Period
to 17 January 2022

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 17 January 2022 with a comparison to the same period in the previous 2 years.

Data Modelling
UK
6 months to
17 Jan 2022
Same period 2021 Same period 2020
Rank 105 146 159
Rank change year-on-year +41 +13 +15
Permanent jobs citing Data Modelling 3,987 1,392 2,794
As % of all permanent jobs advertised in the UK 3.17% 2.27% 2.21%
As % of the Processes & Methodologies category 3.38% 2.44% 2.39%
Number of salaries quoted 2,673 1,111 2,137
10th Percentile £41,250 £39,500 £37,250
25th Percentile £48,750 £46,500 £45,000
Median annual salary (50th Percentile) £62,500 £57,500 £60,000
Median % change year-on-year +8.70% -4.17% -
75th Percentile £78,750 £73,750 £77,500
90th Percentile £96,250 £87,500 £95,000
UK excluding London median annual salary £55,000 £50,550 £52,500
% change year-on-year +8.80% -3.71% -0.94%

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 117,913 56,997 116,818
As % of all permanent IT jobs advertised in the UK 93.85% 92.95% 92.57%
Number of salaries quoted 77,883 46,552 93,626
10th Percentile £33,500 £32,500 £30,000
25th Percentile £43,750 £41,750 £38,750
Median annual salary (50th Percentile) £60,000 £55,000 £52,500
Median % change year-on-year +9.09% +4.76% -
75th Percentile £78,000 £73,750 £71,250
90th Percentile £95,000 £90,000 £87,500
UK excluding London median annual salary £50,000 £49,000 £45,840
% change year-on-year +2.04% +6.89% +1.87%

Data Modelling
Job Vacancy Trend

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

Job vacancy trend for Data Modelling in the UK

Data Modelling
Salary Trend

3-month moving average salary quoted in jobs citing Data Modelling.

Salary trend for Data Modelling in the UK

Data Modelling
Salary Histogram

Salary distribution for jobs citing Data Modelling over the 6 months to 17 January 2022.

Salary histogram for Data Modelling in the UK

Data Modelling
Top 17 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 17 January 2022. 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 +48 3,584 £62,500 +4.17% 476
London +26 1,853 £70,000 +3.70% 255
UK excluding London +53 1,781 £55,000 +8.80% 231
Work from Home -3 797 £64,500 +3.20% 98
North of England +36 498 £55,000 +4.76% 55
South East +35 455 £59,000 +7.27% 64
Midlands +60 342 £55,000 +8.91% 43
West Midlands +62 263 £55,000 +2.33% 39
North West +20 250 £57,100 +3.82% 28
Yorkshire +45 227 £51,500 -1.90% 16
East of England +48 193 £62,500 -3.85% 21
South West -12 155 £45,000 -9.09% 22
Scotland +3 119 £52,500 - 18
East Midlands -13 77 £57,500 +15.00% 4
North East -14 21 £52,500 +22.09% 11
Wales -52 20 £45,000 -5.26% 7
Northern Ireland -32 4 £36,500 +12.31% 2

For the 6 months to 17 January 2022, 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 2,184 (54.78%) SQL
2 1,652 (41.43%) Analytics
3 1,531 (38.40%) Business Intelligence
4 1,470 (36.87%) Agile Software Development
5 1,359 (34.09%) Azure
6 1,205 (30.22%) Data Warehouse
7 1,202 (30.15%) ETL
8 1,188 (29.80%) Python
9 1,107 (27.77%) Power Platform
10 1,098 (27.54%) Power BI
11 974 (24.43%) Social Skills
12 972 (24.38%) AWS
13 926 (23.23%) Analytical Skills
14 913 (22.90%) Finance
15 789 (19.79%) Problem-Solving
16 759 (19.04%) Visualisation
17 740 (18.56%) Microsoft
18 667 (16.73%) Degree
19 660 (16.55%) SQL Server
20 657 (16.48%) DevOps
21 655 (16.43%) Data Quality
22 641 (16.08%) Data Analysis
23 633 (15.88%) Data Management
24 624 (15.65%) Data Architecture
25 561 (14.07%) Java
26 551 (13.82%) Data Science
27 540 (13.54%) Big Data
27 540 (13.54%) Data Engineering
28 533 (13.37%) Data Governance
29 532 (13.34%) Tableau

