Job Vacancy Trend Salary Trend Salary Histogram Job Locations Skill Sets
Period
to

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 28 June 2022 with a comparison to the same period in the previous 2 years.

Data Modelling
UK
6 months to
28 Jun 2022		 Same period 2021 Same period 2020
Rank 103 151 132
Rank change year-on-year +48 -19 +31
Permanent jobs citing Data Modelling 5,857 2,537 2,009
As % of all permanent jobs advertised in the UK 3.30% 2.40% 2.54%
As % of the Processes & Methodologies category 3.47% 2.56% 2.73%
Number of salaries quoted 2,703 1,843 1,588
10th Percentile £41,250 £37,500 £38,750
25th Percentile £51,250 £45,663 £47,250
Median annual salary (50th Percentile) £67,000 £60,000 £60,000
Median % change year-on-year +11.67% - -1.23%
75th Percentile £83,750 £77,500 £77,500
90th Percentile £97,500 £92,500 £90,000
UK excluding London median annual salary £55,500 £50,000 £55,000
% change year-on-year +11.00% -9.09% +10.00%

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 168,933 99,030 73,609
As % of all permanent IT jobs advertised in the UK 95.29% 93.82% 92.91%
Number of salaries quoted 84,101 68,536 59,378
10th Percentile £33,750 £32,500 £31,500
25th Percentile £44,842 £41,500 £41,250
Median annual salary (50th Percentile) £60,000 £55,000 £55,000
Median % change year-on-year +9.09% - +4.76%
75th Percentile £80,000 £75,000 £73,750
90th Percentile £96,250 £91,250 £90,000
UK excluding London median annual salary £52,500 £49,674 £47,500
% change year-on-year +5.69% +4.58% +5.56%

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 28 June 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 28 June 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
Jobs
England +49 5,000 £67,500 +16.38% 439
London +43 3,189 £72,500 +7.41% 229
Work from Home +28 2,452 £70,000 +16.67% 154
UK excluding London +8 1,783 £55,500 +11.00% 223
North of England +20 499 £54,000 +2.86% 53
South East +36 471 £63,750 +21.43% 55
Midlands -10 309 £55,000 +10.00% 46
North West +41 271 £55,000 +4.76% 23
West Midlands +6 248 £55,000 +10.00% 33
East of England +12 192 £62,500 +6.84% 32
South West -4 185 £45,000 -9.09% 15
Yorkshire -6 181 £52,500 -4.55% 21
Scotland -44 125 £50,000 -9.09% 19
East Midlands -25 61 £57,500 +15.00% 12
North East -9 49 £65,000 +51.16% 9
Wales -58 21 £55,625 +17.11% 1
Northern Ireland -26 4 £37,500 +7.14% 2

For the 6 months to 28 June 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 3,018 (51.53%) SQL
2 2,328 (39.75%) Analytics
3 2,106 (35.96%) Python
4 2,103 (35.91%) Agile
5 2,086 (35.62%) Business Intelligence
6 1,831 (31.26%) Azure
