Period
to 20 November 2019

The following table provides summary statistics for permanent job vacancies advertised in England 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 20 November 2019 with a comparison to the same period in the previous 2 years.

Data Modelling
UK > England
6 months to
20 Nov 2019
Same period 2018 Same period 2017
Rank 159 171 175
Rank change year-on-year +12 +4 +38
Permanent jobs citing Data Modelling 2,753 3,056 3,518
As % of all permanent IT jobs advertised in England 2.18% 2.01% 2.09%
As % of the Processes & Methodologies category 2.37% 2.19% 2.26%
Number of salaries quoted 2,166 2,316 2,530
England median annual salary £60,000 £60,000 £55,000
Median salary % change year-on-year - +9.09% -
10th Percentile £37,375 £37,500 £36,250
90th Percentile £92,500 £87,500 £85,000
UK median annual salary £59,000 £60,000 £55,000
% change year-on-year -1.67% +9.09% -

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 advertised in England with a requirement for process or methodology skills.

All Process and Methodology Skills
England
Permanent vacancies with a requirement for process or methodology skills 116,106 139,528 155,520
As % of all permanent IT jobs advertised in England 92.06% 91.89% 92.23%
Number of salaries quoted 92,723 112,086 123,974
England median annual salary £52,500 £52,500 £50,000
Median salary % change year-on-year - +5.00% -
10th Percentile £30,000 £29,500 £28,500
90th Percentile £87,500 £85,000 £80,000
UK median annual salary £52,500 £50,000 £50,000
% change year-on-year +5.00% - +4.17%

Data Modelling
Job Vacancy Trend in England

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

Job vacancy trend for Data Modelling in England

Data Modelling
Salary Trend in England

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

Salary trend for Data Modelling in England

Data Modelling
Salary Histogram in England

The salary distribution of IT jobs citing Data Modelling in England over the 6 months to 20 November 2019.

Salary histogram for Data Modelling in England

Data Modelling
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 Modelling within the England region over the 6 months to 20 November 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 +43 1,566 £67,500 +8.00% 166
South East -40 382 £55,000 - 52
North of England +2 331 £50,000 - 59
Midlands +35 193 £42,500 -15.00% 35
East of England +72 180 £47,500 -20.83% 15
North West +3 174 £52,186 +4.37% 32
West Midlands +55 136 £43,620 -14.89% 27
Yorkshire -11 128 £47,500 -5.00% 16
South West -42 99 £50,000 +11.11% 28
East Midlands +12 57 £40,000 -20.00% 8
North East +28 29 £45,412 +2.05% 11
Data Modelling
UK

For the 6 months to 20 November 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 across the England region with a requirement for Data Modelling.

1 1,475 (53.58%) SQL
2 1,203 (43.70%) Business Intelligence
3 1,034 (37.56%) Agile Software Development
4 950 (34.51%) Data Warehouse
5 878 (31.89%) ETL
6 871 (31.64%) Analytics
7 839 (30.48%) SQL Server
8 616 (22.38%) Finance
9 611 (22.19%) Microsoft
10 605 (21.98%) Python
11 602 (21.87%) Azure
12 547 (19.87%) Power Platform
13 544 (19.76%) Power BI
14 533 (19.36%) Analytical Skills
15 479 (17.40%) Big Data
16 475 (17.25%) SQL Server Integration Services
17 466 (16.93%) AWS
18 381 (13.84%) Data Architecture
19 379 (13.77%) Problem-Solving
20 375 (13.62%) Visualisation
21 371 (13.48%) Data Analysis
22 351 (12.75%) Data Science
23 345 (12.53%) Oracle
24 344 (12.50%) Data Quality
25 332 (12.06%) Hadoop
26 328 (11.91%) Data Management
27 324 (11.77%) Degree
28 316 (11.48%) Tableau
29 314 (11.41%) T-SQL
30 306 (11.12%) SQL Server Reporting Services

