Period
to 21 October 2019

The following table provides summary statistics for permanent job vacancies with a requirement for Data Modelling skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Modelling over the 6 months to 21 October 2019 with a comparison to the same period in the previous 2 years.

Data Modelling
UK
6 months to
21 Oct 2019
Same period 2018 Same period 2017
Rank 160 176 174
Rank change year-on-year +16 -2 +28
Permanent jobs citing Data Modelling 3,046 3,194 3,659
As % of all permanent IT jobs advertised in the UK 2.22% 1.95% 2.10%
As % of the Processes & Methodologies category 2.41% 2.13% 2.27%
Number of salaries quoted 2,366 2,378 2,595
UK median annual salary £59,500 £57,500 £55,000
Median salary % change year-on-year +3.48% +4.55% -
10th Percentile £37,500 £36,250 £35,130
90th Percentile £92,500 £87,500 £85,000
UK excluding London median annual salary £50,000 £50,000 £50,000

Data Modelling is in the Processes and Methodologies category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies with a requirement for process or methodology skills.

All Process and Methodology Skills
UK
Permanent vacancies with a requirement for process or methodology skills 126,165 150,178 160,848
As % of all permanent IT jobs advertised in the UK 92.12% 91.81% 92.32%
Number of salaries quoted 99,275 119,505 126,894
UK median annual salary £52,500 £50,000 £50,000
Median salary % change year-on-year +5.00% - +4.17%
10th Percentile £30,000 £29,000 £28,125
90th Percentile £86,250 £83,750 £80,000
UK excluding London median annual salary £45,000 £45,000 £42,500
% change year-on-year - +5.88% -

Data Modelling
Job Vacancy Trend

Job postings citing Data Modelling as a percentage of all IT jobs advertised.

Job vacancy trend for Data Modelling in the UK

Data Modelling
Salary Trend

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Data Modelling.

Salary trend for Data Modelling in the UK

Data Modelling
Salary Histogram

The salary distribution of IT jobs citing Data Modelling over the 6 months to 21 October 2019.

Salary histogram for Data Modelling in the UK

Data Modelling
Top 16 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Modelling within the UK over the 6 months to 21 October 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
England +16 2,836 £60,000 - 422
London +53 1,589 £70,000 +12.00% 202
UK excluding London -5 1,365 £50,000 - 240
South East -7 438 £58,250 +5.91% 62
North of England -9 342 £50,000 +5.26% 63
East of England +58 184 £47,500 -20.83% 29
North West +13 179 £51,871 +9.20% 27
Midlands +18 178 £42,500 -15.00% 30
Yorkshire -20 130 £47,500 -5.00% 27
West Midlands +15 113 £42,500 -15.00% 24
South West -43 100 £50,275 +11.72% 36
Scotland -28 92 £52,500 +5.00% 12
East Midlands +25 65 £40,000 -20.00% 4
North East +30 33 £46,932 +15.17% 9
Wales +17 26 £44,250 +68.57% 11
Northern Ireland -14 6 £42,500 -10.53%

For the 6 months to 21 October 2019, IT jobs citing Data Modelling 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 with a requirement for Data Modelling.

1 1,622 (53.25%) SQL
2 1,303 (42.78%) Business Intelligence
3 1,148 (37.69%) Agile Software Development
4 1,063 (34.90%) Data Warehouse
5 969 (31.81%) SQL Server
6 949 (31.16%) Analytics
7 932 (30.60%) ETL
8 688 (22.59%) Microsoft
9 667 (21.90%) Python
10 662 (21.73%) Azure
11 632 (20.75%) Power Platform
12 629 (20.65%) Power BI
12 629 (20.65%) Finance
13 563 (18.48%) SQL Server Integration Services
14 537 (17.63%) Big Data
15 526 (17.27%) Analytical Skills
16 482 (15.82%) AWS
17 428 (14.05%) Oracle
18 419 (13.76%) Data Architecture
19 411 (13.49%) Problem-Solving
20 399 (13.10%) Visualisation
21 393 (12.90%) Degree
22 390 (12.80%) Data Analysis
23 385 (12.64%) Java
24 380 (12.48%) Data Science
25 374 (12.28%) Data Management
26 365 (11.98%) SQL Server Analysis Services
27 352 (11.56%) Data Quality
28 350 (11.49%) Hadoop
29 344 (11.29%) SQL Server Reporting Services

