Period
to 22 April 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 22 April 2019 with a comparison to the same period in the previous 2 years.

Data Warehousing
UK > England
6 months to
22 Apr 2019
Same period 2018 Same period 2017
Rank 112 121 109
Rank change year-on-year +9 -12 -26
Permanent jobs citing Data Warehouse 4,010 4,549 4,547
As % of all permanent IT jobs advertised in England 2.92% 2.74% 2.82%
As % of the Database & Business Intelligence category 10.38% 8.92% 9.27%
Number of salaries quoted 3,317 3,731 3,994
England median annual salary £55,000 £52,500 £52,500
Median salary % change year-on-year +4.76% - -
10th Percentile £37,500 £33,000 £32,500
90th Percentile £85,000 £80,000 £80,000
UK median annual salary £55,000 £52,500 £52,500
% change year-on-year +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 38,646 50,983 49,029
As % of all permanent IT jobs advertised in England 28.10% 30.69% 30.38%
Number of salaries quoted 31,845 42,715 42,244
England median annual salary £52,500 £50,000 £47,500
Median salary % change year-on-year +5.00% +5.26% -
10th Percentile £31,250 £31,000 £29,750
90th Percentile £86,250 £80,000 £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 22 April 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 22 April 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 +14 2,255 £62,500 +4.17% 119
South East +18 521 £53,500 +8.08% 50
North of England -19 504 £45,000 - 57
Midlands -13 326 £45,000 - 46
North West -10 267 £45,000 - 39
South West 0 245 £52,500 +23.53% 16
Yorkshire -26 213 £45,000 - 17
West Midlands -28 184 £50,000 +5.26% 34
East of England -12 149 £50,000 - 15
East Midlands +11 142 £42,000 -1.18% 12
North East +3 24 £37,500 +0.33% 1
Data Warehouse
UK

For the 6 months to 22 April 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 2,620 (65.34%) SQL
2 2,539 (63.32%) Business Intelligence
3 1,824 (45.49%) ETL
4 1,798 (44.84%) SQL Server
5 1,593 (39.73%) SQL Server Integration Services
6 1,417 (35.34%) Agile Software Development
7 1,294 (32.27%) SQL Server Reporting Services
8 1,259 (31.40%) Microsoft
9 1,254 (31.27%) Analytics
10 1,081 (26.96%) SQL Server Analysis Services
11 1,042 (25.99%) Power BI
12 1,007 (25.11%) Data Modelling
13 995 (24.81%) Microsoft Azure
14 982 (24.49%) Finance
15 973 (24.26%) T-SQL
16 714 (17.81%) Tableau
17 682 (17.01%) Oracle
18 665 (16.58%) Visualisation
19 657 (16.38%) Big Data
20 638 (15.91%) Python
21 637 (15.89%) Analytical Skills
22 510 (12.72%) Amazon AWS
23 470 (11.72%) Data Quality
24 447 (11.15%) Hadoop
25 443 (11.05%) Relational Database
26 436 (10.87%) Data Lake
27 433 (10.80%) Migration
28 429 (10.70%) Kimball Methodology
29 422 (10.52%) Scrum
30 419 (10.45%) C#

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
1 247 (6.16%) Apache Spark
2 175 (4.36%) SAS
3 119 (2.97%) SharePoint
4 70 (1.75%) Apache
5 53 (1.32%) Elasticsearch
6 52 (1.30%) Apache Pig
7 31 (0.77%) IIS
8 24 (0.60%) CMS
8 24 (0.60%) Confluence
9 22 (0.55%) Apache Solr
9 22 (0.55%) WebLogic
10 18 (0.45%) Oracle SOA Suite
11 17 (0.42%) Apache Airflow
12 11 (0.27%) Drupal
