Period
to 24 July 2021

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 24 July 2021 with a comparison to the same period in the previous 2 years.

Data Modelling
UK > England
6 months to
24 Jul 2021
Same period 2020 Same period 2019
Rank 140 124 159
Rank change year-on-year -16 +35 +20
Permanent jobs citing Data Modelling 2,509 1,699 3,090
As % of all permanent jobs advertised in England 2.50% 2.61% 2.31%
As % of the Processes & Methodologies category 2.67% 2.82% 2.50%
Number of salaries quoted 1,824 1,359 2,455
10th Percentile £37,500 £40,000 £38,500
25th Percentile £46,250 £47,500 £46,250
Median annual salary (50th Percentile) £60,000 £62,000 £60,000
Median % change year-on-year -3.23% +3.33% +4.35%
75th Percentile £77,500 £77,500 £78,750
90th Percentile £92,500 £91,250 £92,500
UK median annual salary £60,000 £60,000 £60,000

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 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 93,931 60,299 123,629
As % of all permanent IT jobs advertised in England 93.66% 92.51% 92.45%
Number of salaries quoted 64,975 49,340 99,375
10th Percentile £32,500 £32,500 £30,000
25th Percentile £42,500 £41,250 £38,500
Median annual salary (50th Percentile) £57,500 £55,000 £52,500
Median % change year-on-year +4.55% +4.76% +5.00%
75th Percentile £76,250 £75,000 £71,250
90th Percentile £93,750 £91,250 £87,500
UK median annual salary £55,000 £55,000 £52,500
% change year-on-year - +4.76% +5.00%

Data Modelling
Job Vacancy Trend in England

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

Job vacancy trend for Data Modelling in England

Data Modelling
Salary Trend in England

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

Salary trend for Data Modelling in England

Data Modelling
Salary Histogram in England

Salary distribution for jobs citing Data Modelling in England over the 6 months to 24 July 2021.

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 24 July 2021. 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 -16 1,344 £67,500 -3.57% 203
North of England +19 317 £55,000 +10.00% 60
South East -73 271 £52,500 -8.70% 47
Midlands 0 261 £52,250 +2.45% 58
West Midlands +10 188 £52,500 +2.94% 41
Yorkshire +25 166 £60,000 +33.33% 21
South West -5 162 £47,575 +5.72% 12
North West -11 132 £53,250 +6.50% 33
East of England -4 100 £60,000 -7.69% 38
East Midlands -26 72 £50,000 - 17
North East -12 19 £43,500 - 6
Data Modelling
UK

For the 6 months to 24 July 2021, 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 1,385 (55.20%) SQL
2 1,054 (42.01%) Business Intelligence
3 893 (35.59%) Analytics
4 858 (34.20%) Data Warehouse
5 812 (32.36%) Azure
6 800 (31.89%) Agile Software Development
7 735 (29.29%) ETL
8 731 (29.14%) Python
9 706 (28.14%) Power Platform
10 692 (27.58%) Power BI
11 624 (24.87%) AWS
12 612 (24.39%) Finance
13 576 (22.96%) Social Skills
14 531 (21.16%) Visualisation
15 480 (19.13%) SQL Server
16 477 (19.01%) Microsoft
17 450 (17.94%) Analytical Skills
18 395 (15.74%) Data Science
19 393 (15.66%) Data Management
20 384 (15.30%) Data Analysis
21 375 (14.95%) Degree
22 368 (14.67%) Data Architecture
23 359 (14.31%) Tableau
23 359 (14.31%) Big Data
24 357 (14.23%) Problem-Solving
25 353 (14.07%) Java
26 352 (14.03%) Data Quality
27 343 (13.67%) DevOps
28 329 (13.11%) Data Lake
29 311 (12.40%) Data Engineering