Data Modelling
Co-occurring IT Skills 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
1 290 (9.52%) Apache Spark
2 104 (3.41%) Apache
3 58 (1.90%) Oracle SOA Suite
4 55 (1.81%) SAS
5 50 (1.64%) SharePoint
6 47 (1.54%) Confluence
7 43 (1.41%) Apache Airflow
8 34 (1.12%) Oracle Workflow
9 26 (0.85%) Apache Pig
10 24 (0.79%) WebSphere
11 23 (0.76%) Elasticsearch
12 13 (0.43%) CMS
13 9 (0.30%) BizTalk Server
13 9 (0.30%) Jupyter
14 8 (0.26%) Apache Solr
14 8 (0.26%) Luigi
14 8 (0.26%) Tomcat
15 5 (0.16%) Cloud Foundry
15 5 (0.16%) Joomla!
16 4 (0.13%) Jetty
Applications
1 216 (7.09%) Microsoft Excel
2 84 (2.76%) MS Visio
3 62 (2.04%) Microsoft Office
4 36 (1.18%) Microsoft PowerPoint
5 32 (1.05%) Spreadsheet
6 21 (0.69%) SPSS
7 10 (0.33%) Photoshop
8 9 (0.30%) Microsoft Project
9 6 (0.20%) Chatbot
10 4 (0.13%) GNU Octave
10 4 (0.13%) Maya
10 4 (0.13%) SPSS Modeler
11 2 (0.066%) InfoPath
Business Applications
1 36 (1.18%) Oracle EBS
2 30 (0.98%) Oracle EBS R12
3 28 (0.92%) Dynamics CRM
4 24 (0.79%) Oracle Applications
5 22 (0.72%) Oracle ERP
6 13 (0.43%) Oracle BPM
7 11 (0.36%) SAP S/4HANA
8 10 (0.33%) Sparx Enterprise Architect
9 9 (0.30%) NetSuite
10 7 (0.23%) Adobe Campaign
10 7 (0.23%) SAP BPC
10 7 (0.23%) SAP ERP
11 6 (0.20%) OPENHousing
11 6 (0.20%) Salesforce.com CRM
12 5 (0.16%) Dynamics GP
12 5 (0.16%) SAP CAR
12 5 (0.16%) SAP HCM
13 4 (0.13%) Cognos Business Intelligence
13 4 (0.13%) Dynamics AX
13 4 (0.13%) Magento
Cloud Services
1 662 (21.73%) Azure
2 632 (20.75%) Power Platform
3 482 (15.82%) AWS
4 185 (6.07%) GCP
5 141 (4.63%) Azure Data Factory
6 94 (3.09%) Cloud Computing
7 89 (2.92%) Amazon S3
8 88 (2.89%) SaaS
9 60 (1.97%) PaaS
10 55 (1.81%) Serverless
11 40 (1.31%) Amazon EMR
12 34 (1.12%) PowerApps
13 33 (1.08%) Dynamics 365
13 33 (1.08%) Office 365
14 32 (1.05%) Google Analytics
15 29 (0.95%) Salesforce Service Cloud
16 22 (0.72%) AWS Lambda
17 21 (0.69%) Azure Functions
17 21 (0.69%) IaaS
18 17 (0.56%) GitHub
Communications & Networking
1 35 (1.15%) Broadband
2 25 (0.82%) Firewall
3 16 (0.53%) Internet
4 12 (0.39%) Ethernet
5 8 (0.26%) LLU
6 5 (0.16%) FTP
6 5 (0.16%) HTTP
7 4 (0.13%) ATM
8 3 (0.098%) SMS
8 3 (0.098%) Wireless
9 2 (0.066%) WAN
10 1 (0.033%) Bluetooth
10 1 (0.033%) CTI
10 1 (0.033%) DSL
10 1 (0.033%) DVB
10 1 (0.033%) Kerberos
10 1 (0.033%) MQTT
10 1 (0.033%) Software-Defined Networking
10 1 (0.033%) SSL
10 1 (0.033%) Wi-Fi