7 1,734 (29.61%) ETL
8 1,732 (29.57%) Data Warehouse
9 1,665 (28.43%) Social Skills
10 1,645 (28.09%) AWS
11 1,519 (25.93%) Finance
12 1,400 (23.90%) Analytical Skills
13 1,310 (22.37%) Data Science
14 1,218 (20.80%) Power Platform
15 1,186 (20.25%) Power BI
16 1,133 (19.34%) Data Engineering
17 1,127 (19.24%) Visualisation
18 1,051 (17.94%) Problem-Solving
19 1,035 (17.67%) Data Architecture
20 1,014 (17.31%) Degree
21 1,008 (17.21%) Big Data
22 958 (16.36%) Data Management
23 927 (15.83%) Data Analysis
24 920 (15.71%) GCP
25 886 (15.13%) Microsoft
26 875 (14.94%) Data Quality
27 845 (14.43%) SQL Server
28 837 (14.29%) DevOps
29 793 (13.54%) CI/CD
30 785 (13.40%) Software Engineering

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
1 594 (10.14%) Apache Spark
2 382 (6.52%) Apache Airflow
3 242 (4.13%) Apache
4 169 (2.89%) SAS
5 150 (2.56%) Confluence
6 64 (1.09%) Apache Pulsar
7 59 (1.01%) SharePoint
8 44 (0.75%) CMS
9 38 (0.65%) OpenStack
10 37 (0.63%) Jupyter
11 27 (0.46%) Luigi
11 27 (0.46%) Tomcat
12 26 (0.44%) Headless CMS
13 21 (0.36%) Apache Solr
14 16 (0.27%) IIS
15 15 (0.26%) Oracle SOA Suite
16 11 (0.19%) Apache Pig
17 8 (0.14%) nginx
18 7 (0.12%) BizTalk Server
18 7 (0.12%) Oracle Workflow
Applications
1 365 (6.23%) Microsoft Excel
2 76 (1.30%) Microsoft Office
3 64 (1.09%) MS Visio
4 56 (0.96%) SPSS
5 49 (0.84%) Microsoft PowerPoint
6 35 (0.60%) Spreadsheet
7 26 (0.44%) Chatbot
8 21 (0.36%) Stata
9 13 (0.22%) Microsoft Project
9 13 (0.22%) Sketch
10 11 (0.19%) Adobe XD
11 9 (0.15%) Marvel
12 4 (0.068%) InVision
13 1 (0.017%) EViews
13 1 (0.017%) Simulink
13 1 (0.017%) SPSS Modeler
Business Applications
1 49 (0.84%) Dynamics CRM
2 28 (0.48%) Dynamics NAV
3 25 (0.43%) Sparx Enterprise Architect
4 19 (0.32%) Avolution ABACUS
5 17 (0.29%) Shopify
6 14 (0.24%) Markit EDM
6 14 (0.24%) Salesforce.com CRM
7 11 (0.19%) SimCorp Dimension
8 10 (0.17%) NetSuite
8 10 (0.17%) SAP Oil and Gas
8 10 (0.17%) SAP S/4HANA
9 9 (0.15%) Oracle EBS
10 8 (0.14%) Loan IQ
10 8 (0.14%) SAP ERP
11 7 (0.12%) Distributed Ledger
11 7 (0.12%) Oracle ERP
11 7 (0.12%) R3 Corda
12 6 (0.10%) Teamcenter
13 5 (0.085%) SAP MDG
13 5 (0.085%) SAP MDM
Cloud Services
1 1,831 (31.26%) Azure
2 1,645 (28.09%) AWS
3 1,218 (20.80%) Power Platform
4 920 (15.71%) GCP
5 520 (8.88%) Serverless
6 428 (7.31%) Snowflake
7 410 (7.00%) Azure Data Factory
8 314 (5.36%) SaaS
9 267 (4.56%) dbt
10 240 (4.10%) Azure DevOps
11 233 (3.98%) GitHub
12 199 (3.40%) Azure Synapse Analytics
13 198 (3.38%) AWS Lambda
14 177 (3.02%) Amazon S3
15 150 (2.56%) PaaS
16 118 (2.01%) Cloud Computing
17 98 (1.67%) Amazon Kinesis
