Period
to 21 February 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 21 February 2018 with a comparison to the same period in the previous 2 years.

Data Warehousing
UK > England
6 months to
21 Feb 2018
Same period 2017 Same period 2016
Rank 120 106 80
Rank change year-on-year -14 -26 +20
Permanent jobs citing Data Warehouse 4,420 4,701 6,810
As % of all permanent IT jobs advertised in England 2.68% 2.83% 3.48%
As % of the Database & Business Intelligence category 8.74% 9.48% 10.94%
Number of salaries quoted 3,604 4,065 5,680
England median annual salary £51,750 £53,500 £50,000
Median salary % change year-on-year -3.27% +7.00% -4.76%
10th Percentile £32,500 £32,500 £32,500
90th Percentile £78,750 £82,500 £80,000
UK median annual salary £50,000 £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 50,576 49,586 62,234
As % of all permanent IT jobs advertised in England 30.65% 29.88% 31.77%
Number of salaries quoted 42,545 42,702 53,133
England median annual salary £50,000 £47,500 £47,500
Median salary % change year-on-year +5.26% - +5.56%
10th Percentile £30,500 £29,750 £28,750
90th Percentile £78,750 £77,500 £75,000
UK median annual salary £49,000 £47,500 £45,500
% change year-on-year +3.16% +4.40% +1.11%

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 21 February 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 21 February 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 -20 2,140 £60,000 - 250
North of England +1 705 £45,000 +5.88% 122
South East -23 591 £49,000 -6.67% 72
Midlands -3 433 £45,000 +3.45% 67
North West -6 368 £45,000 +12.50% 71
Yorkshire +8 301 £45,000 +5.88% 44
South West +67 296 £41,500 -7.78% 43
West Midlands +21 296 £48,000 +12.94% 31
East of England -9 240 £52,500 - 39
East Midlands -32 137 £42,500 -5.56% 35
North East -10 36 £35,250 +0.71% 7
Data Warehouse
UK

For the 6 months to 21 February 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 2,973 (67.26%) Business Intelligence
2 2,919 (66.04%) SQL
3 2,277 (51.52%) SQL Server
4 1,978 (44.75%) ETL
5 1,831 (41.43%) SQL Server Integration Services
6 1,520 (34.39%) SQL Server Reporting Services
7 1,359 (30.75%) Microsoft
8 1,305 (29.52%) SQL Server Analysis Services
9 1,225 (27.71%) Finance
10 1,202 (27.19%) T-SQL
11 1,149 (26.00%) Analytics
12 1,117 (25.27%) Agile Software Development
13 1,089 (24.64%) Data Modelling
14 821 (18.57%) Power BI
15 802 (18.14%) Oracle
16 750 (16.97%) Analytical Skills
17 719 (16.27%) Tableau
18 716 (16.20%) Big Data
19 607 (13.73%) Visualisation
20 556 (12.58%) Microsoft Azure
20 556 (12.58%) Data Management
21 450 (10.18%) Python
21 450 (10.18%) Degree
22 434 (9.82%) Hadoop
23 430 (9.73%) QlikView
24 428 (9.68%) Data Quality
25 419 (9.48%) BusinessObjects
26 412 (9.32%) Relational Database
27 405 (9.16%) Data Architecture
28 399 (9.03%) Data Integration

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
1 245 (5.54%) Apache Spark
2 169 (3.82%) SAS
3 141 (3.19%) SharePoint
4 41 (0.93%) Confluence
5 33 (0.75%) Apache Pig
6 30 (0.68%) Apache
7 28 (0.63%) Oracle SOA Suite
8 26 (0.59%) IIS
9 25 (0.57%) CMS
10 24 (0.54%) Apache Solr