Database & Business Intelligence
1 1,063 (34.90%) Data Warehouse
2 969 (31.81%) SQL Server
3 629 (20.65%) Power BI
4 563 (18.48%) SQL Server Integration Services
5 537 (17.63%) Big Data
6 365 (11.98%) SQL Server Analysis Services
7 350 (11.49%) Hadoop
8 344 (11.29%) SQL Server Reporting Services
9 299 (9.82%) Relational Database
10 279 (9.16%) NoSQL
11 248 (8.14%) Data Lake
12 164 (5.38%) Apache Hive
13 133 (4.37%) Azure SQL Database
14 130 (4.27%) Oracle Database
15 129 (4.24%) Azure SQL Data Warehouse
16 126 (4.14%) Amazon Redshift
17 115 (3.78%) PostgreSQL
18 112 (3.68%) Microsoft Analysis Services
19 100 (3.28%) QlikView
19 100 (3.28%) RDBMS
Development Applications
1 230 (7.55%) Git (software)
2 157 (5.15%) JIRA
3 95 (3.12%) Jenkins
4 63 (2.07%) Oracle Forms
5 62 (2.04%) Selenium
6 52 (1.71%) ERwin
7 49 (1.61%) Visual Studio
8 46 (1.51%) Team Foundation Server
9 41 (1.35%) SpecFlow
10 39 (1.28%) Octopus Deploy
11 28 (0.92%) Subversion
12 27 (0.89%) Maven
13 26 (0.85%) ER Studio
14 25 (0.82%) NUnit
14 25 (0.82%) SQL Server Management Studio (SSMS)
15 23 (0.76%) Zephyr
16 22 (0.72%) SoapUI
17 21 (0.69%) Bitbucket
17 21 (0.69%) TeamCity
18 20 (0.66%) Visual Studio Team System
General
1 629 (20.65%) Finance
2 190 (6.24%) Retail
3 178 (5.84%) Banking
4 122 (4.01%) Marketing
5 48 (1.58%) Telecoms
6 45 (1.48%) Law
7 44 (1.44%) Games
8 42 (1.38%) Advertising
9 41 (1.35%) Billing
10 40 (1.31%) Front Office
11 38 (1.25%) Pharmaceutical
12 33 (1.08%) Public Sector
13 32 (1.05%) Legal
14 30 (0.98%) Manufacturing
15 28 (0.92%) Investment Banking
16 17 (0.56%) Back Office
17 16 (0.53%) Housing Association
18 14 (0.46%) Publishing
19 10 (0.33%) Aerospace
20 9 (0.30%) Financial Institution
Job Titles
1 901 (29.58%) Developer
2 620 (20.35%) Analyst
3 546 (17.93%) Architect
4 346 (11.36%) Business Intelligence Developer
5 339 (11.13%) Data Engineer
6 314 (10.31%) Data Architect
7 228 (7.49%) Business Analyst
8 187 (6.14%) Data Analyst
9 186 (6.11%) SQL Developer
10 145 (4.76%) Senior Developer
11 125 (4.10%) Business Intelligence Analyst
12 122 (4.01%) Consultant
13 120 (3.94%) Solutions Architect
14 96 (3.15%) Database Developer
15 88 (2.89%) Data Scientist
16 76 (2.50%) SQL BI Developer
17 74 (2.43%) SQL Database Developer
18 72 (2.36%) Senior Data Engineer
19 65 (2.13%) Business Developer
20 64 (2.10%) Oracle Developer
Libraries, Frameworks & Software Standards