18 93 (1.59%) Fivetran
19 89 (1.52%) Azure Cosmos DB
20 88 (1.50%) Collibra
Communications & Networking
1 76 (1.30%) Internet
2 33 (0.56%) Broadband
3 30 (0.51%) HTTP
4 17 (0.29%) Network Security
5 16 (0.27%) FTP
6 13 (0.22%) Firewall
7 12 (0.20%) AMQP
8 11 (0.19%) Wireless
9 10 (0.17%) SD-WAN
9 10 (0.17%) WAN
10 9 (0.15%) DNS
11 8 (0.14%) LAN
11 8 (0.14%) WLAN
12 7 (0.12%) Extranet
12 7 (0.12%) Intranet
12 7 (0.12%) SNMP
13 5 (0.085%) PPP
14 4 (0.068%) MQTT
14 4 (0.068%) Wi-Fi
15 3 (0.051%) WebEx
Database & Business Intelligence
1 1,732 (29.57%) Data Warehouse
2 1,186 (20.25%) Power BI
3 1,008 (17.21%) Big Data
4 845 (14.43%) SQL Server
5 762 (13.01%) Data Lake
6 631 (10.77%) NoSQL
7 573 (9.78%) Tableau
8 562 (9.60%) Metadata
9 538 (9.19%) SQL Server Integration Services
10 526 (8.98%) Relational Database
11 482 (8.23%) PostgreSQL
12 343 (5.86%) Hadoop
13 339 (5.79%) BigQuery
14 325 (5.55%) Amazon Redshift
15 314 (5.36%) SQL Server Reporting Services
16 281 (4.80%) Looker
17 244 (4.17%) SQL Server Analysis Services
18 226 (3.86%) MySQL
19 205 (3.50%) MongoDB
20 184 (3.14%) Data Mining
Development Applications
1 355 (6.06%) JIRA
2 328 (5.60%) Git (software)
3 180 (3.07%) Jenkins
4 125 (2.13%) ERwin
5 104 (1.78%) GitLab
6 77 (1.31%) Visual Studio
7 58 (0.99%) Maven
8 51 (0.87%) Atlassian Bamboo
8 51 (0.87%) Storybook
9 49 (0.84%) Bitbucket
10 44 (0.75%) SQL Server Management Studio (SSMS)
11 43 (0.73%) JUnit
12 40 (0.68%) Selenium
13 37 (0.63%) ER Studio
13 37 (0.63%) webpack
14 36 (0.61%) Mocha
15 32 (0.55%) CircleCI
16 31 (0.53%) SonarQube
16 31 (0.53%) Subversion
17 27 (0.46%) Postman
General
1 1,665 (28.43%) Social Skills
2 1,519 (25.93%) Finance
3 1,400 (23.90%) Analytical Skills
4 594 (10.14%) Marketing
5 365 (6.23%) Retail
6 363 (6.20%) Banking
7 234 (4.00%) Games
8 232 (3.96%) Inclusion and Diversity
9 217 (3.70%) Presentation Skills
10 197 (3.36%) Legal
11 179 (3.06%) Influencing Skills
12 166 (2.83%) Advertising
13 163 (2.78%) Law
14 159 (2.71%) Public Sector
15 121 (2.07%) Pharmaceutical
16 86 (1.47%) Manufacturing
17 79 (1.35%) Telecoms
18 75 (1.28%) Aviation
19 69 (1.18%) Financial Institution
20 68 (1.16%) Publishing
Job Titles
1 1,330 (22.71%) Data Engineer
2 859 (14.67%) Developer
3 855 (14.60%) Analyst
4 842 (14.38%) Architect
5 591 (10.09%) Data Architect
6 405 (6.91%) Data Analyst
7 390 (6.66%) Senior Data Engineer
8 389 (6.64%) Software Engineer
9 323 (5.51%) Business Intelligence Developer
10 282 (4.81%) Business Analyst
11 215 (3.67%) Consultant
12 209 (3.57%) Senior Developer
13 194 (3.31%) Data Manager
14 178 (3.04%) Solutions Architect
