Period
to 15 August 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 15 August 2018 with a comparison to the same period in the previous 2 years.

Data Warehousing
UK > England
6 months to
15 Aug 2018
Same period 2017 Same period 2016
Rank 108 111 98
Rank change year-on-year +3 -13 -10
Permanent jobs citing Data Warehouse 4,642 4,767 5,541
As % of all permanent IT jobs advertised in England 2.93% 2.87% 2.96%
As % of the Database & Business Intelligence category 9.73% 9.40% 9.87%
Number of salaries quoted 3,805 3,954 4,690
England median annual salary £53,500 £50,982 £52,500
Median salary % change year-on-year +4.94% -2.89% +1.94%
10th Percentile £34,500 £32,500 £33,750
90th Percentile £85,000 £78,750 £80,000
UK median annual salary £52,500 £50,000 £52,500
% change year-on-year +5.00% -4.76% +5.00%

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 47,693 50,711 56,142
As % of all permanent IT jobs advertised in England 30.10% 30.48% 30.04%
Number of salaries quoted 39,031 42,633 48,530
England median annual salary £50,000 £47,500 £47,500
Median salary % change year-on-year +5.26% - +5.56%
10th Percentile £31,250 £30,000 £28,750
90th Percentile £82,500 £77,500 £75,000
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 15 August 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 15 August 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 +7 2,450 £62,500 +4.17% 258
North of England -30 668 £45,000 +5.88% 89
South East +4 597 £52,500 +5.00% 67
Midlands +13 399 £43,000 -4.44% 54
North West -16 356 £45,000 +12.50% 45
East of England +51 282 £50,000 - 25
Yorkshire -32 264 £45,000 - 34
South West -14 225 £42,500 - 35
West Midlands -2 203 £45,000 - 25
East Midlands +24 195 £42,500 -5.56% 29
North East +22 56 £42,500 -12.82% 10
Data Warehouse
UK

For the 6 months to 15 August 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 3,087 (66.50%) SQL
2 2,968 (63.94%) Business Intelligence
3 2,470 (53.21%) SQL Server
4 2,164 (46.62%) SQL Server Integration Services
5 1,998 (43.04%) ETL
6 1,788 (38.52%) SQL Server Reporting Services
7 1,687 (36.34%) Microsoft
8 1,478 (31.84%) SQL Server Analysis Services
9 1,394 (30.03%) Agile Software Development
10 1,322 (28.48%) Finance
11 1,276 (27.49%) T-SQL
12 1,076 (23.18%) Analytics
13 1,039 (22.38%) Power BI
14 906 (19.52%) Data Modelling
15 823 (17.73%) Oracle
16 753 (16.22%) Microsoft Azure
17 749 (16.14%) Big Data
18 659 (14.20%) Analytical Skills
19 611 (13.16%) .NET
20 598 (12.88%) Tableau
21 513 (11.05%) Visualisation
22 510 (10.99%) Degree
23 501 (10.79%) C#
24 482 (10.38%) Problem-Solving
25 476 (10.25%) Python
26 472 (10.17%) Data Analysis
27 461 (9.93%) Relational Database
28 437 (9.41%) Data Quality
29 436 (9.39%) Java
30 420 (9.05%) Kimball Methodology

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
1 216 (4.65%) Apache Spark
2 188 (4.05%) SAS
3 86 (1.85%) SharePoint
4 73 (1.57%) Apache
5 64 (1.38%) IIS
6 44 (0.95%) BizTalk Server
7 36 (0.78%) Confluence
8 35 (0.75%) Oracle SOA Suite
9 30 (0.65%) Elasticsearch
10 23 (0.50%) Apache Pig
11 22 (0.47%) CMS
12 14 (0.30%) Apache Solr
12 14 (0.30%) Hyperledger
13 13 (0.28%) WebLogic
14 11 (0.24%) Apache Airflow