13 9 (0.22%) BizTalk Server
14 7 (0.17%) Moodle
14 7 (0.17%) Skype for Business
15 6 (0.15%) MS Exchange
16 5 (0.12%) nginx
16 5 (0.12%) SharePoint 2010
Applications
1 266 (6.63%) Microsoft Excel
2 94 (2.34%) Microsoft Office
3 61 (1.52%) MS Visio
4 41 (1.02%) Microsoft PowerPoint
5 34 (0.85%) Microsoft Project
6 22 (0.55%) SPSS
7 4 (0.100%) Adobe After Effects
7 4 (0.100%) Adobe Illustrator
8 3 (0.075%) Spreadsheet
9 2 (0.050%) Chatbot
9 2 (0.050%) GNU Octave
9 2 (0.050%) Mingle
Business Applications
1 41 (1.02%) Dynamics CRM
2 26 (0.65%) Cognos Business Intelligence
3 20 (0.50%) SAP BPC
4 13 (0.32%) Cognos TM1
5 11 (0.27%) Dynamics AX
6 9 (0.22%) Oracle EBS
6 9 (0.22%) Oracle Procure-to-Pay
6 9 (0.22%) SAP S/4HANA
7 8 (0.20%) Infor SunSystems
7 8 (0.20%) Markit EDM
7 8 (0.20%) Oracle EBS R12
8 7 (0.17%) Dynamics NAV
8 7 (0.17%) FastStats
8 7 (0.17%) Oracle Payables
8 7 (0.17%) Raiser's Edge
9 6 (0.15%) Oracle Receivables
10 5 (0.12%) NetSuite
10 5 (0.12%) Oracle Applications
10 5 (0.12%) Oracle ERP
11 4 (0.100%) SAP ERP
Cloud Services
1 995 (24.81%) Microsoft Azure
2 510 (12.72%) Amazon AWS
3 203 (5.06%) Azure Data Factory
4 169 (4.21%) Google Cloud Platform
5 100 (2.49%) PaaS
5 100 (2.49%) SaaS
6 77 (1.92%) Serverless
7 42 (1.05%) Cloud Computing
8 41 (1.02%) Amazon S3
8 41 (1.02%) Data Lake Analytics
9 36 (0.90%) Azure Machine Learning
10 31 (0.77%) Amazon EMR
10 31 (0.77%) Cortana Intelligence Suite
11 28 (0.70%) Azure Functions
12 27 (0.67%) IaaS
13 23 (0.57%) AWS Lambda
14 21 (0.52%) Dynamics 365
15 20 (0.50%) GitHub
16 17 (0.42%) Office 365
17 14 (0.35%) Amazon Kinesis
Communications & Networking
1 32 (0.80%) Internet
2 19 (0.47%) Broadband
3 12 (0.30%) FTP
3 12 (0.30%) Intranet
4 11 (0.27%) Firewall
4 11 (0.27%) HTTP
5 9 (0.22%) WAN
6 8 (0.20%) VoIP
7 7 (0.17%) LAN
7 7 (0.17%) Skype
8 6 (0.15%) SAN
8 6 (0.15%) TCP/IP
8 6 (0.15%) Wi-Fi
9 4 (0.100%) Extranet
10 3 (0.075%) DHCP
10 3 (0.075%) DNS
10 3 (0.075%) NAS
10 3 (0.075%) SMS
11 2 (0.050%) Cisco IOS
11 2 (0.050%) SSL
Database & Business Intelligence
1 1,798 (44.84%) SQL Server
2 1,593 (39.73%) SQL Server Integration Services
3 1,294 (32.27%) SQL Server Reporting Services
4 1,081 (26.96%) SQL Server Analysis Services
5 1,042 (25.99%) Power BI
6 657 (16.38%) Big Data
7 447 (11.15%) Hadoop
8 443 (11.05%) Relational Database
9 436 (10.87%) Data Lake
10 334 (8.33%) QlikView
11 323 (8.05%) BusinessObjects
12 270 (6.73%) NoSQL
13 250 (6.23%) SQL Server 2012
14 243 (6.06%) OLAP
15 236 (5.89%) Azure SQL Database
16 192 (4.79%) Microsoft Analysis Services
17 187 (4.66%) Azure SQL Data Warehouse
17 187 (4.66%) SQL Server 2016
18 184 (4.59%) Amazon Redshift
19 180 (4.49%) Oracle Database
Development Applications
1 146 (3.64%) Team Foundation Server
2 140 (3.49%) Git (software)
3 129 (3.22%) Visual Studio
4 94 (2.34%) JIRA
5 61 (1.52%) Jenkins
6 55 (1.37%) ERwin
7 50 (1.25%) SQL Server Management Studio (SSMS)
8 34 (0.85%) Visual Studio Team System
9 30 (0.75%) ER Studio
10 28 (0.70%) Selenium
10 28 (0.70%) Subversion
11 23 (0.57%) Octopus Deploy
12 21 (0.52%) Maven
12 21 (0.52%) TeamCity
13 19 (0.47%) Bitbucket