15 149 (2.54%) Data Scientist
16 124 (2.12%) Senior Analyst
17 123 (2.10%) Senior Software Engineer
18 117 (2.00%) Data Consultant
19 116 (1.98%) SQL Developer
20 112 (1.91%) Business Intelligence Analyst
Libraries, Frameworks & Software Standards
1 403 (6.88%) React
2 384 (6.56%) Kafka
3 344 (5.87%) XML
4 306 (5.22%) REST
5 295 (5.04%) .NET
6 281 (4.80%) JSON
7 218 (3.72%) HTML
8 192 (3.28%) Node.js
9 177 (3.02%) AngularJS
10 171 (2.92%) Spring
11 158 (2.70%) PySpark
12 146 (2.49%) Web Services
13 128 (2.19%) GraphQL
14 118 (2.01%) CSS
14 118 (2.01%) Spring Boot
15 101 (1.72%) Pandas
16 91 (1.55%) NumPy
17 87 (1.49%) Ruby on Rails
18 85 (1.45%) Apache Beam
19 83 (1.42%) Apache NiFi
Miscellaneous
1 312 (5.33%) Management Information System
2 311 (5.31%) Algorithms
3 296 (5.05%) User Experience
4 288 (4.92%) Data Structures
5 224 (3.82%) Self-Motivation
6 220 (3.76%) Cloud Native
7 187 (3.19%) Virtual Team
8 158 (2.70%) Public Cloud
9 116 (1.98%) Blog
10 109 (1.86%) Reference Data
11 96 (1.64%) PMI
12 92 (1.57%) Greenfield Project
13 91 (1.55%) Legacy Systems
14 79 (1.35%) Enterprise Software
15 68 (1.16%) Taxonomies
16 65 (1.11%) Social Media
17 62 (1.06%) Life Science
18 53 (0.90%) Educational Technology
19 51 (0.87%) Mobile App
20 44 (0.75%) Hybrid Cloud
Operating Systems
1 297 (5.07%) Linux
2 185 (3.16%) Unix
3 182 (3.11%) Windows
4 95 (1.62%) Android
5 60 (1.02%) Apple iOS
6 21 (0.36%) Solaris
7 7 (0.12%) AIX
8 6 (0.10%) HPUX
9 5 (0.085%) Red Hat Enterprise Linux
9 5 (0.085%) Windows 2000
9 5 (0.085%) Windows Server 2003
9 5 (0.085%) Windows Server 2008
10 3 (0.051%) Mac OS X
11 2 (0.034%) Angstrom
11 2 (0.034%) Ubuntu
12 1 (0.017%) OpenWrt
12 1 (0.017%) Windows 10
12 1 (0.017%) Windows Server
Processes & Methodologies
1 2,328 (39.75%) Analytics
2 2,103 (35.91%) Agile
3 2,086 (35.62%) Business Intelligence
4 1,734 (29.61%) ETL
5 1,310 (22.37%) Data Science
6 1,133 (19.34%) Data Engineering
7 1,127 (19.24%) Visualisation
8 1,051 (17.94%) Problem-Solving
9 1,035 (17.67%) Data Architecture
10 958 (16.36%) Data Management
11 927 (15.83%) Data Analysis
12 837 (14.29%) DevOps
13 793 (13.54%) CI/CD
14 785 (13.40%) Software Engineering
15 778 (13.28%) Data Governance
16 773 (13.20%) Machine Learning
17 746 (12.74%) Data Pipeline
18 722 (12.33%) Computer Science
19 705 (12.04%) Data Analytics
20 652 (11.13%) Data Integration
Programming Languages
1 3,018 (51.53%) SQL
2 2,106 (35.96%) Python
3 703 (12.00%) Java
4 486 (8.30%) JavaScript
5 406 (6.93%) R
6 351 (5.99%) C#
7 342 (5.84%) T-SQL
8 269 (4.59%) Scala
9 234 (4.00%) TypeScript
10 169 (2.89%) C
11 146 (2.49%) C++