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
1 331 (8.30%) Apache Spark
2 141 (3.54%) Apache
3 137 (3.44%) SAS
4 102 (2.56%) Apache Airflow
5 80 (2.01%) Confluence
6 65 (1.63%) Elasticsearch
7 49 (1.23%) SharePoint
8 27 (0.68%) CMS
9 23 (0.58%) Jupyter
10 22 (0.55%) Luigi
11 18 (0.45%) Oracle Workflow
12 14 (0.35%) Apache Pig
13 12 (0.30%) Apache Pulsar
14 9 (0.23%) OpenStack
14 9 (0.23%) Oracle SOA Suite
15 7 (0.18%) Headless CMS
16 6 (0.15%) Apache Synapse
17 4 (0.10%) Appian
17 4 (0.10%) nginx
17 4 (0.10%) WebLogic
Applications
1 343 (8.60%) Microsoft Excel
2 62 (1.56%) Microsoft Office
3 51 (1.28%) MS Visio
4 46 (1.15%) Spreadsheet
5 43 (1.08%) Microsoft PowerPoint
6 25 (0.63%) SPSS
7 8 (0.20%) Chatbot
8 4 (0.10%) Microsoft Project
9 3 (0.075%) Oracle Smart View
10 2 (0.050%) Photoshop
11 1 (0.025%) Adobe Illustrator
11 1 (0.025%) Adobe XD
11 1 (0.025%) Fireworks
11 1 (0.025%) InDesign
Business Applications
1 44 (1.10%) Dynamics CRM
2 25 (0.63%) Oracle EBS
3 20 (0.50%) Oracle Payables
4 19 (0.48%) SAP S/4HANA
5 18 (0.45%) Oracle Cash Management
5 18 (0.45%) Oracle Receivables
6 17 (0.43%) Oracle Procure-to-Pay
7 15 (0.38%) Oracle EBS R12
8 14 (0.35%) Oracle General Ledger
9 11 (0.28%) NetSuite
9 11 (0.28%) Oracle Applications
10 10 (0.25%) SAP MDG
11 9 (0.23%) Salesforce.com CRM
11 9 (0.23%) SAP ERP
11 9 (0.23%) SAP Oil and Gas
12 8 (0.20%) Oracle Financials
13 7 (0.18%) Oracle ERP
13 7 (0.18%) SAP BPC
13 7 (0.18%) SAP R/3
14 6 (0.15%) Oracle BRM
Cloud Services
1 1,359 (34.09%) Azure
2 1,107 (27.77%) Power Platform
3 972 (24.38%) AWS
4 451 (11.31%) GCP
5 365 (9.15%) Azure Data Factory
6 286 (7.17%) Serverless
7 215 (5.39%) Snowflake
8 192 (4.82%) Azure Synapse Analytics
9 164 (4.11%) Amazon S3
10 148 (3.71%) SaaS
11 131 (3.29%) GitHub
12 125 (3.14%) Cloud Computing
13 118 (2.96%) OpenShift
14 117 (2.93%) PaaS
15 82 (2.06%) AWS Lambda
16 78 (1.96%) Amazon Kinesis
17 61 (1.53%) Dynamics 365
18 54 (1.35%) Azure Cosmos DB
18 54 (1.35%) Collibra
19 50 (1.25%) PowerApps
Communications & Networking
1 34 (0.85%) Broadband
2 14 (0.35%) FTP
3 13 (0.33%) DKIM
3 13 (0.33%) HTTP
4 11 (0.28%) Internet
5 7 (0.18%) Intranet
5 7 (0.18%) SSH
6 5 (0.13%) Network Security
6 5 (0.13%) SSL
7 4 (0.10%) DNS
7 4 (0.10%) SNMP
7 4 (0.10%) Wi-Fi
7 4 (0.10%) Wireless
8 3 (0.075%) 3G
8 3 (0.075%) 4G
8 3 (0.075%) ATM
8 3 (0.075%) Bluetooth
9 2 (0.050%) Firewall
10 1 (0.025%) RTP
10 1 (0.025%) UPnP
