Period
to 11 December 2018

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 11 December 2018 with a comparison to the same period in the previous 2 years.

Data Warehousing
UK > England
6 months to
11 Dec 2018
Same period 2017 Same period 2016
Rank 111 122 110
Rank change year-on-year +11 -12 -28
Permanent jobs citing Data Warehouse 4,371 4,599 4,950
As % of all permanent IT jobs advertised in England 2.95% 2.73% 2.84%
As % of the Database & Business Intelligence category 10.23% 9.03% 9.54%
Number of salaries quoted 3,626 3,678 4,281
England median annual salary £55,000 £52,000 £55,000
Median salary % change year-on-year +5.77% -5.45% +10.00%
10th Percentile £35,750 £32,500 £33,750
90th Percentile £85,000 £77,500 £82,500
UK median annual salary £55,000 £50,500 £54,000
% change year-on-year +8.91% -6.48% +8.00%

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 42,707 50,907 51,886
As % of all permanent IT jobs advertised in England 28.78% 30.25% 29.73%
Number of salaries quoted 35,293 42,374 44,762
England median annual salary £52,500 £50,000 £47,500
Median salary % change year-on-year +5.00% +5.26% +5.56%
10th Percentile £31,444 £30,000 £29,500
90th Percentile £85,000 £77,500 £77,500
UK median annual salary £50,000 £47,500 £47,500
% change year-on-year +5.26% - +5.56%

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 11 December 2018.

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 11 December 2018. 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 +15 2,398 £62,500 +5.93% 292
South East +28 613 £51,750 +3.50% 85
North of England -10 561 £45,000 - 104
Midlands -14 312 £45,000 -5.26% 69
North West -24 292 £45,000 +5.88% 65
South West -6 240 £52,500 +23.53% 51
Yorkshire -8 236 £47,500 +5.56% 30
East of England +34 229 £47,500 -9.52% 50
East Midlands +41 162 £42,500 -5.56% 24
West Midlands -56 149 £47,500 - 44
North East +21 49 £55,000 +52.78% 9
Data Warehouse
UK

For the 6 months to 11 December 2018, 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 2,899 (66.32%) SQL
2 2,781 (63.62%) Business Intelligence
3 2,108 (48.23%) SQL Server
4 1,951 (44.64%) ETL
5 1,891 (43.26%) SQL Server Integration Services
6 1,589 (36.35%) Microsoft
7 1,476 (33.77%) SQL Server Reporting Services
8 1,326 (30.34%) Agile Software Development
9 1,218 (27.87%) Finance
10 1,184 (27.09%) SQL Server Analysis Services
11 1,180 (27.00%) Analytics
12 1,148 (26.26%) T-SQL
13 1,081 (24.73%) Power BI
14 929 (21.25%) Data Modelling
15 875 (20.02%) Microsoft Azure
16 702 (16.06%) Oracle
17 690 (15.79%) Big Data
18 683 (15.63%) Tableau
19 670 (15.33%) Analytical Skills
20 622 (14.23%) Visualisation
21 556 (12.72%) Python
22 525 (12.01%) C#
23 490 (11.21%) .NET
24 474 (10.84%) Amazon AWS
25 455 (10.41%) Data Quality
26 444 (10.16%) Degree
27 443 (10.13%) Relational Database
28 436 (9.97%) Problem-Solving
28 436 (9.97%) Data Management
29 419 (9.59%) Data Analysis