Data Modelling
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
1 275 (9.99%) Apache Spark
2 85 (3.09%) Apache
3 49 (1.78%) Apache Airflow
3 49 (1.78%) SAS
4 46 (1.67%) SharePoint
5 43 (1.56%) Confluence
6 36 (1.31%) Oracle SOA Suite
7 27 (0.98%) Oracle Workflow
8 24 (0.87%) Elasticsearch
9 22 (0.80%) Apache Pig
10 16 (0.58%) CMS
11 8 (0.29%) Jupyter
11 8 (0.29%) Luigi
11 8 (0.29%) WebSphere
12 7 (0.25%) Tomcat
13 6 (0.22%) BizTalk Server
14 5 (0.18%) Joomla!
15 4 (0.15%) Sitecore CMS
16 3 (0.11%) Apache Solr
16 3 (0.11%) ArcGIS
Applications
1 186 (6.76%) Microsoft Excel
2 68 (2.47%) MS Visio
3 53 (1.93%) Microsoft Office
4 28 (1.02%) Spreadsheet
5 24 (0.87%) Microsoft PowerPoint
6 14 (0.51%) SPSS
7 10 (0.36%) Photoshop
8 8 (0.29%) Microsoft Project
9 4 (0.15%) GNU Octave
9 4 (0.15%) SPSS Modeler
10 2 (0.073%) InfoPath
11 1 (0.036%) Chatbot
11 1 (0.036%) Maya
Business Applications
1 28 (1.02%) Dynamics CRM
2 25 (0.91%) Oracle EBS
3 21 (0.76%) Oracle EBS R12
3 21 (0.76%) Oracle ERP
4 20 (0.73%) Oracle Applications
5 17 (0.62%) Sparx Enterprise Architect
6 10 (0.36%) Dynamics GP
7 9 (0.33%) Oracle BPM
8 7 (0.25%) Salesforce.com CRM
8 7 (0.25%) SAP HCM
9 6 (0.22%) Cognos Business Intelligence
9 6 (0.22%) NetSuite
9 6 (0.22%) OPENHousing
10 5 (0.18%) Dynamics AX
10 5 (0.18%) SAP CAR
11 4 (0.15%) Oracle Receivables
11 4 (0.15%) PolarLake
11 4 (0.15%) SAP ERP
11 4 (0.15%) SAP S/4HANA
12 3 (0.11%) Hyperion Planning
Cloud Services
1 602 (21.87%) Azure
2 547 (19.87%) Power Platform
3 466 (16.93%) AWS
4 177 (6.43%) GCP
5 105 (3.81%) Azure Data Factory
6 91 (3.31%) Amazon S3
7 87 (3.16%) Cloud Computing
8 71 (2.58%) SaaS
9 60 (2.18%) Serverless
10 51 (1.85%) PaaS
11 43 (1.56%) Amazon EMR
12 41 (1.49%) Salesforce Service Cloud
13 35 (1.27%) AWS Lambda
13 35 (1.27%) Office 365
14 32 (1.16%) Dynamics 365
15 31 (1.13%) Google Analytics
16 24 (0.87%) Amazon Kinesis
17 23 (0.84%) PowerApps
18 18 (0.65%) Azure Functions
19 16 (0.58%) Stackdriver
Communications & Networking
1 21 (0.76%) Firewall
2 11 (0.40%) Internet
3 8 (0.29%) Broadband
4 5 (0.18%) Ethernet
4 5 (0.18%) FTP
4 5 (0.18%) HTTP
5 4 (0.15%) ATM
5 4 (0.15%) LLU
5 4 (0.15%) Wireless
6 3 (0.11%) Radio Access Network
7 2 (0.073%) CTI
7 2 (0.073%) LAN
7 2 (0.073%) WAN
8 1 (0.036%) BGP
8 1 (0.036%) DSL
8 1 (0.036%) DVB
8 1 (0.036%) MPLS
8 1 (0.036%) OSPF
8 1 (0.036%) SMS
8 1 (0.036%) Wi-Fi
Database & Business Intelligence
1 950 (34.51%) Data Warehouse
2 839 (30.48%) SQL Server
3 544 (19.76%) Power BI
4 479 (17.40%) Big Data
5 475 (17.25%) SQL Server Integration Services
6 332 (12.06%) Hadoop
7 306 (11.12%) SQL Server Reporting Services
8 295 (10.72%) SQL Server Analysis Services
9 285 (10.35%) Relational Database
10 257 (9.34%) NoSQL
11 211 (7.66%) Data Lake
12 182 (6.61%) Apache Hive
13 129 (4.69%) Amazon Redshift
14 109 (3.96%) PostgreSQL
15 108 (3.92%) Azure SQL Data Warehouse
16 105 (3.81%) Oracle Database
17 101 (3.67%) Azure SQL Database
18 96 (3.49%) RDBMS
19 91 (3.31%) BusinessObjects
20 87 (3.16%) Snowflake Schema
Development Applications
1 226 (8.21%) Git (software)
2 145 (5.27%) JIRA
