Visio
6 22 (0.53%) SPSS
7 19 (0.46%) Microsoft Project
8 4 (0.096%) InfoPath
9 2 (0.048%) Chatbot
10 1 (0.024%) Adobe Premiere
Business Applications
1 42 (1.01%) Dynamics CRM
2 25 (0.60%) Cognos Business Intelligence
3 18 (0.43%) Dynamics NAV
4 15 (0.36%) SAP ERP
5 13 (0.31%) SAP BPC
6 10 (0.24%) Markit EDM
7 9 (0.22%) JDE OneWorld
7 9 (0.22%) SAP Hybris
7 9 (0.22%) SAP Oil and Gas
8 6 (0.14%) Cognos TM1
8 6 (0.14%) Infor SunSystems
8 6 (0.14%) NetSuite
8 6 (0.14%) OPENHousing
8 6 (0.14%) SAP S/4HANA
9 4 (0.096%) Adobe Campaign
9 4 (0.096%) Dynamics AX
9 4 (0.096%) FastStats
9 4 (0.096%) Maximo
9 4 (0.096%) Oracle ERP
10 3 (0.072%) SAP HR
Cloud Services
1 1,288 (30.98%) Power Platform
2 1,161 (27.92%) Microsoft Azure
3 562 (13.52%) Amazon AWS
4 262 (6.30%) Azure Data Factory
5 220 (5.29%) Google Cloud Platform
6 101 (2.43%) PaaS
7 92 (2.21%) SaaS
8 89 (2.14%) Serverless
9 51 (1.23%) Cloud Computing
10 48 (1.15%) PowerApps
11 47 (1.13%) Amazon S3
12 41 (0.99%) Amazon EMR
12 41 (0.99%) IaaS
13 37 (0.89%) Azure Machine Learning
14 36 (0.87%) Azure Functions
14 36 (0.87%) Data Lake Analytics
14 36 (0.87%) Office 365
15 35 (0.84%) Cortana Intelligence Suite
16 34 (0.82%) Google Analytics
17 18 (0.43%) Dynamics 365
Communications & Networking
1 28 (0.67%) Broadband
2 15 (0.36%) DNS
3 13 (0.31%) SAN
4 12 (0.29%) FTP
5 10 (0.24%) Internet
5 10 (0.24%) Intranet
6 9 (0.22%) Wi-Fi
7 6 (0.14%) DHCP
7 6 (0.14%) Network Security
8 5 (0.12%) SMS
9 4 (0.096%) DSL
10 3 (0.072%) Firewall
10 3 (0.072%) MVNO
10 3 (0.072%) TCP/IP
11 2 (0.048%) Fibre Channel
11 2 (0.048%) Kerberos
11 2 (0.048%) NAS
11 2 (0.048%) WLAN
12 1 (0.024%) HTTP
12 1 (0.024%) SSL
Database & Business Intelligence
1 1,904 (45.79%) SQL Server
2 1,701 (40.91%) SQL Server Integration Services
3 1,355 (32.59%) SQL Server Reporting Services
4 1,285 (30.90%) Power BI
5 1,200 (28.86%) SQL Server Analysis Services
6 733 (17.63%) Big Data
7 601 (14.45%) Data Lake
8 495 (11.90%) Hadoop
9 428 (10.29%) Relational Database
10 302 (7.26%) NoSQL
11 300 (7.22%) Azure SQL Database
12 280 (6.73%) Azure SQL Data Warehouse
13 276 (6.64%) QlikView
14 269 (6.47%) BusinessObjects
15 256 (6.16%) SQL Server 2012
16 228 (5.48%) OLAP
17 201 (4.83%) Apache Hive
18 192 (4.62%) Microsoft Analysis Services
19 189 (4.55%) SQL Server 2016
20 186 (4.47%) Amazon Redshift
Development Applications
1 212 (5.10%) Git (software)
2 132 (3.17%) Team Foundation Server
3 128 (3.08%) Visual Studio
4 115 (2.77%) JIRA
5 84 (2.02%) Jenkins
6 50 (1.20%) Bitbucket
7 47 (1.13%) Maven
8 41 (0.99%) Cucumber
8 41 (0.99%) SQL Server Management Studio (SSMS)
9 39 (0.94%) Subversion
10 36 (0.87%) ERwin
11 33 (0.79%) Selenium
12 30 (0.72%) IBM UrbanCode
13 29 (0.70%) Artifactory
14 24 (0.58%) TeamCity
14 24 (0.58%) Visual Studio Team System
15 22 (0.53%) Oracle Forms
16 21 (0.51%) ER Studio
16 21 (0.51%) Octopus Deploy
17 19 (0.46%) PowerDesigner
General
1 1,062 (25.54%) Finance
2 335 (8.06%) Retail
3 291 (7.00%) Banking
4 195 (4.69%) Marketing
5 114 (2.74%) Telecoms
6 68 (1.64%) Manufacturing