13 19 (0.47%) Cucumber
14 16 (0.40%) Toad
14 16 (0.40%) tSQLt
15 14 (0.35%) ProC
15 14 (0.35%) SoapUI
General
1 982 (24.49%) Finance
2 320 (7.98%) Retail
3 262 (6.53%) Banking
4 243 (6.06%) Marketing
5 84 (2.09%) Telecoms
6 83 (2.07%) Investment Banking
7 54 (1.35%) Manufacturing
8 53 (1.32%) Legal
9 42 (1.05%) Advertising
10 38 (0.95%) Law
11 33 (0.82%) Electronics
12 26 (0.65%) Back Office
13 24 (0.60%) Financial Institution
13 24 (0.60%) Local Government
14 19 (0.47%) Front Office
14 19 (0.47%) Games
15 17 (0.42%) Publishing
16 16 (0.40%) General Ledger
17 14 (0.35%) Automotive
18 8 (0.20%) Billing
Job Titles
1 1,654 (41.25%) Developer
2 845 (21.07%) Business Intelligence Developer
3 569 (14.19%) Analyst
4 533 (13.29%) SQL Developer
5 489 (12.19%) Architect
6 354 (8.83%) Data Engineer
7 304 (7.58%) Data Architect
8 271 (6.76%) SQL BI Developer
9 261 (6.51%) Senior Developer
10 255 (6.36%) Data Warehouse Developer
11 207 (5.16%) Business Intelligence Analyst
12 183 (4.56%) Data Analyst
13 182 (4.54%) SSIS Developer
14 169 (4.21%) Consultant
15 167 (4.16%) SSRS Developer
16 147 (3.67%) ETL Developer
17 139 (3.47%) Business Developer
18 138 (3.44%) Solutions Architect
19 137 (3.42%) Senior Business Intelligence Developer
20 131 (3.27%) DBA
Libraries, Frameworks & Software Standards
1 310 (7.73%) .NET
2 223 (5.56%) MDX
3 180 (4.49%) Kafka
3 180 (4.49%) Web Services
4 135 (3.37%) XML
5 97 (2.42%) HTML
6 83 (2.07%) JSON
7 79 (1.97%) CSS
8 51 (1.27%) REST
9 50 (1.25%) Middleware
10 42 (1.05%) WCF
11 40 (1.00%) AngularJS
12 38 (0.95%) ASP.NET
13 33 (0.82%) Apache NiFi
14 32 (0.80%) RESTful
15 31 (0.77%) HTML5
16 29 (0.72%) .NET Framework
17 28 (0.70%) SOAP
18 23 (0.57%) ASP.NET Web API
18 23 (0.57%) jQuery
Miscellaneous
1 637 (15.89%) Analytical Skills
2 180 (4.49%) Data Structures
3 141 (3.52%) Management Information System
4 136 (3.39%) Greenfield Project
5 105 (2.62%) Self-Motivation
6 92 (2.29%) Replication
7 87 (2.17%) Fintech
8 62 (1.55%) Clustering
9 57 (1.42%) User Experience
10 50 (1.25%) Algorithms
11 42 (1.05%) Reinsurance
12 41 (1.02%) Data Centre
12 41 (1.02%) Enterprise Software
12 41 (1.02%) NHS
13 36 (0.90%) Credit Risk
14 34 (0.85%) Virtual Team
15 32 (0.80%) Market Risk
16 29 (0.72%) Mobile App
17 27 (0.67%) Hedge funds
18 26 (0.65%) Reference Data
Operating Systems
1 168 (4.19%) Linux
2 167 (4.16%) Unix
3 126 (3.14%) Windows
4 41 (1.02%) Windows Server
5 32 (0.80%) Red Hat Enterprise Linux
6 27 (0.67%) Solaris
7 14 (0.35%) Apple iOS
8 13 (0.32%) CentOS
8 13 (0.32%) Ubuntu
9 7 (0.17%) AIX
9 7 (0.17%) Mac OS X
10 6 (0.15%) Windows Server 2012
11 4 (0.100%) Oracle Linux
11 4 (0.100%) Windows 10
12 3 (0.075%) Windows 7
13 2 (0.050%) HPUX
13 2 (0.050%) Kali Linux
13 2 (0.050%) Windows Server 2008
14 1 (0.025%) VMS
14 1 (0.025%) Windows XP
Processes & Methodologies
1 2,539 (63.32%) Business Intelligence
2 1,824 (45.49%) ETL
3 1,417 (35.34%) Agile Software Development
4 1,254 (31.27%) Analytics
5 1,007 (25.11%) Data Modelling
6 665 (16.58%) Visualisation
7 433 (10.80%) Migration
8 429 (10.70%) Kimball Methodology
9 422 (10.52%) Scrum