Database & Business Intelligence
1 1,205 (30.22%) Data Warehouse
2 1,098 (27.54%) Power BI
3 660 (16.55%) SQL Server
4 540 (13.54%) Big Data
5 532 (13.34%) Tableau
6 490 (12.29%) Data Lake
7 436 (10.94%) SQL Server Integration Services
8 408 (10.23%) PostgreSQL
9 393 (9.86%) NoSQL
9 393 (9.86%) Relational Database
10 328 (8.23%) Metadata
11 322 (8.08%) MySQL
12 314 (7.88%) Hadoop
13 282 (7.07%) SQL Server Reporting Services
14 255 (6.40%) SQL Server Analysis Services
15 186 (4.67%) Amazon Redshift
16 174 (4.36%) Azure SQL Database
17 169 (4.24%) MongoDB
18 154 (3.86%) Azure SQL Data Warehouse
19 139 (3.49%) BigQuery
Development Applications
1 201 (5.04%) JIRA
2 190 (4.77%) Jenkins
3 178 (4.46%) Git (software)
4 70 (1.76%) GitLab
5 69 (1.73%) ERwin
6 61 (1.53%) Visual Studio
7 45 (1.13%) Team Foundation Server
8 36 (0.90%) Bitbucket
9 35 (0.88%) TeamCity
10 33 (0.83%) webpack
11 31 (0.78%) Octopus Deploy
12 28 (0.70%) ER Studio
13 25 (0.63%) Mocha
14 24 (0.60%) Atlassian Bamboo
14 24 (0.60%) SQL Server Management Studio (SSMS)
15 23 (0.58%) NUnit
16 21 (0.53%) Selenium
17 19 (0.48%) Maven
17 19 (0.48%) TestRail
18 17 (0.43%) ESLint
General
1 974 (24.43%) Social Skills
2 926 (23.23%) Analytical Skills
3 913 (22.90%) Finance
4 189 (4.74%) Marketing
5 187 (4.69%) Retail
6 161 (4.04%) Presentation Skills
7 142 (3.56%) Public Sector
8 139 (3.49%) Banking
9 120 (3.01%) Law
9 120 (3.01%) Publishing
10 115 (2.88%) Inclusion and Diversity
11 104 (2.61%) Influencing Skills
12 83 (2.08%) Pharmaceutical
13 70 (1.76%) Games
14 66 (1.66%) Legal
15 65 (1.63%) Advertising
16 61 (1.53%) Billing
17 60 (1.50%) Organisational Skills
18 41 (1.03%) Manufacturing
19 30 (0.75%) Military
Job Titles
1 770 (19.31%) Data Engineer
2 752 (18.86%) Developer
3 721 (18.08%) Analyst
4 640 (16.05%) Architect
5 418 (10.48%) Data Architect
6 248 (6.22%) Data Analyst
7 241 (6.04%) Business Analyst
8 236 (5.92%) Business Intelligence Developer
9 201 (5.04%) Consultant
10 138 (3.46%) Solutions Architect
11 111 (2.78%) Senior Developer
12 109 (2.73%) Senior Data Engineer
12 109 (2.73%) Software Engineer
13 103 (2.58%) Analyst Developer
14 98 (2.46%) Data Manager
15 94 (2.36%) Business Intelligence Analyst
16 89 (2.23%) Administrator
17 88 (2.21%) Power BI Developer
18 82 (2.06%) Azure Engineer
19 80 (2.01%) Data Scientist
Libraries, Frameworks & Software Standards
1 293 (7.35%) REST
2 279 (7.00%) .NET
3 274 (6.87%) React
4 225 (5.64%) JSON
5 200 (5.02%) XML