7 60 (1.44%) Legal
8 55 (1.32%) Investment Banking
9 42 (1.01%) Advertising
10 41 (0.99%) Law
11 37 (0.89%) Electronics
12 28 (0.67%) Billing
13 26 (0.63%) Financial Institution
14 24 (0.58%) Games
15 20 (0.48%) Back Office
16 17 (0.41%) Local Government
17 14 (0.34%) Automotive
17 14 (0.34%) Pharmaceutical
18 8 (0.19%) General Ledger
19 7 (0.17%) Publishing
Job Titles
1 1,765 (42.45%) Developer
2 984 (23.67%) Business Intelligence Developer
3 577 (13.88%) SQL Developer
4 568 (13.66%) Analyst
5 439 (10.56%) Data Engineer
6 412 (9.91%) Architect
7 306 (7.36%) SQL BI Developer
8 259 (6.23%) Data Architect
9 251 (6.04%) Data Warehouse Developer
10 249 (5.99%) Senior Developer
11 229 (5.51%) Business Intelligence Analyst
12 184 (4.43%) SSIS Developer
13 177 (4.26%) Business Developer
14 171 (4.11%) Data Analyst
14 171 (4.11%) SSRS Developer
15 150 (3.61%) Senior Business Intelligence Developer
16 140 (3.37%) Consultant
17 139 (3.34%) SQL Server Developer
18 123 (2.96%) DBA
19 120 (2.89%) Database Developer
Libraries, Frameworks & Software Standards
1 378 (9.09%) .NET
2 238 (5.72%) MDX
3 192 (4.62%) Kafka
4 166 (3.99%) Web Services
5 87 (2.09%) XML
6 85 (2.04%) HTML
7 84 (2.02%) ASP.NET
8 76 (1.83%) JSON
9 72 (1.73%) WCF
10 68 (1.64%) .NET Framework
11 51 (1.23%) CSS
12 48 (1.15%) REST
13 43 (1.03%) React
14 40 (0.96%) Apache NiFi
14 40 (0.96%) WPF
15 37 (0.89%) AngularJS
15 37 (0.89%) Middleware
16 34 (0.82%) RESTful
17 33 (0.79%) HTML5
18 31 (0.75%) Entity Framework
Miscellaneous
1 660 (15.87%) Analytical Skills
2 195 (4.69%) Management Information System
3 140 (3.37%) Data Structures
4 125 (3.01%) Greenfield Project
5 94 (2.26%) Self-Motivation
6 91 (2.19%) Data Centre
7 59 (1.42%) Algorithms
8 56 (1.35%) NHS
9 50 (1.20%) User Experience
10 49 (1.18%) Reinsurance
11 44 (1.06%) Replication
12 41 (0.99%) Clustering
13 33 (0.79%) Hedge funds
14 31 (0.75%) Taxonomies
15 29 (0.70%) Virtual Team
16 26 (0.63%) Reference Data
17 24 (0.58%) Public Cloud
18 22 (0.53%) Fixed Income
19 21 (0.51%) Enterprise Software
20 20 (0.48%) FMCG
Operating Systems
1 163 (3.92%) Unix
2 129 (3.10%) Windows
3 103 (2.48%) Linux
4 43 (1.03%) Windows Server
5 16 (0.38%) Red Hat Enterprise Linux
6 13 (0.31%) Windows Server 2012
7 11 (0.26%) Solaris
8 5 (0.12%) Windows XP
9 4 (0.096%) Windows 8
9 4 (0.096%) Windows Server 2008
10 3 (0.072%) Android
10 3 (0.072%) CentOS
10 3 (0.072%) Ubuntu
11 2 (0.048%) Apple iOS
11 2 (0.048%) Mac OS X
11 2 (0.048%) Oracle Linux
11 2 (0.048%) VME
11 2 (0.048%) Windows 7
12 1 (0.024%) Windows 10
Processes & Methodologies
1 2,616 (62.91%) Business Intelligence
2 1,833 (44.08%) ETL
3 1,413 (33.98%) Agile Software Development
4 1,391 (33.45%) Analytics
5 1,073 (25.81%) Data Modelling
6 698 (16.79%) Visualisation
7 438 (10.53%) Data Management
8 435 (10.46%) Kimball Methodology
9 427 (10.27%) Problem-Solving
10 420 (10.10%) Data Visualisation
11 418 (10.05%) Scrum
12 411 (9.88%) Data Architecture
13 386 (9.28%) Data Science
14 384 (9.24%) DevOps
15 376 (9.04%) Data Analytics