12 143 (2.44%) PowerShell
13 139 (2.37%) Ruby
14 125 (2.13%) PL/SQL
15 122 (2.08%) Kotlin
16 115 (1.96%) Data Analysis Expressions (DAX)
17 110 (1.88%) Shell Script
18 73 (1.25%) VBA
19 64 (1.09%) Go
20 61 (1.04%) ES6
Qualifications
1 1,014 (17.31%) Degree
2 250 (4.27%) Computer Science Degree
3 185 (3.16%) Security Cleared
4 134 (2.29%) SC Cleared
5 116 (1.98%) PMI Certification
6 99 (1.69%) Numerate Degree
7 83 (1.42%) TOGAF Certification
8 74 (1.26%) Master's Degree
9 43 (0.73%) PhD
10 32 (0.55%) Microsoft Certification
11 28 (0.48%) AWS Certification
12 21 (0.36%) PMP
13 17 (0.29%) Postgraduate
14 14 (0.24%) DBS Check
15 12 (0.20%) MCP
16 8 (0.14%) BPSS Clearance
16 8 (0.14%) HND
16 8 (0.14%) ITIL Certification
16 8 (0.14%) MCSD
16 8 (0.14%) MCSE
Quality Assurance & Compliance
1 875 (14.94%) Data Quality
2 259 (4.42%) QA
3 182 (3.11%) GDPR
4 46 (0.79%) Accessibility
5 36 (0.61%) CDISC
6 27 (0.46%) HL7
7 22 (0.38%) Actionable Recommendations
8 20 (0.34%) PMO
9 15 (0.26%) Sarbanes-Oxley
10 14 (0.24%) SLA
11 11 (0.19%) ISO/IEC 27001
12 9 (0.15%) COBIT
13 7 (0.12%) GxP
14 6 (0.10%) GRC
15 4 (0.068%) COREP
15 4 (0.068%) Good Clinical Practice
15 4 (0.068%) IFRS
15 4 (0.068%) ISO 15022
15 4 (0.068%) SNOMED CT
16 3 (0.051%) Solvency II
System Software
1 428 (7.31%) Docker
2 70 (1.20%) ISA Server
3 53 (0.90%) Apache Flume
4 22 (0.38%) Oracle RAC
5 18 (0.31%) HDFS
5 18 (0.31%) Virtual Machines
6 15 (0.26%) Oracle Clusterware
7 13 (0.22%) Active Directory
8 10 (0.17%) Apache ZooKeeper
9 5 (0.085%) Samba
10 1 (0.017%) Microsoft App-V
10 1 (0.017%) VMware Infrastructure
Systems Management
1 452 (7.72%) Kubernetes
2 178 (3.04%) Terraform
3 100 (1.71%) Ansible
4 43 (0.73%) Oozie
5 29 (0.50%) Grafana
6 22 (0.38%) Data Guard
7 20 (0.34%) Oracle RMAN
8 16 (0.27%) Kibana
9 15 (0.26%) NetBackup
9 15 (0.26%) Oracle ZFS
10 14 (0.24%) Failover Clustering
11 13 (0.22%) Prometheus
12 11 (0.19%) Opscode Chef
13 10 (0.17%) Single Sign-On
14 9 (0.15%) Hadoop YARN
14 9 (0.15%) Mesos
15 8 (0.14%) EMC NetWorker
16 7 (0.12%) Control-M
16 7 (0.12%) Puppet
17 6 (0.10%) Panaseer
Vendors
1 886 (15.13%) Microsoft
2 499 (8.52%) Google
3 491 (8.38%) Oracle
4 351 (5.99%) Databricks
5 268 (4.58%) Informatica
6 239 (4.08%) Salesforce.com
7 204 (3.48%) SAP
8 187 (3.19%) Talend
9 130 (2.22%) Alteryx
10 104 (1.78%) Cognos
11 94 (1.60%) Teradata
12 90 (1.54%) LexisNexis
13 83 (1.42%) Cloudera
14 70 (1.20%) IBM
15 62 (1.06%) Atlassian
16 58 (0.99%) Splunk
17 47 (0.80%) Cadence
18 40 (0.68%) Funding Circle
18 40 (0.68%) MicroStrategy
19 39 (0.67%) Sparx
488 Data Modelling job vacancies Nationwide