10 415 (10.35%) Data Management
11 410 (10.22%) Problem-Solving
12 397 (9.90%) Data Architecture
13 370 (9.23%) Data Analysis
14 363 (9.05%) Data Science
15 347 (8.65%) Data Visualisation
16 342 (8.53%) Data Analytics
17 338 (8.43%) Data Integration
18 318 (7.93%) SDLC
19 284 (7.08%) Machine Learning
20 281 (7.01%) Performance Tuning
Programming Languages
1 2,620 (65.34%) SQL
2 973 (24.26%) T-SQL
3 638 (15.91%) Python
4 419 (10.45%) C#
5 354 (8.83%) Java
6 228 (5.69%) R
7 219 (5.46%) PL/SQL
8 197 (4.91%) Data Analysis Expressions (DAX)
9 170 (4.24%) JavaScript
10 144 (3.59%) Scala
11 115 (2.87%) VBA
12 107 (2.67%) PowerShell
13 51 (1.27%) VB
14 47 (1.17%) C
14 47 (1.17%) Shell Script
15 45 (1.12%) PHP
16 35 (0.87%) VB.NET
17 28 (0.70%) Go
17 28 (0.70%) HiveQL
18 24 (0.60%) Ruby
Qualifications
1 404 (10.07%) Degree
2 94 (2.34%) Microsoft Certification
3 89 (2.22%) Computer Science Degree
4 57 (1.42%) Security Cleared
5 45 (1.12%) TOGAF Certification
6 41 (1.02%) MCSA
7 36 (0.90%) Master's Degree
8 29 (0.72%) ISEB
9 21 (0.52%) MCSE
9 21 (0.52%) SC Cleared
10 19 (0.47%) ISTQB
11 15 (0.37%) Numerate Degree
12 11 (0.27%) MCT
13 10 (0.25%) PRINCE2 Certification
14 9 (0.22%) DBS Check
14 9 (0.22%) MCDBA
14 9 (0.22%) PhD
14 9 (0.22%) PMI Certification
14 9 (0.22%) PMP
15 8 (0.20%) AWS Certification
Quality Assurance & Compliance
1 470 (11.72%) Data Quality
2 149 (3.72%) QA
3 140 (3.49%) GDPR
4 24 (0.60%) SLA
4 24 (0.60%) Solvency II
5 19 (0.47%) ISO/IEC 27001
5 19 (0.47%) PMO
6 13 (0.32%) IFRS
7 11 (0.27%) PCI DSS
8 10 (0.25%) COBIT
9 7 (0.17%) MiFID
10 5 (0.12%) HIPAA
10 5 (0.12%) IFRS 9
11 3 (0.075%) PA-DSS
12 1 (0.025%) Dodd-Frank
12 1 (0.025%) FATCA
12 1 (0.025%) FedRAMP
12 1 (0.025%) ISO 14001
12 1 (0.025%) ISO 9001
12 1 (0.025%) NIST 800
System Software
1 76 (1.90%) Docker
2 63 (1.57%) HDFS
3 51 (1.27%) Apache Flume
4 45 (1.12%) VMware Infrastructure
5 29 (0.72%) Active Directory
6 7 (0.17%) Apache ZooKeeper
6 7 (0.17%) Oracle RAC
7 5 (0.12%) GPFS
7 5 (0.12%) Hyper-V
7 5 (0.12%) Virtual Machines
8 3 (0.075%) etcd
8 3 (0.075%) Tivoli Workload Scheduler
8 3 (0.075%) Varnish
8 3 (0.075%) vSphere
9 2 (0.050%) KVM
Systems Management
1 52 (1.30%) Terraform
2 51 (1.27%) Kubernetes
3 41 (1.02%) Hadoop YARN
4 27 (0.67%) Oozie
5 25 (0.62%) Ambari
5 25 (0.62%) Ansible
6 24 (0.60%) Control-M
7 23 (0.57%) Opscode Chef
8 22 (0.55%) Puppet
9 21 (0.52%) Failover Clustering
9 21 (0.52%) Perfmon
10 15 (0.37%) Oracle RMAN
11 14 (0.35%) SQL Sentry
12 9 (0.22%) HP Quality Center
13 5 (0.12%) Automic
13 5 (0.12%) Data Guard
13 5 (0.12%) Grafana
13 5 (0.12%) logstash
13 5 (0.12%) Nagios
14 4 (0.100%) Oracle Enterprise Manager
Vendors
1 1,259 (31.40%) Microsoft
2 714 (17.81%) Tableau
3 682 (17.01%) Oracle
4 349 (8.70%) SAP
5 326 (8.13%) Informatica
6 169 (4.21%) Google
7 163 (4.06%) IBM
8 144 (3.59%) Cognos
8 144 (3.59%) Talend
9 132 (3.29%) Teradata
10 107 (2.67%) Databricks
11 93 (2.32%) Cloudera
12 64 (1.60%) Hortonworks
13 54 (1.35%) VMware
14 44 (1.10%) Ab Initio
15 42 (1.05%) RedGate
16 41 (1.02%) MicroStrategy
17 40 (1.00%) MapR
18 38 (0.95%) Salesforce.com
19 36 (0.90%) Netezza