1 180 (5.91%) Web Services
2 173 (5.68%) .NET
3 156 (5.12%) REST
4 146 (4.79%) XML
5 134 (4.40%) Kafka
6 111 (3.64%) HTML
7 103 (3.38%) CSS
8 99 (3.25%) SOAP
9 96 (3.15%) RESTful
10 95 (3.12%) AngularJS
11 73 (2.40%) JSON
12 71 (2.33%) MDX
13 58 (1.90%) ASP.NET
14 47 (1.54%) Middleware
14 47 (1.54%) React
15 42 (1.38%) WCF
16 36 (1.18%) jQuery
16 36 (1.18%) Spring
17 35 (1.15%) .NET Framework
18 34 (1.12%) ASP.NET Web API
Miscellaneous
1 526 (17.27%) Analytical Skills
2 163 (5.35%) Data Structures
3 143 (4.69%) Management Information System
4 108 (3.55%) Self-Motivation
5 106 (3.48%) Algorithms
6 74 (2.43%) Greenfield Project
7 67 (2.20%) Enterprise Software
8 54 (1.77%) Virtual Team
9 49 (1.61%) Reinsurance
10 43 (1.41%) User Experience
11 37 (1.21%) Replication
12 33 (1.08%) Robotics
13 31 (1.02%) Derivative
13 31 (1.02%) Reference Data
14 30 (0.98%) Fixed Income
15 23 (0.76%) Cloud Native
16 21 (0.69%) Hedge funds
16 21 (0.69%) Taxonomies
17 20 (0.66%) Equities
18 19 (0.62%) Social Media
Operating Systems
1 201 (6.60%) Linux
2 153 (5.02%) Unix
3 92 (3.02%) Windows
4 18 (0.59%) Windows Server
5 9 (0.30%) Android
6 7 (0.23%) Apple iOS
7 6 (0.20%) Oracle Linux
7 6 (0.20%) Red Hat Enterprise Linux
7 6 (0.20%) VME
8 4 (0.13%) HPUX
9 3 (0.098%) AIX
9 3 (0.098%) FreeBSD
10 2 (0.066%) Windows Server 2008
10 2 (0.066%) Windows Server 2012
11 1 (0.033%) Nucleus RTOS
11 1 (0.033%) Solaris
Processes & Methodologies
1 1,303 (42.78%) Business Intelligence
2 1,148 (37.69%) Agile Software Development
3 949 (31.16%) Analytics
4 932 (30.60%) ETL
5 419 (13.76%) Data Architecture
6 411 (13.49%) Problem-Solving
7 399 (13.10%) Visualisation
8 390 (12.80%) Data Analysis
9 380 (12.48%) Data Science
10 374 (12.28%) Data Management
11 309 (10.14%) DevOps
12 302 (9.91%) Scrum
13 285 (9.36%) SDLC
14 271 (8.90%) Data Integration
14 271 (8.90%) Migration
15 263 (8.63%) Data Analytics
16 255 (8.37%) Machine Learning
17 231 (7.58%) Software Engineering
18 224 (7.35%) Mentoring
19 219 (7.19%) Data Governance
Programming Languages
1 1,622 (53.25%) SQL
2 667 (21.90%) Python
3 385 (12.64%) Java
4 334 (10.97%) C#
5 332 (10.90%) T-SQL
6 209 (6.86%) PL/SQL
7 205 (6.73%) R
8 203 (6.66%) JavaScript
9 168 (5.52%) Data Analysis Expressions (DAX)
10 135 (4.43%) Scala
11 73 (2.40%) VBA
12 69 (2.27%) C++
13 59 (1.94%) C
14 54 (1.77%) Shell Script
15 31 (1.02%) Bash Shell
16 29 (0.95%) Apex Code