10 24 (0.54%) Elasticsearch
11 21 (0.48%) WebSphere
12 20 (0.45%) BizTalk Server
13 13 (0.29%) MS Exchange
14 12 (0.27%) Apache Airflow
15 11 (0.25%) Drupal
15 11 (0.25%) SharePoint 2010
16 10 (0.23%) JBoss
16 10 (0.23%) nginx
17 9 (0.20%) WebLogic
Applications
1 362 (8.19%) Microsoft Excel
2 88 (1.99%) Microsoft Office
3 77 (1.74%) Microsoft PowerPoint
4 51 (1.15%) MS Visio
5 22 (0.50%) SPSS
6 18 (0.41%) Microsoft Project
7 6 (0.14%) Spreadsheet
8 1 (0.023%) InfoPath
8 1 (0.023%) S-PLUS
8 1 (0.023%) SPSS Modeler
8 1 (0.023%) Weka
Business Applications
1 33 (0.75%) Dynamics CRM
2 30 (0.68%) Cognos Business Intelligence
3 23 (0.52%) Markit EDM
4 21 (0.48%) Dynamics AX
5 18 (0.41%) Cognos TM1
5 18 (0.41%) JDE EnterpriseOne
6 16 (0.36%) Elite 3E
6 16 (0.36%) Oracle EBS
7 11 (0.25%) HFM
8 9 (0.20%) MetaTrader
8 9 (0.20%) Oracle EBS R12
9 8 (0.18%) Dynamics NAV
9 8 (0.18%) Salesforce.com CRM
10 7 (0.16%) BusinessWorks
10 7 (0.16%) Eagle PACE
10 7 (0.16%) NetSuite
10 7 (0.16%) TIBCO BusinessEvents
10 7 (0.16%) Unit4 Business World
11 6 (0.14%) Remedy ITSM
11 6 (0.14%) SAP ERP
Cloud Services
1 556 (12.58%) Microsoft Azure
2 373 (8.44%) Amazon AWS
3 93 (2.10%) Google Cloud Platform
4 83 (1.88%) Azure Data Factory
5 55 (1.24%) SaaS
6 51 (1.15%) Cloud Computing
7 41 (0.93%) Azure Machine Learning
8 39 (0.88%) Office 365
8 39 (0.88%) PaaS
9 30 (0.68%) Cortana Intelligence Suite
10 29 (0.66%) Amazon EMR
11 27 (0.61%) Amazon Kinesis
12 22 (0.50%) Amazon S3
13 21 (0.48%) IaaS
14 20 (0.45%) Amazon ElastiCache
15 19 (0.43%) GitHub
16 18 (0.41%) Dynamics 365
17 16 (0.36%) Serverless
18 12 (0.27%) AWS Lambda
19 10 (0.23%) Data Lake Analytics
Communications & Networking
1 63 (1.43%) Internet
2 53 (1.20%) Firewall
3 47 (1.06%) HTTP
4 39 (0.88%) DNS
5 33 (0.75%) SSL
6 32 (0.72%) TCP/IP
7 26 (0.59%) LAN
8 25 (0.57%) WAN
9 22 (0.50%) SMS
10 20 (0.45%) DHCP
11 18 (0.41%) SAN
12 16 (0.36%) Wireless
13 11 (0.25%) Intranet
13 11 (0.25%) VLAN
14 10 (0.23%) ICMP
14 10 (0.23%) OSPF
14 10 (0.23%) SNMP
14 10 (0.23%) VoIP
15 9 (0.20%) Network Security
16 7 (0.16%) Skype
Database & Business Intelligence
1 2,277 (51.52%) SQL Server
2 1,831 (41.43%) SQL Server Integration Services
3 1,520 (34.39%) SQL Server Reporting Services
4 1,305 (29.52%) SQL Server Analysis Services
5 821 (18.57%) Power BI
6 716 (16.20%) Big Data
7 434 (9.82%) Hadoop
8 430 (9.73%) QlikView
9 419 (9.48%) BusinessObjects
10 412 (9.32%) Relational Database
11 383 (8.67%) SQL Server 2016
12 325 (7.35%) SQL Server 2014
13 309 (6.99%) OLAP
14 286 (6.47%) SQL Server 2012
15 268 (6.06%) Microsoft Analysis Services
16 219 (4.95%) MySQL
16 219 (4.95%) NoSQL
17 205 (4.64%) SQL Server 2008
18 203 (4.59%) Data Lake
19 182 (4.12%) Enterprise Data Warehouse
Development Applications
1 185 (4.19%) Team Foundation Server
2 154 (3.48%) JIRA
3 126 (2.85%) Visual Studio
4 103 (2.33%) SQL Server Management Studio (SSMS)
5 96 (2.17%) Git (software)
6 72 (1.63%) ERwin
7 69 (1.56%) Jenkins
8 57 (1.29%) TeamCity
9 52 (1.18%) Subversion
10 39 (0.88%) Toad
11 37 (0.84%) Selenium
12 29 (0.66%) Bitbucket
13 28 (0.63%) Eclipse
14 25 (0.57%) Atlassian Bamboo
15 24 (0.54%) Oracle Forms