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
1 230 (5.26%) Apache Spark
2 164 (3.75%) SAS
3 140 (3.20%) SharePoint
4 91 (2.08%) Apache
5 50 (1.14%) IIS
6 41 (0.94%) Elasticsearch
6 41 (0.94%) Oracle SOA Suite
7 33 (0.75%) Confluence
8 29 (0.66%) Apache Pig
9 26 (0.59%) CMS
10 21 (0.48%) Apache Solr
11 16 (0.37%) Skype for Business
12 15 (0.34%) Apache Airflow
12 15 (0.34%) BizTalk Server
12 15 (0.34%) MS Exchange
13 14 (0.32%) Hyperledger
13 14 (0.32%) WebLogic
14 9 (0.21%) Drupal
14 9 (0.21%) nginx
15 8 (0.18%) FileNet
Applications
1 374 (8.56%) Microsoft Excel
2 105 (2.40%) Microsoft Office
3 71 (1.62%) MS Visio
4 45 (1.03%) Microsoft PowerPoint
5 17 (0.39%) SPSS
6 15 (0.34%) Microsoft Project
7 6 (0.14%) Spreadsheet
8 3 (0.069%) Adobe After Effects
8 3 (0.069%) Adobe Illustrator
9 2 (0.046%) GNU Octave
9 2 (0.046%) InfoPath
10 1 (0.023%) CPLEX
10 1 (0.023%) Mingle
10 1 (0.023%) Photoshop
Business Applications
1 68 (1.56%) Dynamics CRM
2 49 (1.12%) Cognos Business Intelligence
3 48 (1.10%) Cognos TM1
4 36 (0.82%) Dynamics AX
5 24 (0.55%) Dynamics NAV
6 18 (0.41%) Oracle EBS
7 15 (0.34%) NetSuite
8 13 (0.30%) Markit EDM
8 13 (0.30%) Oracle Payables
8 13 (0.30%) SAP BPC
9 11 (0.25%) SAP CO
9 11 (0.25%) SAP FI
9 11 (0.25%) SAP FI/CO
10 9 (0.21%) SAP MDM
11 8 (0.18%) FastStats
11 8 (0.18%) Oracle Procure-to-Pay
11 8 (0.18%) Oracle Subledger Accounting
11 8 (0.18%) Remedy ITSM
11 8 (0.18%) SAP Bank Analyzer
11 8 (0.18%) SAP FS
Cloud Services
1 875 (20.02%) Microsoft Azure
2 474 (10.84%) Amazon AWS
3 182 (4.16%) Azure Data Factory
4 130 (2.97%) PaaS
5 118 (2.70%) Google Cloud Platform
6 86 (1.97%) SaaS
7 73 (1.67%) Serverless
8 56 (1.28%) IaaS
9 52 (1.19%) Cloud Computing
9 52 (1.19%) Data Lake Analytics
9 52 (1.19%) Office 365
10 36 (0.82%) Dynamics 365
11 34 (0.78%) Azure Functions
12 32 (0.73%) Amazon S3
13 29 (0.66%) Azure Machine Learning
13 29 (0.66%) Cortana Intelligence Suite
14 25 (0.57%) Amazon EC2
15 24 (0.55%) AWS Lambda
16 21 (0.48%) GitHub
17 19 (0.43%) Amazon Kinesis
Communications & Networking
1 60 (1.37%) Internet
2 32 (0.73%) SAN
3 26 (0.59%) Firewall
4 24 (0.55%) WAN
5 20 (0.46%) HTTP
5 20 (0.46%) LAN
6 18 (0.41%) DNS
7 14 (0.32%) VoIP
8 12 (0.27%) DHCP
9 11 (0.25%) Network Security
10 10 (0.23%) Intranet
11 9 (0.21%) FTP
12 6 (0.14%) PABX
12 6 (0.14%) SSH
12 6 (0.14%) TCP/IP
13 5 (0.11%) Cisco IOS
13 5 (0.11%) Skype
13 5 (0.11%) Spanning Tree
13 5 (0.11%) SSL
13 5 (0.11%) VLAN
Database & Business Intelligence
1 2,108 (48.23%) SQL Server
2 1,891 (43.26%) SQL Server Integration Services
3 1,476 (33.77%) SQL Server Reporting Services
4 1,184 (27.09%) SQL Server Analysis Services
5 1,081 (24.73%) Power BI
6 690 (15.79%) Big Data
7 443 (10.13%) Relational Database
8 411 (9.40%) Data Lake
9 404 (9.24%) Hadoop
10 331 (7.57%) BusinessObjects
11 276 (6.31%) OLAP
12 258 (5.90%) SQL Server 2012
13 246 (5.63%) QlikView
14 243 (5.56%) SQL Server 2008
15 238 (5.44%) NoSQL
16 224 (5.12%) SQL Server 2016
17 218 (4.99%) Azure SQL Data Warehouse
18 206 (4.71%) Microsoft Analysis Services
19 199 (4.55%) Azure SQL Database
20 184 (4.21%) MySQL
Development Applications
1 182 (4.16%) Team Foundation Server
2 179 (4.10%) Visual Studio
3 157 (3.59%) Git (software)
4 100 (2.29%) Jenkins
5 90 (2.06%) JIRA
6 74 (1.69%) ERwin
7 63 (1.44%) SQL Server Management Studio (SSMS)