15 10 (0.22%) WebSphere
16 9 (0.19%) MS Exchange
17 8 (0.17%) Oracle Application Server
17 8 (0.17%) Skype for Business
17 8 (0.17%) WebLogic Portal
Applications
1 376 (8.10%) Microsoft Excel
2 101 (2.18%) Microsoft Office
3 68 (1.46%) MS Visio
4 37 (0.80%) Microsoft PowerPoint
5 22 (0.47%) Microsoft Project
6 19 (0.41%) Spreadsheet
7 12 (0.26%) SPSS
8 3 (0.065%) Stata
9 2 (0.043%) Photoshop
10 1 (0.022%) Adobe Illustrator
10 1 (0.022%) Chatbot
10 1 (0.022%) CPLEX
10 1 (0.022%) EViews
10 1 (0.022%) InfoPath
10 1 (0.022%) Weka
Business Applications
1 51 (1.10%) Cognos Business Intelligence
2 46 (0.99%) Dynamics CRM
3 44 (0.95%) Markit EDM
4 41 (0.88%) Cognos TM1
5 36 (0.78%) NetSuite
6 30 (0.65%) Dynamics AX
7 19 (0.41%) Oracle EBS
8 17 (0.37%) Dynamics NAV
9 16 (0.34%) SAP S/4HANA
10 12 (0.26%) Salesforce.com CRM
11 10 (0.22%) Oracle EBS R12
11 10 (0.22%) Remedy ITSM
12 8 (0.17%) FastStats
12 8 (0.17%) SAP ERP
13 7 (0.15%) MetaTrader
14 6 (0.13%) SAP BPC
14 6 (0.13%) SAP CO
14 6 (0.13%) SAP FI
14 6 (0.13%) SAP FI/CO
15 5 (0.11%) Oracle BPM
Cloud Services
1 753 (16.22%) Microsoft Azure
2 383 (8.25%) Amazon AWS
3 146 (3.15%) Azure Data Factory
4 79 (1.70%) PaaS
5 69 (1.49%) Cloud Computing
6 65 (1.40%) Google Cloud Platform
7 53 (1.14%) SaaS
8 52 (1.12%) Office 365
9 39 (0.84%) Amazon S3
10 37 (0.80%) IaaS
10 37 (0.80%) Serverless
11 29 (0.62%) Data Lake Analytics
12 28 (0.60%) Amazon EC2
13 27 (0.58%) Cortana Intelligence Suite
14 26 (0.56%) Amazon Kinesis
15 23 (0.50%) Amazon EMR
16 22 (0.47%) Amazon ElastiCache
17 21 (0.45%) Dynamics 365
18 20 (0.43%) AWS Lambda
19 15 (0.32%) Azure Machine Learning
Communications & Networking
1 54 (1.16%) Internet
2 30 (0.65%) DNS
3 25 (0.54%) SAN
4 22 (0.47%) HTTP
5 21 (0.45%) DHCP
5 21 (0.45%) Firewall
5 21 (0.45%) SSL
6 20 (0.43%) LAN
7 19 (0.41%) WAN
8 16 (0.34%) SMS
8 16 (0.34%) TCP/IP
9 13 (0.28%) Network Security
10 12 (0.26%) Intranet
11 11 (0.24%) Wireless
12 10 (0.22%) FTP
13 8 (0.17%) VoIP
14 6 (0.13%) AMQP
14 6 (0.13%) OSPF
15 5 (0.11%) Remote Desktop
15 5 (0.11%) Skype
Database & Business Intelligence
1 2,470 (53.21%) SQL Server
2 2,164 (46.62%) SQL Server Integration Services
3 1,788 (38.52%) SQL Server Reporting Services
4 1,478 (31.84%) SQL Server Analysis Services
5 1,039 (22.38%) Power BI
6 749 (16.14%) Big Data
7 461 (9.93%) Relational Database
8 403 (8.68%) Hadoop
9 320 (6.89%) SQL Server 2012
10 319 (6.87%) OLAP
11 302 (6.51%) BusinessObjects
12 297 (6.40%) Data Lake
13 285 (6.14%) SQL Server 2016
14 257 (5.54%) QlikView
15 252 (5.43%) SQL Server 2008
16 239 (5.15%) Microsoft Analysis Services
17 237 (5.11%) SQL Server 2014
18 233 (5.02%) NoSQL
19 213 (4.59%) MySQL
20 180 (3.88%) Apache Hive
Development Applications
1 196 (4.22%) Team Foundation Server
2 163 (3.51%) Visual Studio
3 124 (2.67%) Git (software)
4 113 (2.43%) Jenkins
5 110 (2.37%) JIRA
6 104 (2.24%) SQL Server Management Studio (SSMS)
7 77 (1.66%) TeamCity
8 62 (1.34%) ERwin
9 34 (0.73%) Visual Studio Team System
10 32 (0.69%) Octopus Deploy
10 32 (0.69%) Oracle Forms
11 30 (0.65%) SoapUI
12 29 (0.62%) Selenium
12 29 (0.62%) Toad
13 27 (0.58%) Oracle APEX
14 26 (0.56%) Subversion
15 18 (0.39%) Bitbucket