16 22 (0.50%) Oracle APEX
17 12 (0.27%) Cucumber
18 11 (0.25%) HP UFT
18 11 (0.25%) PowerBuilder
18 11 (0.25%) VSS/SourceSafe
General
1 1,225 (27.71%) Finance
2 267 (6.04%) Retail
3 247 (5.59%) Banking
4 214 (4.84%) Marketing
5 213 (4.82%) Advertising
6 116 (2.62%) Investment Banking
7 108 (2.44%) Retail Banking
8 79 (1.79%) Games
9 70 (1.58%) Manufacturing
10 65 (1.47%) Legal
10 65 (1.47%) Publishing
11 48 (1.09%) Law
12 41 (0.93%) Telecoms
13 32 (0.72%) Automotive
14 27 (0.61%) Electronics
15 25 (0.57%) Financial Institution
16 19 (0.43%) Back Office
17 18 (0.41%) Billing
17 18 (0.41%) Pharmaceutical
18 16 (0.36%) Front Office
Job Titles
1 1,932 (43.71%) Developer
2 977 (22.10%) Business Intelligence Developer
3 734 (16.61%) Analyst
4 681 (15.41%) SQL Developer
5 512 (11.58%) Architect
6 369 (8.35%) Data Warehouse Developer
7 345 (7.81%) Data Architect
8 337 (7.62%) SQL BI Developer
9 288 (6.52%) SSIS Developer
10 273 (6.18%) SQL Server Developer
11 270 (6.11%) Consultant
12 259 (5.86%) Business Intelligence Analyst
13 258 (5.84%) Business Developer
14 224 (5.07%) DBA
15 211 (4.77%) Data Analyst
16 204 (4.62%) SSRS Developer
17 197 (4.46%) Business Analyst
18 196 (4.43%) ETL Developer
19 185 (4.19%) SQL DBA
20 177 (4.00%) Senior Developer
Libraries, Frameworks & Software Standards
1 355 (8.03%) .NET
2 275 (6.22%) Web Services
3 195 (4.41%) XML
4 192 (4.34%) MDX
5 184 (4.16%) HTML
6 129 (2.92%) JSON
7 121 (2.74%) CSS
8 117 (2.65%) Kafka
9 86 (1.95%) ASP.NET
9 86 (1.95%) SOAP
10 83 (1.88%) REST
11 76 (1.72%) AngularJS
12 61 (1.38%) Middleware
13 58 (1.31%) HTML5
14 57 (1.29%) jQuery
15 55 (1.24%) .NET Framework
16 50 (1.13%) Spring
17 44 (1.00%) RESTful
18 43 (0.97%) CSS3
19 42 (0.95%) Oracle GoldenGate
Miscellaneous
1 750 (16.97%) Analytical Skills
2 222 (5.02%) Computer Science
3 215 (4.86%) Management Information System
4 153 (3.46%) Data Structures
5 125 (2.83%) Greenfield Project
6 108 (2.44%) Enterprise Software
7 101 (2.29%) Replication
8 97 (2.19%) Clustering
8 97 (2.19%) Fintech
9 86 (1.95%) User Experience
10 82 (1.86%) NHS
11 77 (1.74%) Virtual Team
12 56 (1.27%) Algorithms
13 53 (1.20%) Data Centre
14 36 (0.81%) Mobile App
15 30 (0.68%) Equities
16 27 (0.61%) PMI
17 26 (0.59%) Mainframe
17 26 (0.59%) N-Tier
17 26 (0.59%) Reinsurance
Operating Systems
1 242 (5.48%) Linux
2 197 (4.46%) Windows
3 168 (3.80%) Unix
4 78 (1.76%) Windows Server
5 34 (0.77%) Windows Server 2008
6 33 (0.75%) Windows Server 2012
7 21 (0.48%) AIX
8 17 (0.38%) Apple iOS
9 15 (0.34%) Android
10 8 (0.18%) Red Hat Enterprise Linux
11 7 (0.16%) Solaris
11 7 (0.16%) Windows Server 2003
12 5 (0.11%) CentOS
12 5 (0.11%) zOS
13 4 (0.090%) Oracle Linux
13 4 (0.090%) Windows XP
14 3 (0.068%) Windows 8
15 2 (0.045%) HPUX
15 2 (0.045%) Windows 7
16 1 (0.023%) Ubuntu
Processes & Methodologies
1 2,973 (67.26%) Business Intelligence
2 1,978 (44.75%) ETL
3 1,149 (26.00%) Analytics
4 1,117 (25.27%) Agile Software Development
5 1,089 (24.64%) Data Modelling
6 607 (13.73%) Visualisation
7 556 (12.58%) Data Management
8 405 (9.16%) Data Architecture
9 399 (9.03%) Data Integration