6 197 (4.94%) AngularJS
6 197 (4.94%) Kafka
7 156 (3.91%) Web Services
8 152 (3.81%) Spring
9 125 (3.14%) Spring Boot
10 115 (2.88%) HTML
11 88 (2.21%) Node.js
12 82 (2.06%) Java EE
13 79 (1.98%) PySpark
14 71 (1.78%) CSS
14 71 (1.78%) RESTful
15 67 (1.68%) ASP.NET
16 62 (1.56%) .NET Framework
17 57 (1.43%) SOAP
18 56 (1.40%) J2EE
Miscellaneous
1 341 (8.55%) Management Information System
2 287 (7.20%) Data Structures
3 260 (6.52%) User Experience
4 150 (3.76%) Self-Motivation
5 140 (3.51%) Algorithms
6 123 (3.09%) Virtual Team
7 98 (2.46%) Life Science
8 68 (1.71%) Reference Data
9 52 (1.30%) Driving Licence
10 51 (1.28%) Cloud Native
11 47 (1.18%) Greenfield Project
11 47 (1.18%) Taxonomies
12 46 (1.15%) Analytical Mindset
13 39 (0.98%) Public Cloud
14 35 (0.88%) Social Media
15 32 (0.80%) Blog
16 30 (0.75%) Reinsurance
17 29 (0.73%) Enterprise Software
18 28 (0.70%) Replication
19 27 (0.68%) Data Protection Act
Operating Systems
1 242 (6.07%) Unix
2 219 (5.49%) Linux
3 59 (1.48%) Windows
4 26 (0.65%) Android
5 23 (0.58%) Apple iOS
6 19 (0.48%) Mac OS
7 12 (0.30%) Red Hat Enterprise Linux
8 11 (0.28%) Windows Server
9 5 (0.13%) Solaris
10 4 (0.10%) Windows Server 2008
11 3 (0.075%) Embedded Linux
12 2 (0.050%) AIX
12 2 (0.050%) HPUX
12 2 (0.050%) Windows 2000
12 2 (0.050%) Windows Server 2003
13 1 (0.025%) OpenWrt
13 1 (0.025%) Windows 10
13 1 (0.025%) Windows Server 2012
Processes & Methodologies
1 1,652 (41.43%) Analytics
2 1,531 (38.40%) Business Intelligence
3 1,470 (36.87%) Agile Software Development
4 1,202 (30.15%) ETL
5 789 (19.79%) Problem-Solving
6 759 (19.04%) Visualisation
7 657 (16.48%) DevOps
8 641 (16.08%) Data Analysis
9 633 (15.88%) Data Management
10 624 (15.65%) Data Architecture
11 551 (13.82%) Data Science
12 540 (13.54%) Data Engineering
13 533 (13.37%) Data Governance
14 518 (12.99%) Computer Science
15 471 (11.81%) Data Visualisation
16 435 (10.91%) Data Pipeline
17 431 (10.81%) Scrum
18 424 (10.63%) Machine Learning
19 412 (10.33%) Data Analytics
19 412 (10.33%) Microservices
Programming Languages
1 2,184 (54.78%) SQL
2 1,188 (29.80%) Python
3 561 (14.07%) Java
4 423 (10.61%) C#
5 389 (9.76%) JavaScript
6 306 (7.67%) T-SQL
7 231 (5.79%) R
8 158 (3.96%) Scala
9 130 (3.26%) PL/SQL
10 122 (3.06%) Shell Script
11 121 (3.03%) PowerShell
12 120 (3.01%) C++
13 115 (2.88%) C
14 100 (2.51%) Data Analysis Expressions (DAX)
15 87 (2.18%) Perl
16 85 (2.13%) TypeScript