16 17 (0.37%) Eclipse
16 17 (0.37%) ER Studio
16 17 (0.37%) JUnit
General
1 1,322 (28.48%) Finance
2 382 (8.23%) Retail
3 300 (6.46%) Banking
4 258 (5.56%) Advertising
5 239 (5.15%) Marketing
6 65 (1.40%) Investment Banking
7 62 (1.34%) Games
8 59 (1.27%) Legal
9 41 (0.88%) Manufacturing
10 31 (0.67%) Publishing
11 30 (0.65%) Back Office
12 29 (0.62%) Front Office
12 29 (0.62%) Law
13 28 (0.60%) Telecoms
14 21 (0.45%) Electronics
14 21 (0.45%) Local Government
15 20 (0.43%) Financial Institution
15 20 (0.43%) Pharmaceutical
16 19 (0.41%) Corporate Banking
16 19 (0.41%) General Ledger
Job Titles
1 1,972 (42.48%) Developer
2 976 (21.03%) Business Intelligence Developer
3 764 (16.46%) SQL Developer
4 745 (16.05%) Analyst
5 545 (11.74%) Architect
6 374 (8.06%) SSIS Developer
7 356 (7.67%) Data Warehouse Developer
8 333 (7.17%) Data Architect
9 330 (7.11%) SQL BI Developer
10 293 (6.31%) SSRS Developer
11 292 (6.29%) Consultant
12 250 (5.39%) SQL Server Developer
13 245 (5.28%) Business Intelligence Analyst
14 241 (5.19%) Senior Developer
15 240 (5.17%) Data Engineer
16 234 (5.04%) Data Analyst
16 234 (5.04%) DBA
17 193 (4.16%) SSAS Developer
18 184 (3.96%) ETL Developer
19 182 (3.92%) Business Developer
Libraries, Frameworks & Software Standards
1 611 (13.16%) .NET
2 343 (7.39%) Web Services
3 263 (5.67%) XML
4 207 (4.46%) HTML
5 202 (4.35%) MDX
6 173 (3.73%) Kafka
7 140 (3.02%) .NET Framework
8 134 (2.89%) JSON
9 110 (2.37%) REST
10 109 (2.35%) SOAP
11 101 (2.18%) CSS
12 96 (2.07%) Entity Framework
13 78 (1.68%) Middleware
14 74 (1.59%) RESTful
15 68 (1.46%) ASP.NET
16 53 (1.14%) AngularJS
17 39 (0.84%) HTML5
17 39 (0.84%) TensorFlow
18 35 (0.75%) Keras
18 35 (0.75%) MLlib
Miscellaneous
1 659 (14.20%) Analytical Skills
2 226 (4.87%) Greenfield Project
3 222 (4.78%) Computer Science
4 191 (4.11%) Management Information System
5 131 (2.82%) Replication
6 127 (2.74%) Data Structures
7 126 (2.71%) NHS
8 120 (2.59%) User Experience
9 100 (2.15%) Algorithms
10 95 (2.05%) Fintech
11 83 (1.79%) Enterprise Software
12 79 (1.70%) Self-Motivation
13 57 (1.23%) Credit Risk
14 51 (1.10%) Clustering
14 51 (1.10%) Equities
15 44 (0.95%) Reinsurance
16 40 (0.86%) Hedge funds
17 37 (0.80%) Derivative
17 37 (0.80%) Market Risk
18 35 (0.75%) Foreign Exchange (FX)
Operating Systems
1 259 (5.58%) Linux
2 245 (5.28%) Windows
3 223 (4.80%) Unix
4 69 (1.49%) Windows Server
5 54 (1.16%) AIX
6 46 (0.99%) Solaris
7 36 (0.78%) HPUX
8 28 (0.60%) Windows Server 2008
9 24 (0.52%) Red Hat Enterprise Linux
10 22 (0.47%) Windows Server 2012
11 11 (0.24%) Apple iOS
12 10 (0.22%) Windows XP
13 8 (0.17%) Windows 8
14 7 (0.15%) Android
15 5 (0.11%) Windows Server 2003
16 4 (0.086%) CentOS
16 4 (0.086%) Mac OS X
16 4 (0.086%) Oracle Linux
17 3 (0.065%) Windows 7
17 3 (0.065%) Windows Vista
Processes & Methodologies
1 2,968 (63.94%) Business Intelligence
2 1,998 (43.04%) ETL
3 1,394 (30.03%) Agile Software Development
4 1,076 (23.18%) Analytics
5 906 (19.52%) Data Modelling
6 513 (11.05%) Visualisation
7 482 (10.38%) Problem-Solving
8 472 (10.17%) Data Analysis
9 420 (9.05%) Kimball Methodology
10 411 (8.85%) Data Integration
11 394 (8.49%) Scrum
12 389 (8.38%) Data Management