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
1 227 (9.05%) Apache Spark
2 122 (4.86%) Apache
3 86 (3.43%) Apache Airflow
4 78 (3.11%) Elasticsearch
5 63 (2.51%) Confluence
6 47 (1.87%) SharePoint
7 23 (0.92%) SAS
8 10 (0.40%) Apache Synapse
9 8 (0.32%) Apache Pig
10 6 (0.24%) CMS
11 5 (0.20%) Jupyter
11 5 (0.20%) nginx
12 3 (0.12%) Apache Solr
12 3 (0.12%) Appian
12 3 (0.12%) Luigi
13 2 (0.080%) GemFire
13 2 (0.080%) Mule
13 2 (0.080%) Oracle Workflow
13 2 (0.080%) SugarCRM
13 2 (0.080%) WebSphere
Applications
1 173 (6.90%) Microsoft Excel
2 71 (2.83%) Microsoft Office
3 33 (1.32%) MS Visio
4 29 (1.16%) Spreadsheet
5 25 (1.00%) Microsoft PowerPoint
6 13 (0.52%) Microsoft Project
7 5 (0.20%) Adobe Illustrator
7 5 (0.20%) Fireworks
7 5 (0.20%) Photoshop
7 5 (0.20%) SPSS
Business Applications
1 19 (0.76%) Dynamics CRM
2 16 (0.64%) SAP ERP
3 14 (0.56%) Oracle Applications
4 7 (0.28%) SAP S/4HANA
5 5 (0.20%) SAP BPC
6 4 (0.16%) Cognos Business Intelligence
6 4 (0.16%) Cognos TM1
6 4 (0.16%) Dynamics AX
6 4 (0.16%) Oracle EBS
6 4 (0.16%) Sparx Enterprise Architect
6 4 (0.16%) Summit
7 3 (0.12%) Oracle Payroll
8 2 (0.080%) Cerner Millennium
8 2 (0.080%) Elite 3E
8 2 (0.080%) Magento
8 2 (0.080%) Oracle CRM
8 2 (0.080%) Oracle Retail
8 2 (0.080%) Remedy ITSM
8 2 (0.080%) SAP MDG
8 2 (0.080%) SAP R/3
Cloud Services
1 812 (32.36%) Azure
2 706 (28.14%) Power Platform
3 624 (24.87%) AWS
4 245 (9.76%) GCP
5 234 (9.33%) Azure Data Factory
6 176 (7.01%) Serverless
7 155 (6.18%) Snowflake
8 148 (5.90%) Azure Synapse Analytics
9 120 (4.78%) SaaS
10 92 (3.67%) Amazon S3
11 81 (3.23%) AWS Lambda
12 73 (2.91%) GitHub
13 51 (2.03%) Amazon SQS
14 49 (1.95%) dbt
15 43 (1.71%) PaaS
16 38 (1.51%) Amazon Kinesis
17 34 (1.36%) Microsoft 365
18 31 (1.24%) Azure Stack
18 31 (1.24%) IaaS
19 30 (1.20%) Cloud Computing
Communications & Networking
1 24 (0.96%) Internet
2 18 (0.72%) FTP
2 18 (0.72%) HTTP
3 14 (0.56%) SSL
4 12 (0.48%) Broadband
5 9 (0.36%) AMQP
5 9 (0.36%) Firewall
6 8 (0.32%) SSH
7 7 (0.28%) Extranet
7 7 (0.28%) Intranet
8 3 (0.12%) PuTTY
8 3 (0.12%) WinSCP
8 3 (0.12%) Wireless
9 2 (0.080%) 3G
9 2 (0.080%) 4G
9 2 (0.080%) ATM
9 2 (0.080%) Bluetooth
9 2 (0.080%) MQTT
9 2 (0.080%) Wi-Fi
10 1 (0.040%) Network Security
Database & Business Intelligence
1 858 (34.20%) Data Warehouse
2 692 (27.58%) Power BI
3 480 (19.13%) SQL Server
4 359 (14.31%) Big Data
4 359 (14.31%) Tableau
5 329 (13.11%) Data Lake
6 294 (11.72%) SQL Server Integration Services
7 269 (10.72%) NoSQL
8 246 (9.80%) Relational Database
9 234 (9.33%) SQL Server Analysis Services
10 223 (8.89%) SQL Server Reporting Services