16 29 (0.95%) Perl
17 28 (0.92%) PowerShell
18 25 (0.82%) Java 8
19 20 (0.66%) Go
Qualifications
1 393 (12.90%) Degree
2 84 (2.76%) Computer Science Degree
3 67 (2.20%) Security Cleared
4 35 (1.15%) ISTQB
5 34 (1.12%) PhD
6 27 (0.89%) Master's Degree
7 24 (0.79%) ISTQB Foundation Certification
7 24 (0.79%) Microsoft Certification
7 24 (0.79%) SC Cleared
8 21 (0.69%) ISEB
8 21 (0.69%) MBA
9 19 (0.62%) PMI Certification
10 13 (0.43%) CFA
10 13 (0.43%) CIMA
11 11 (0.36%) CISSP
12 10 (0.33%) CTC Cleared
12 10 (0.33%) TOGAF Certification
13 8 (0.26%) MBCS
14 7 (0.23%) AWS Certification
15 6 (0.20%) IIBA
Quality Assurance & Compliance
1 352 (11.56%) Data Quality
2 206 (6.76%) QA
3 54 (1.77%) GDPR
4 19 (0.62%) SLA
5 11 (0.36%) Actionable Recommendations
5 11 (0.36%) COBIT
6 9 (0.30%) ISO/IEC 27001
7 6 (0.20%) PMO
7 6 (0.20%) Solvency II
8 3 (0.098%) HL7
9 2 (0.066%) HIPAA
9 2 (0.066%) ISO 9001
9 2 (0.066%) ISO/IEC 20000
9 2 (0.066%) Sarbanes-Oxley
10 1 (0.033%) GMP
10 1 (0.033%) ISO 20022
10 1 (0.033%) TickIT
10 1 (0.033%) WAI
System Software
1 97 (3.18%) Docker
2 72 (2.36%) HDFS
3 35 (1.15%) Apache ZooKeeper
4 25 (0.82%) Apache Flume
5 17 (0.56%) Active Directory
6 10 (0.33%) Hyper-V
7 9 (0.30%) VMware Infrastructure
8 6 (0.20%) GridGain
8 6 (0.20%) Oracle RAC
9 2 (0.066%) Tivoli Workload Scheduler
9 2 (0.066%) VirtualBox
10 1 (0.033%) ACF2
10 1 (0.033%) Firmware
10 1 (0.033%) Snort
10 1 (0.033%) Virtual Machines
Systems Management
1 67 (2.20%) Kubernetes
2 45 (1.48%) Oozie
3 39 (1.28%) Terraform
4 19 (0.62%) Automic
5 16 (0.53%) Opscode Chef
6 15 (0.49%) CA Service Virtualization
6 15 (0.49%) Puppet
7 14 (0.46%) Hadoop YARN
8 13 (0.43%) AirWatch
8 13 (0.43%) Ansible
8 13 (0.43%) Netcool
9 11 (0.36%) SQL Sentry
10 9 (0.30%) HP Quality Center
11 8 (0.26%) Kibana
12 7 (0.23%) BMC PATROL
12 7 (0.23%) Oracle RMAN
13 6 (0.20%) Oracle Enterprise Manager
14 5 (0.16%) Ambari
14 5 (0.16%) Control-M
15 4 (0.13%) HP Fortify
Vendors
1 688 (22.59%) Microsoft
2 428 (14.05%) Oracle
3 341 (11.20%) Tableau
4 202 (6.63%) Google
5 155 (5.09%) SAP
6 153 (5.02%) Informatica
7 106 (3.48%) Databricks
8 94 (3.09%) Salesforce.com
9 79 (2.59%) Teradata
10 76 (2.50%) IBM
11 66 (2.17%) Cloudera
12 60 (1.97%) Talend
13 35 (1.15%) Alteryx
13 35 (1.15%) ServiceNow
14 32 (1.05%) Cognos
14 32 (1.05%) MicroStrategy
14 32 (1.05%) WorldPay
15 31 (1.02%) Netezza
16 29 (0.95%) Hortonworks
16 29 (0.95%) Pega