8 62 (1.42%) Octopus Deploy
9 59 (1.35%) Visual Studio Team System
10 49 (1.12%) TeamCity
11 38 (0.87%) Subversion
12 35 (0.80%) Oracle APEX
13 33 (0.75%) SoapUI
14 32 (0.73%) ER Studio
15 28 (0.64%) Eclipse
16 21 (0.48%) Toad
17 20 (0.46%) Selenium
17 20 (0.46%) tSQLt
18 16 (0.37%) Atlassian Bamboo
19 13 (0.30%) Cucumber
General
1 1,218 (27.87%) Finance
2 346 (7.92%) Retail
3 290 (6.63%) Banking
4 220 (5.03%) Marketing
5 127 (2.91%) Advertising
6 79 (1.81%) Investment Banking
7 64 (1.46%) Legal
8 47 (1.08%) Manufacturing
8 47 (1.08%) Telecoms
9 43 (0.98%) Games
10 39 (0.89%) Publishing
11 29 (0.66%) Corporate Banking
12 27 (0.62%) Law
13 24 (0.55%) General Ledger
14 23 (0.53%) Back Office
14 23 (0.53%) Front Office
15 19 (0.43%) Automotive
16 16 (0.37%) Pharmaceutical
17 14 (0.32%) Financial Institution
18 12 (0.27%) Local Government
Job Titles
1 1,710 (39.12%) Developer
2 813 (18.60%) Business Intelligence Developer
3 772 (17.66%) Analyst
4 586 (13.41%) Architect
5 574 (13.13%) SQL Developer
6 380 (8.69%) Data Architect
7 284 (6.50%) SSIS Developer
8 279 (6.38%) Data Warehouse Developer
9 276 (6.31%) Data Engineer
10 269 (6.15%) Business Intelligence Analyst
11 255 (5.83%) SQL BI Developer
12 238 (5.44%) Senior Developer
13 234 (5.35%) Consultant
14 226 (5.17%) Data Analyst
15 191 (4.37%) ETL Developer
16 188 (4.30%) SSRS Developer
17 178 (4.07%) DBA
18 177 (4.05%) SQL Server Developer
19 169 (3.87%) Business Analyst
20 162 (3.71%) Business Developer
Libraries, Frameworks & Software Standards
1 490 (11.21%) .NET
2 285 (6.52%) Web Services
3 208 (4.76%) MDX
4 201 (4.60%) XML
5 181 (4.14%) Kafka
6 157 (3.59%) HTML
7 124 (2.84%) JSON
8 105 (2.40%) Middleware
9 92 (2.10%) CSS
10 79 (1.81%) ASP.NET
10 79 (1.81%) REST
11 75 (1.72%) .NET Framework
12 62 (1.42%) AngularJS
13 58 (1.33%) SOAP
14 44 (1.01%) Entity Framework
14 44 (1.01%) WCF
15 40 (0.92%) React
16 34 (0.78%) ASP.NET Web API
16 34 (0.78%) Node.js
16 34 (0.78%) RESTful
Miscellaneous
1 670 (15.33%) Analytical Skills
2 190 (4.35%) Data Structures
3 172 (3.94%) Management Information System
4 170 (3.89%) Greenfield Project
5 106 (2.43%) Replication
6 91 (2.08%) NHS
7 75 (1.72%) Fintech
8 72 (1.65%) Reinsurance
8 72 (1.65%) Self-Motivation
9 70 (1.60%) Algorithms
10 64 (1.46%) Reference Data
11 63 (1.44%) User Experience
12 61 (1.40%) Enterprise Software
13 57 (1.30%) Clustering
14 51 (1.17%) Credit Risk
15 38 (0.87%) Equities
16 34 (0.78%) Market Risk
17 32 (0.73%) Hedge funds
17 32 (0.73%) Mobile App
17 32 (0.73%) Virtual Team
Operating Systems
1 257 (5.88%) Linux
2 242 (5.54%) Windows
3 228 (5.22%) Unix
4 86 (1.97%) Windows Server
5 61 (1.40%) Red Hat Enterprise Linux
6 39 (0.89%) Solaris
7 37 (0.85%) AIX
8 22 (0.50%) HPUX
9 21 (0.48%) Windows Server 2008
10 19 (0.43%) Apple iOS
11 18 (0.41%) Windows Server 2012
12 15 (0.34%) CentOS
13 12 (0.27%) Ubuntu
14 6 (0.14%) Kali Linux
15 4 (0.092%) Mac OS X
15 4 (0.092%) Windows 10
15 4 (0.092%) zOS
16 3 (0.069%) Windows 7
17 2 (0.046%) VMS
17 2 (0.046%) Windows XP
Processes & Methodologies
1 2,781 (63.62%) Business Intelligence
2 1,951 (44.64%) ETL
3 1,326 (30.34%) Agile Software Development
4 1,180 (27.00%) Analytics
5 929 (21.25%) Data Modelling
6 622 (14.23%) Visualisation
7 436 (9.97%) Data Management
7 436 (9.97%) Problem-Solving