3 77 (2.80%) Jenkins
4 54 (1.96%) ERwin
5 52 (1.89%) Oracle Forms
6 50 (1.82%) Selenium
7 47 (1.71%) Octopus Deploy
8 46 (1.67%) Team Foundation Server
9 44 (1.60%) Visual Studio
10 42 (1.53%) SpecFlow
11 31 (1.13%) NUnit
12 23 (0.84%) ProC
12 23 (0.84%) SoapUI
12 23 (0.84%) SQL Server Management Studio (SSMS)
13 22 (0.80%) Bitbucket
13 22 (0.80%) ER Studio
14 21 (0.76%) TeamCity
15 19 (0.69%) Zephyr
16 18 (0.65%) Subversion
17 17 (0.62%) Maven
General
1 616 (22.38%) Finance
2 159 (5.78%) Retail
3 141 (5.12%) Banking
4 119 (4.32%) Marketing
5 55 (2.00%) Telecoms
6 48 (1.74%) Advertising
7 42 (1.53%) Public Sector
8 37 (1.34%) Front Office
8 37 (1.34%) Pharmaceutical
9 36 (1.31%) Law
10 35 (1.27%) Legal
11 32 (1.16%) Games
12 26 (0.94%) Investment Banking
13 25 (0.91%) Billing
14 22 (0.80%) Manufacturing
15 16 (0.58%) Back Office
16 13 (0.47%) Aerospace
17 12 (0.44%) Publishing
18 11 (0.40%) Automotive
18 11 (0.40%) Electronics
Job Titles
1 806 (29.28%) Developer
2 570 (20.70%) Analyst
3 511 (18.56%) Architect
4 317 (11.51%) Data Engineer
5 303 (11.01%) Business Intelligence Developer
5 303 (11.01%) Data Architect
6 209 (7.59%) Business Analyst
7 172 (6.25%) Data Analyst
8 158 (5.74%) SQL Developer
9 133 (4.83%) Business Intelligence Analyst
10 132 (4.79%) Senior Developer
11 111 (4.03%) Solutions Architect
12 93 (3.38%) Database Developer
13 92 (3.34%) Consultant
14 75 (2.72%) Data Scientist
15 71 (2.58%) SQL Database Developer
16 66 (2.40%) Senior Data Engineer
17 64 (2.32%) Business Developer
18 60 (2.18%) DBA
19 59 (2.14%) Analyst Developer
Libraries, Frameworks & Software Standards
1 168 (6.10%) REST
2 163 (5.92%) Web Services
3 147 (5.34%) .NET
4 122 (4.43%) Kafka
5 119 (4.32%) CSS
6 111 (4.03%) HTML
7 96 (3.49%) XML
8 92 (3.34%) SOAP
9 76 (2.76%) RESTful
10 75 (2.72%) AngularJS
11 66 (2.40%) JSON
12 62 (2.25%) ASP.NET
13 54 (1.96%) MDX
14 47 (1.71%) WCF
15 44 (1.60%) React
16 42 (1.53%) Middleware
17 39 (1.42%) ASP.NET Web API
18 36 (1.31%) jQuery
19 32 (1.16%) Visualforce
20 30 (1.09%) ASP.NET Web Forms
Miscellaneous
1 533 (19.36%) Analytical Skills
2 161 (5.85%) Data Structures
3 144 (5.23%) Management Information System
4 120 (4.36%) Self-Motivation
5 101 (3.67%) Algorithms
6 73 (2.65%) Greenfield Project
7 59 (2.14%) Enterprise Software
8 55 (2.00%) Virtual Team
9 35 (1.27%) User Experience
10 34 (1.24%) Fixed Income
10 34 (1.24%) Replication
11 30 (1.09%) Derivative
11 30 (1.09%) Reference Data
12 27 (0.98%) Reinsurance
13 24 (0.87%) Cloud Native
13 24 (0.87%) Tandem
14 20 (0.73%) Equities
14 20 (0.73%) PMI
15 18 (0.65%) Taxonomies
16 16 (0.58%) Social Media
Operating Systems
1 163 (5.92%) Linux
2 123 (4.47%) Unix
3 69 (2.51%) Windows
4 15 (0.54%) Windows Server
5 6 (0.22%) Android
5 6 (0.22%) Oracle Linux
5 6 (0.22%) Red Hat Enterprise Linux
5 6 (0.22%) VME
6 5 (0.18%) Apple iOS
7 4 (0.15%) HPUX
8 1 (0.036%) AIX
8 1 (0.036%) Nucleus RTOS
Processes & Methodologies
1 1,203 (43.70%) Business Intelligence
2 1,034 (37.56%) Agile Software Development
3 878 (31.89%) ETL
4 871 (31.64%) Analytics
5 381 (13.84%) Data Architecture