17 65 (1.63%) Apex Code
18 63 (1.58%) VB
19 55 (1.38%) Go
20 52 (1.30%) Bash
Qualifications
1 667 (16.73%) Degree
2 163 (4.09%) Computer Science Degree
3 107 (2.68%) Security Cleared
4 85 (2.13%) SC Cleared
5 51 (1.28%) Master's Degree
6 37 (0.93%) Microsoft Certification
6 37 (0.93%) Numerate Degree
7 27 (0.68%) PMI Certification
8 21 (0.53%) ISEB
9 19 (0.48%) PhD
10 14 (0.35%) IIBA
11 13 (0.33%) DV Cleared
12 12 (0.30%) BPSS Clearance
12 12 (0.30%) CBAP
12 12 (0.30%) MCSA
12 12 (0.30%) MCSE
13 10 (0.25%) HND
14 8 (0.20%) HNC
15 6 (0.15%) PRINCE2 Certification
15 6 (0.15%) Six Sigma Black Belt
Quality Assurance & Compliance
1 655 (16.43%) Data Quality
2 219 (5.49%) QA
3 134 (3.36%) GDPR
4 60 (1.50%) Accessibility
5 40 (1.00%) GRC
6 39 (0.98%) CDISC
7 27 (0.68%) HL7
8 15 (0.38%) Good Clinical Practice
9 13 (0.33%) PMO
10 8 (0.20%) EMIR
10 8 (0.20%) GxP
10 8 (0.20%) MiFID
11 7 (0.18%) PCI DSS
12 5 (0.13%) SLA
13 4 (0.10%) ISO/IEC 27001
13 4 (0.10%) SNOMED CT
14 3 (0.075%) 21 CFR Part 11
14 3 (0.075%) Sarbanes-Oxley
15 2 (0.050%) GMP
15 2 (0.050%) ISO 9001
System Software
1 222 (5.57%) Docker
2 44 (1.10%) HDFS
3 17 (0.43%) Active Directory
4 13 (0.33%) Apache Flume
4 13 (0.33%) ISA Server
5 10 (0.25%) Apache ZooKeeper
6 3 (0.075%) Firmware
6 3 (0.075%) Oracle RAC
7 2 (0.050%) Microsoft App-V
7 2 (0.050%) Samba
7 2 (0.050%) VirtualBox
7 2 (0.050%) VMware ESXi
7 2 (0.050%) vSphere
7 2 (0.050%) Xen
8 1 (0.025%) Hyper-V
8 1 (0.025%) Virtual Machines
Systems Management
1 263 (6.60%) Kubernetes
2 177 (4.44%) Ansible
3 75 (1.88%) Terraform
4 21 (0.53%) Oozie
5 12 (0.30%) Prometheus
6 11 (0.28%) Grafana
6 11 (0.28%) Kibana
6 11 (0.28%) Single Sign-On
7 8 (0.20%) Puppet
8 6 (0.15%) HP Fortify
9 5 (0.13%) Hadoop YARN
9 5 (0.13%) Istio
10 4 (0.10%) Control-M
10 4 (0.10%) Mesos
11 3 (0.075%) Data Guard
11 3 (0.075%) EMC NetWorker
11 3 (0.075%) HP Quality Center
11 3 (0.075%) Oracle Enterprise Manager
11 3 (0.075%) Oracle RMAN
11 3 (0.075%) Tivoli Storage Manager
Vendors
1 740 (18.56%) Microsoft
2 384 (9.63%) Oracle
3 359 (9.00%) Databricks
4 249 (6.25%) Google
5 242 (6.07%) Informatica
6 187 (4.69%) Salesforce.com
7 159 (3.99%) SAP
8 128 (3.21%) Talend
9 109 (2.73%) Alteryx
10 92 (2.31%) Red Hat
11 69 (1.73%) Splunk
12 58 (1.45%) Cognos
13 52 (1.30%) IBM
14 49 (1.23%) LexisNexis
15 35 (0.88%) RedGate
16 32 (0.80%) Cloudera
17 31 (0.78%) Atlassian
18 25 (0.63%) Teradata
19 23 (0.58%) Cognizant
19 23 (0.58%) Facebook