11 186 (7.41%) PostgreSQL
12 161 (6.42%) Hadoop
13 155 (6.18%) Metadata
14 150 (5.98%) MySQL
15 136 (5.42%) Amazon Redshift
16 123 (4.90%) Data Mining
17 113 (4.50%) MongoDB
18 93 (3.71%) Azure SQL Database
19 91 (3.63%) Microsoft Analysis Services
Development Applications
1 177 (7.05%) Git (software)
2 145 (5.78%) JIRA
3 81 (3.23%) Jenkins
4 40 (1.59%) ERwin
5 35 (1.39%) Bitbucket
6 31 (1.24%) Visual Studio
7 29 (1.16%) JUnit
8 26 (1.04%) Team Foundation Server
9 25 (1.00%) TeamCity
10 23 (0.92%) ER Studio
11 18 (0.72%) Maven
11 18 (0.72%) Mockito
12 16 (0.64%) SQL Server Management Studio (SSMS)
13 14 (0.56%) Postman
13 14 (0.56%) Subversion
14 12 (0.48%) Cucumber
15 11 (0.44%) Atlassian Bamboo
15 11 (0.44%) GitLab
15 11 (0.44%) PowerDesigner
16 10 (0.40%) Octopus Deploy
General
1 612 (24.39%) Finance
2 576 (22.96%) Social Skills
3 450 (17.94%) Analytical Skills
4 128 (5.10%) Retail
5 101 (4.03%) Marketing
6 97 (3.87%) Banking
7 96 (3.83%) Presentation Skills
8 85 (3.39%) Public Sector
9 55 (2.19%) Games
9 55 (2.19%) Law
10 54 (2.15%) Manufacturing
11 53 (2.11%) Pharmaceutical
12 47 (1.87%) Advertising
13 39 (1.55%) Telecoms
14 34 (1.36%) Financial Institution
15 32 (1.28%) Billing
15 32 (1.28%) Publishing
16 28 (1.12%) Influencing Skills
16 28 (1.12%) Legal
17 27 (1.08%) Organisational Skills
Job Titles
1 490 (19.53%) Data Engineer
2 483 (19.25%) Developer
3 440 (17.54%) Analyst
4 425 (16.94%) Architect
5 317 (12.63%) Data Architect
6 180 (7.17%) Data Analyst
7 160 (6.38%) Business Intelligence Developer
8 145 (5.78%) Business Analyst
9 107 (4.26%) Azure Engineer
10 104 (4.15%) Software Engineer
11 101 (4.03%) Consultant
11 101 (4.03%) Senior Data Engineer
12 84 (3.35%) Solutions Architect
13 70 (2.79%) Business Intelligence Analyst
14 62 (2.47%) SQL Developer
15 59 (2.35%) Data Scientist
16 49 (1.95%) Python Engineer
16 49 (1.95%) Senior Architect
17 48 (1.91%) Azure Architect
18 46 (1.83%) Power BI Developer
Libraries, Frameworks & Software Standards
1 199 (7.93%) .NET
2 185 (7.37%) Kafka
3 129 (5.14%) REST
4 100 (3.99%) HTML
5 99 (3.95%) JSON
6 95 (3.79%) XML
7 92 (3.67%) Spring
8 91 (3.63%) Web Services
9 89 (3.55%) React
10 75 (2.99%) Node.js
11 70 (2.79%) CSS
12 64 (2.55%) AngularJS
13 56 (2.23%) PySpark
14 52 (2.07%) RESTful
15 51 (2.03%) Spring Boot
16 40 (1.59%) GraphQL
16 40 (1.59%) NumPy
17 37 (1.47%) .NET Framework
18 35 (1.39%) .NET Core
18 35 (1.39%) Pandas
Miscellaneous
1 146 (5.82%) Data Structures
2 136 (5.42%) Management Information System
3 98 (3.91%) User Experience
4 73 (2.91%) Algorithms
5 60 (2.39%) Self-Motivation
6 58 (2.31%) Greenfield Project