6 379 (13.77%) Problem-Solving
7 375 (13.62%) Visualisation
8 371 (13.48%) Data Analysis
9 351 (12.75%) Data Science
10 328 (11.91%) Data Management
11 278 (10.10%) Migration
12 275 (9.99%) DevOps
13 273 (9.92%) Scrum
14 257 (9.34%) Machine Learning
15 251 (9.12%) Data Integration
16 245 (8.90%) SDLC
17 226 (8.21%) Data Analytics
18 205 (7.45%) Data Governance
19 199 (7.23%) Stakeholder Management
20 196 (7.12%) Mentoring
Programming Languages
1 1,475 (53.58%) SQL
2 605 (21.98%) Python
3 314 (11.41%) T-SQL
4 303 (11.01%) Java
5 272 (9.88%) C#
6 179 (6.50%) JavaScript
6 179 (6.50%) PL/SQL
6 179 (6.50%) R
7 139 (5.05%) Data Analysis Expressions (DAX)
8 124 (4.50%) Scala
9 70 (2.54%) VBA
10 61 (2.22%) C
11 51 (1.85%) Shell Script
12 50 (1.82%) C++
13 41 (1.49%) Apex Code
14 28 (1.02%) Bash Shell
15 25 (0.91%) Java 8
15 25 (0.91%) PowerShell
16 22 (0.80%) Perl
17 13 (0.47%) Go
Qualifications
1 324 (11.77%) Degree
2 77 (2.80%) Computer Science Degree
3 61 (2.22%) Security Cleared
4 25 (0.91%) ISTQB
4 25 (0.91%) PhD
5 24 (0.87%) SC Cleared
6 22 (0.80%) MBA
7 21 (0.76%) PMI Certification
8 19 (0.69%) ISTQB Foundation Certification
8 19 (0.69%) Master's Degree
9 17 (0.62%) ISEB
10 15 (0.54%) Microsoft Certification
11 13 (0.47%) CFA
11 13 (0.47%) CIMA
12 11 (0.40%) TOGAF Certification
13 10 (0.36%) CTC Cleared
14 8 (0.29%) CISSP
14 8 (0.29%) MBCS
15 5 (0.18%) CGEIT
15 5 (0.18%) IIBA
Quality Assurance & Compliance
1 344 (12.50%) Data Quality
2 185 (6.72%) QA
3 58 (2.11%) GDPR
4 15 (0.54%) SLA
5 12 (0.44%) ISO/IEC 27001
6 11 (0.40%) Solvency II
7 9 (0.33%) Actionable Recommendations
8 6 (0.22%) COBIT
8 6 (0.22%) PMO
9 4 (0.15%) HL7
10 2 (0.073%) ISO 9001
10 2 (0.073%) Sarbanes-Oxley
11 1 (0.036%) CDISC
11 1 (0.036%) GMP
11 1 (0.036%) ISO 20022
11 1 (0.036%) ISO/IEC 20000
11 1 (0.036%) TickIT
11 1 (0.036%) WAI
System Software
1 86 (3.12%) Docker
2 83 (3.01%) HDFS
3 27 (0.98%) Apache Flume
3 27 (0.98%) Apache ZooKeeper
4 18 (0.65%) Active Directory
5 8 (0.29%) Oracle RAC
6 6 (0.22%) GridGain
7 3 (0.11%) Hyper-V
8 2 (0.073%) VirtualBox
8 2 (0.073%) VMware Infrastructure
9 1 (0.036%) ACF2
9 1 (0.036%) Firmware
Systems Management
1 58 (2.11%) Kubernetes
2 44 (1.60%) Oozie
3 38 (1.38%) Terraform
4 20 (0.73%) Automic
5 14 (0.51%) Hadoop YARN
6 13 (0.47%) AirWatch
6 13 (0.47%) Netcool
7 11 (0.40%) Opscode Chef
8 10 (0.36%) Puppet
9 8 (0.29%) Ansible
9 8 (0.29%) Kibana
9 8 (0.29%) SQL Sentry
10 7 (0.25%) Oracle RMAN
11 6 (0.22%) Oracle Enterprise Manager
12 5 (0.18%) HP Quality Center
13 4 (0.15%) Mesos
14 3 (0.11%) CA Service Virtualization
14 3 (0.11%) Control-M
14 3 (0.11%) Docker Swarm
15 2 (0.073%) Data Guard
Vendors
1 611 (22.19%) Microsoft
2 345 (12.53%) Oracle
3 316 (11.48%) Tableau
4 204 (7.41%) Google
5 135 (4.90%) SAP
6 125 (4.54%) Informatica
7 98 (3.56%) Salesforce.com
8 76 (2.76%) IBM
9 74 (2.69%) Databricks
10 71 (2.58%) Cloudera
10 71 (2.58%) Teradata
11 64 (2.32%) Talend
12 37 (1.34%) WorldPay
13 34 (1.24%) Hortonworks
14 32 (1.16%) Alteryx
15 29 (1.05%) Cognos
15 29 (1.05%) MicroStrategy
16 28 (1.02%) RedGate
17 24 (0.87%) Netezza
17 24 (0.87%) ServiceNow