13 386 (8.32%) Performance Tuning
14 377 (8.12%) Migration
15 362 (7.80%) Data Architecture
16 334 (7.20%) SDLC
17 304 (6.55%) Data Science
18 283 (6.10%) Data Analytics
19 276 (5.95%) Data Visualisation
20 272 (5.86%) Project Management
Programming Languages
1 3,087 (66.50%) SQL
2 1,276 (27.49%) T-SQL
3 501 (10.79%) C#
4 476 (10.25%) Python
5 436 (9.39%) Java
6 304 (6.55%) PL/SQL
7 251 (5.41%) JavaScript
8 212 (4.57%) PowerShell
9 163 (3.51%) R
10 159 (3.43%) Data Analysis Expressions (DAX)
11 140 (3.02%) Scala
12 131 (2.82%) VBA
13 119 (2.56%) Shell Script
14 83 (1.79%) Go
15 71 (1.53%) PHP
16 55 (1.18%) VB
17 54 (1.16%) Perl
18 50 (1.08%) C++
18 50 (1.08%) VB.NET
19 41 (0.88%) C
Qualifications
1 510 (10.99%) Degree
2 117 (2.52%) Microsoft Certification
3 81 (1.74%) Computer Science Degree
4 78 (1.68%) Security Cleared
5 56 (1.21%) ISEB
6 49 (1.06%) SC Cleared
7 46 (0.99%) MCSE
8 42 (0.90%) Master's Degree
9 33 (0.71%) ITIL Certification
10 29 (0.62%) MCITP
11 28 (0.60%) MCSA
11 28 (0.60%) Numerate Degree
12 25 (0.54%) Postgraduate
13 24 (0.52%) TOGAF Certification
14 17 (0.37%) ITIL Foundation Certificate
15 16 (0.34%) VMware Certified Professional (VCP)
16 15 (0.32%) Microsoft Certified Architect
17 13 (0.28%) PMI Certification
18 12 (0.26%) ACCA
18 12 (0.26%) MCP
Quality Assurance & Compliance
1 437 (9.41%) Data Quality
2 227 (4.89%) QA
3 101 (2.18%) GDPR
4 79 (1.70%) PMO
5 32 (0.69%) SLA
6 12 (0.26%) Sarbanes-Oxley
7 10 (0.22%) MiFID
8 9 (0.19%) IFRS
9 8 (0.17%) IFRS 9
9 8 (0.17%) PCI DSS
9 8 (0.17%) Solvency II
10 6 (0.13%) ISO/IEC 27001
10 6 (0.13%) Web Application Security Consortium
11 4 (0.086%) GCP
12 3 (0.065%) GAAP
12 3 (0.065%) ISO/IEC 20000
13 2 (0.043%) COBIT
13 2 (0.043%) EMIR
13 2 (0.043%) HL7
13 2 (0.043%) PSD2
System Software
1 75 (1.62%) HDFS
2 74 (1.59%) Apache Flume
3 63 (1.36%) Active Directory
4 46 (0.99%) Docker
5 39 (0.84%) VMware Infrastructure
6 17 (0.37%) vSphere
7 13 (0.28%) Oracle RAC
8 10 (0.22%) Hyper-V
9 9 (0.19%) Apache ZooKeeper
10 5 (0.11%) Veritas Cluster Server
10 5 (0.11%) VMware Workstation
10 5 (0.11%) XenApp
11 4 (0.086%) Xen
12 1 (0.022%) Microsoft App-V
12 1 (0.022%) Terminal Services
12 1 (0.022%) VMware ESXi
Systems Management
1 54 (1.16%) Hadoop YARN
2 28 (0.60%) Oozie
3 24 (0.52%) Automic
4 22 (0.47%) Ansible
4 22 (0.47%) Mesos
5 21 (0.45%) Dollar Universe
5 21 (0.45%) Opscode Chef
5 21 (0.45%) Systems Management Server (SMS)
6 20 (0.43%) Kubernetes
6 20 (0.43%) Puppet
7 19 (0.41%) Control-M
7 19 (0.41%) Oracle Enterprise Manager
8 18 (0.39%) Terraform
9 16 (0.34%) Data Guard
10 15 (0.32%) Oracle RMAN
11 14 (0.30%) Failover Clustering
11 14 (0.30%) Kibana
12 13 (0.28%) Ambari
13 10 (0.22%) Backup Exec
14 8 (0.17%) SCCM
Vendors
1 1,687 (36.34%) Microsoft
2 823 (17.73%) Oracle
3 598 (12.88%) Tableau
4 256 (5.51%) Informatica
5 231 (4.98%) SAP
6 202 (4.35%) Cognos
7 125 (2.69%) IBM
8 124 (2.67%) Talend
9 106 (2.28%) Google
10 88 (1.90%) Cloudera
11 75 (1.62%) MicroStrategy
12 72 (1.55%) VMware
13 64 (1.38%) Salesforce.com
14 53 (1.14%) Teradata
15 47 (1.01%) Hortonworks
16 39 (0.84%) RedGate
17 32 (0.69%) Alteryx
17 32 (0.69%) HP
17 32 (0.69%) Infor
18 31 (0.67%) Red Hat