8 419 (9.59%) Data Analysis
9 404 (9.24%) Migration
10 388 (8.88%) Scrum
11 381 (8.72%) Data Integration
12 369 (8.44%) Data Architecture
13 363 (8.30%) Kimball Methodology
14 357 (8.17%) Dimensional Modelling
15 327 (7.48%) Performance Tuning
16 318 (7.28%) SDLC
17 314 (7.18%) Data Science
18 310 (7.09%) Project Management
19 298 (6.82%) Data Analytics
Programming Languages
1 2,899 (66.32%) SQL
2 1,148 (26.26%) T-SQL
3 556 (12.72%) Python
4 525 (12.01%) C#
5 309 (7.07%) Java
6 271 (6.20%) PL/SQL
7 217 (4.96%) JavaScript
8 185 (4.23%) R
9 179 (4.10%) PowerShell
10 157 (3.59%) Data Analysis Expressions (DAX)
11 130 (2.97%) VBA
12 101 (2.31%) Scala
13 83 (1.90%) Shell Script
14 68 (1.56%) VB
15 59 (1.35%) PHP
16 52 (1.19%) VB.NET
17 46 (1.05%) Go
18 39 (0.89%) U-SQL
19 35 (0.80%) C
20 29 (0.66%) Perl
Qualifications
1 444 (10.16%) Degree
2 99 (2.26%) Microsoft Certification
3 77 (1.76%) Computer Science Degree
4 69 (1.58%) Security Cleared
5 42 (0.96%) ISEB
6 37 (0.85%) SC Cleared
7 32 (0.73%) Master's Degree
8 29 (0.66%) MCSA
9 28 (0.64%) MCSE
10 23 (0.53%) TOGAF Certification
11 21 (0.48%) PMP
12 20 (0.46%) PMI Certification
13 19 (0.43%) ITIL Certification
14 18 (0.41%) MCITP
15 16 (0.37%) VMware Certified Professional (VCP)
16 14 (0.32%) PhD
17 13 (0.30%) PRINCE2 Certification
18 12 (0.27%) ITIL Foundation Certificate
18 12 (0.27%) Numerate Degree
19 10 (0.23%) AWS Certification
Quality Assurance & Compliance
1 455 (10.41%) Data Quality
2 224 (5.12%) QA
3 122 (2.79%) GDPR
4 54 (1.24%) PMO
5 24 (0.55%) Solvency II
6 23 (0.53%) ISO/IEC 27001
7 22 (0.50%) SLA
8 20 (0.46%) IFRS
9 11 (0.25%) PCI DSS
10 10 (0.23%) IFRS 9
11 7 (0.16%) MiFID
12 4 (0.092%) COBIT
13 2 (0.046%) ISO 9001
13 2 (0.046%) ISO/IEC 20000
13 2 (0.046%) P3O
13 2 (0.046%) PA-DSS
13 2 (0.046%) PSD2
13 2 (0.046%) Web Application Security Consortium
14 1 (0.023%) Dodd-Frank
14 1 (0.023%) EMIR
System Software
1 65 (1.49%) Docker
2 57 (1.30%) Active Directory
3 50 (1.14%) HDFS
4 42 (0.96%) Apache Flume
5 30 (0.69%) VMware Infrastructure
6 18 (0.41%) Hyper-V
7 16 (0.37%) vSphere
8 12 (0.27%) Virtual Machines
9 11 (0.25%) Oracle RAC
10 10 (0.23%) Apache ZooKeeper
10 10 (0.23%) Veritas Cluster Server
11 7 (0.16%) GPFS
12 6 (0.14%) Varnish
13 1 (0.023%) Terminal Services
13 1 (0.023%) VMware ESXi
13 1 (0.023%) VMware Workstation
Systems Management
1 46 (1.05%) Kubernetes
2 43 (0.98%) Opscode Chef
3 40 (0.92%) Puppet
4 33 (0.75%) Automic
5 32 (0.73%) Terraform
6 29 (0.66%) Control-M
7 28 (0.64%) Ansible
8 21 (0.48%) Oracle Enterprise Manager
9 20 (0.46%) Hadoop YARN
9 20 (0.46%) Oracle RMAN
10 18 (0.41%) Oozie
11 14 (0.32%) Mesos
12 10 (0.23%) Dollar Universe
12 10 (0.23%) Tivoli
12 10 (0.23%) Tivoli Storage Manager
13 9 (0.21%) Data Guard
14 8 (0.18%) Kibana
14 8 (0.18%) Oracle ZFS
14 8 (0.18%) Rundeck
15 7 (0.16%) Microsoft Clustering
Vendors
1 1,589 (36.35%) Microsoft
2 702 (16.06%) Oracle
3 683 (15.63%) Tableau
4 277 (6.34%) Informatica
5 250 (5.72%) SAP
6 197 (4.51%) Cognos
7 162 (3.71%) Google
8 156 (3.57%) IBM
9 109 (2.49%) Teradata
10 105 (2.40%) Talend
11 74 (1.69%) Cloudera
12 72 (1.65%) VMware
13 57 (1.30%) Ab Initio
13 57 (1.30%) Red Hat
14 56 (1.28%) Hortonworks
15 55 (1.26%) MicroStrategy
16 50 (1.14%) Databricks
17 40 (0.92%) Alteryx
17 40 (0.92%) MapR
18 39 (0.89%) Netezza