16 352 (8.47%) Migration
17 322 (7.74%) Data Analysis
17 322 (7.74%) Data Integration
18 308 (7.41%) Decision-Making
19 260 (6.25%) SDLC
Programming Languages
1 2,713 (65.25%) SQL
2 960 (23.09%) T-SQL
3 755 (18.16%) Python
4 496 (11.93%) C#
5 376 (9.04%) Data Analysis Expressions (DAX)
6 340 (8.18%) Java
7 282 (6.78%) R
8 242 (5.82%) PL/SQL
9 178 (4.28%) VBA
10 165 (3.97%) JavaScript
11 163 (3.92%) Scala
12 159 (3.82%) PowerShell
13 51 (1.23%) VB
13 51 (1.23%) VB.NET
14 36 (0.87%) C
14 36 (0.87%) Shell Script
15 27 (0.65%) HiveQL
15 27 (0.65%) Java 8
16 26 (0.63%) Bash Shell
16 26 (0.63%) PHP
Qualifications
1 378 (9.09%) Degree
2 108 (2.60%) Computer Science Degree
3 40 (0.96%) Security Cleared
4 36 (0.87%) Microsoft Certification
5 26 (0.63%) ISTQB
6 24 (0.58%) Master's Degree
6 24 (0.58%) TOGAF Certification
7 14 (0.34%) ISEB
8 13 (0.31%) ITIL Certification
9 11 (0.26%) DBS Check
9 11 (0.26%) PhD
9 11 (0.26%) SC Cleared
10 10 (0.24%) MCSA
10 10 (0.24%) Numerate Degree
10 10 (0.24%) PMI Certification
10 10 (0.24%) PMP
11 8 (0.19%) AWS Certification
12 7 (0.17%) MCSE
13 6 (0.14%) ITIL Foundation Certificate
13 6 (0.14%) PRINCE2 Certification
Quality Assurance & Compliance
1 373 (8.97%) Data Quality
2 129 (3.10%) QA
3 81 (1.95%) GDPR
4 29 (0.70%) SLA
5 21 (0.51%) PMO
6 18 (0.43%) ISO/IEC 27001
7 6 (0.14%) HIPAA
8 2 (0.048%) Actionable Recommendations
8 2 (0.048%) COBIT
8 2 (0.048%) HL7
8 2 (0.048%) ISO 9001
8 2 (0.048%) MiFID
8 2 (0.048%) PCI DSS
9 1 (0.024%) EMIR
9 1 (0.024%) GMP
9 1 (0.024%) ISO 14001
System Software
1 110 (2.65%) Docker
2 52 (1.25%) HDFS
3 40 (0.96%) Active Directory
4 37 (0.89%) Apache Flume
5 30 (0.72%) Tivoli Workload Scheduler
6 28 (0.67%) VMware Infrastructure
7 11 (0.26%) Veritas Volume Manager
8 9 (0.22%) Cronacle
8 9 (0.22%) Hyper-V
8 9 (0.22%) Veritas File System
9 7 (0.17%) Apache ZooKeeper
10 6 (0.14%) VMware Workstation
10 6 (0.14%) XenApp
11 5 (0.12%) Citrix Hypervisor
11 5 (0.12%) Oracle RAC
11 5 (0.12%) XenDesktop
12 4 (0.096%) Virtual Machines
13 3 (0.072%) etcd
14 2 (0.048%) Firmware
14 2 (0.048%) KVM
Systems Management
1 66 (1.59%) Terraform
2 52 (1.25%) Kubernetes
3 43 (1.03%) Ansible
4 38 (0.91%) Hadoop YARN
5 32 (0.77%) Puppet
6 30 (0.72%) Tivoli
7 29 (0.70%) Opscode Chef
8 27 (0.65%) Oozie
9 25 (0.60%) Ambari
10 21 (0.51%) SQL Sentry
11 13 (0.31%) AirWatch
11 13 (0.31%) Netcool
12 11 (0.26%) Failover Clustering
13 8 (0.19%) Dollar Universe
14 7 (0.17%) Control-M
15 6 (0.14%) Oracle RMAN
16 5 (0.12%) Chukwa
16 5 (0.12%) HP ALM
16 5 (0.12%) HP Quality Center
16 5 (0.12%) SCCM
Vendors
1 1,280 (30.78%) Microsoft
2 673 (16.19%) Tableau
3 591 (14.21%) Oracle
4 357 (8.59%) Informatica
5 291 (7.00%) SAP
6 214 (5.15%) Google
7 203 (4.88%) IBM
8 195 (4.69%) Databricks
9 154 (3.70%) Teradata
10 147 (3.54%) Talend
11 126 (3.03%) Cognos
12 97 (2.33%) Cloudera
13 53 (1.27%) Salesforce.com
14 50 (1.20%) Hortonworks
15 45 (1.08%) VMware
16 43 (1.03%) Ab Initio
16 43 (1.03%) Netezza
17 36 (0.87%) MicroStrategy
18 35 (0.84%) MapR
19 28 (0.67%) Vertica