10 396 (8.96%) Kimball Methodology
11 378 (8.55%) Data Analysis
12 359 (8.12%) Performance Tuning
13 356 (8.05%) Data Visualisation
14 345 (7.81%) Migration
15 339 (7.67%) Scrum
16 311 (7.04%) SDLC
17 300 (6.79%) Data Analytics
18 281 (6.36%) Dimensional Modelling
19 272 (6.15%) Data Governance
20 260 (5.88%) CRM
Programming Languages
1 2,919 (66.04%) SQL
2 1,202 (27.19%) T-SQL
3 450 (10.18%) Python
4 383 (8.67%) Java
5 336 (7.60%) C#
6 266 (6.02%) PL/SQL
7 195 (4.41%) JavaScript
8 178 (4.03%) R
9 133 (3.01%) Scala
10 122 (2.76%) PowerShell
11 105 (2.38%) VBA
12 93 (2.10%) Shell Script
13 85 (1.92%) Data Analysis Expressions (DAX)
14 74 (1.67%) PHP
15 59 (1.33%) C
15 59 (1.33%) VB.NET
16 54 (1.22%) VB
17 49 (1.11%) C++
18 38 (0.86%) Perl
19 37 (0.84%) Go
Qualifications
1 450 (10.18%) Degree
2 100 (2.26%) Computer Science Degree
3 80 (1.81%) Microsoft Certification
4 58 (1.31%) Security Cleared
5 48 (1.09%) ISEB
6 40 (0.90%) MCSA
6 40 (0.90%) Numerate Degree
7 36 (0.81%) PMI Certification
8 34 (0.77%) MCSE
9 33 (0.75%) SC Cleared
10 32 (0.72%) ISTQB
11 30 (0.68%) ITIL Certification
12 26 (0.59%) Master's Degree
13 22 (0.50%) MBA
14 21 (0.48%) PMP
15 13 (0.29%) MCDBA
15 13 (0.29%) Six Sigma Black Belt
15 13 (0.29%) Six Sigma Green Belt
16 8 (0.18%) ITIL Foundation Certificate
16 8 (0.18%) Postgraduate
Quality Assurance & Compliance
1 428 (9.68%) Data Quality
2 282 (6.38%) QA
3 93 (2.10%) GDPR
4 46 (1.04%) PMO
5 21 (0.48%) SLA
6 20 (0.45%) GCP
7 18 (0.41%) Solvency II
8 15 (0.34%) PCI DSS
9 11 (0.25%) Web Application Security Consortium
10 10 (0.23%) ISO/IEC 27001
11 4 (0.090%) NEBOSH
12 3 (0.068%) HL7
12 3 (0.068%) ISO/IEC 20000
13 2 (0.045%) IFRS
13 2 (0.045%) IFRS 9
13 2 (0.045%) Sarbanes-Oxley
13 2 (0.045%) TickIT
14 1 (0.023%) COBIT
14 1 (0.023%) GAAP
14 1 (0.023%) UCITS
System Software
1 56 (1.27%) Active Directory
2 51 (1.15%) HDFS
3 41 (0.93%) VMware Infrastructure
4 40 (0.90%) Apache Flume
5 39 (0.88%) Docker
6 12 (0.27%) Oracle RAC
7 7 (0.16%) XenApp
8 6 (0.14%) Apache ZooKeeper
8 6 (0.14%) Hyper-V
9 4 (0.090%) GPFS
9 4 (0.090%) Virtual Machines
10 2 (0.045%) Firmware
10 2 (0.045%) VMware ESXi
11 1 (0.023%) Microsoft App-V
Systems Management
1 24 (0.54%) Hadoop YARN
2 22 (0.50%) Oozie
3 15 (0.34%) Mesos
3 15 (0.34%) Systems Management Server (SMS)
4 11 (0.25%) Puppet
5 10 (0.23%) Nagios
6 9 (0.20%) Opscode Chef
6 9 (0.20%) SCCM
7 8 (0.18%) Failover Clustering
7 8 (0.18%) FortiGate
7 8 (0.18%) Kubernetes
7 8 (0.18%) Perfmon
8 7 (0.16%) OpenView
8 7 (0.16%) Tivoli
9 6 (0.14%) HP SiteScope
9 6 (0.14%) Oracle Enterprise Manager
9 6 (0.14%) Single Sign-On
9 6 (0.14%) Terraform
10 5 (0.11%) Ansible
11 4 (0.090%) HP Data Protector
Vendors
1 1,359 (30.75%) Microsoft
2 802 (18.14%) Oracle
3 719 (16.27%) Tableau
4 308 (6.97%) SAP
5 234 (5.29%) Informatica
6 229 (5.18%) Cognos
7 154 (3.48%) IBM
8 153 (3.46%) Talend
9 134 (3.03%) Google
10 131 (2.96%) Teradata
11 111 (2.51%) MicroStrategy
12 87 (1.97%) Cloudera
13 60 (1.36%) Alteryx
14 58 (1.31%) Netezza
15 53 (1.20%) Salesforce.com
16 51 (1.15%) Hortonworks
17 45 (1.02%) HP
18 41 (0.93%) VMware
19 36 (0.81%) TIBCO
20 35 (0.79%) RedGate