7 56 (2.23%) Cloud Native
8 52 (2.07%) Life Science
8 52 (2.07%) Reference Data
9 44 (1.75%) Public Cloud
10 36 (1.43%) Enterprise Software
11 33 (1.32%) Reinsurance
12 31 (1.24%) Legacy Systems
13 28 (1.12%) Analytical Mindset
13 28 (1.12%) iPhone
13 28 (1.12%) SWIFT
14 27 (1.08%) NHS
15 25 (1.00%) Virtual Team
16 24 (0.96%) Mobile App
17 23 (0.92%) Taxonomies
Operating Systems
1 125 (4.98%) Linux
2 71 (2.83%) Windows
3 59 (2.35%) Unix
4 14 (0.56%) Red Hat Enterprise Linux
5 12 (0.48%) Android
5 12 (0.48%) Apple iOS
6 8 (0.32%) Ubuntu
7 7 (0.28%) Debian
8 6 (0.24%) Solaris
9 4 (0.16%) Windows Server
10 2 (0.080%) Embedded Linux
11 1 (0.040%) AIX
11 1 (0.040%) HPUX
11 1 (0.040%) Windows 10
11 1 (0.040%) Windows Server 2012
Processes & Methodologies
1 1,054 (42.01%) Business Intelligence
2 893 (35.59%) Analytics
3 800 (31.89%) Agile Software Development
4 735 (29.29%) ETL
5 531 (21.16%) Visualisation
6 395 (15.74%) Data Science
7 393 (15.66%) Data Management
8 384 (15.30%) Data Analysis
9 368 (14.67%) Data Architecture
10 357 (14.23%) Problem-Solving
11 343 (13.67%) DevOps
12 311 (12.40%) Data Engineering
13 308 (12.28%) Data Visualisation
14 291 (11.60%) Data Pipeline
15 287 (11.44%) Data Governance
16 271 (10.80%) Software Engineering
17 260 (10.36%) Machine Learning
18 259 (10.32%) Computer Science
19 233 (9.29%) Scrum
20 226 (9.01%) Artificial Intelligence
Programming Languages
1 1,385 (55.20%) SQL
2 731 (29.14%) Python
3 353 (14.07%) Java
4 204 (8.13%) JavaScript
5 200 (7.97%) C#
6 191 (7.61%) R
7 176 (7.01%) T-SQL
8 99 (3.95%) PowerShell
9 96 (3.83%) Scala
10 77 (3.07%) Data Analysis Expressions (DAX)
11 71 (2.83%) TypeScript
12 54 (2.15%) PL/SQL
13 40 (1.59%) Java 8
14 37 (1.47%) VBA
15 32 (1.28%) C
15 32 (1.28%) C++
16 27 (1.08%) PHP
17 25 (1.00%) Kotlin
18 22 (0.88%) Go
18 22 (0.88%) Java 11
Qualifications
1 375 (14.95%) Degree
2 113 (4.50%) Computer Science Degree
3 77 (3.07%) Security Cleared
4 56 (2.23%) SC Cleared
5 37 (1.47%) Numerate Degree
6 31 (1.24%) Master's Degree
7 14 (0.56%) DV Cleared
8 12 (0.48%) ISEB
9 9 (0.36%) Microsoft Certification
10 8 (0.32%) PhD
11 7 (0.28%) BPSS Clearance
12 5 (0.20%) CISSP
12 5 (0.20%) HND
13 4 (0.16%) ACCA
13 4 (0.16%) CEH
13 4 (0.16%) CIMA
13 4 (0.16%) CISM
13 4 (0.16%) CITP
13 4 (0.16%) CompTIA Security+
13 4 (0.16%) GSEC
Quality Assurance & Compliance
1 352 (14.03%) Data Quality
2 111 (4.42%) GDPR
3 108 (4.30%) QA
4 17 (0.68%) Accessibility
5 16 (0.64%) CDISC
6 14 (0.56%) Actionable Recommendations
7 9 (0.36%) PMO
8 8 (0.32%) MiFID
9 7 (0.28%) SLA
9 7 (0.28%) WAI
10 4 (0.16%) ISO/IEC 27001
10 4 (0.16%) Sarbanes-Oxley
11 3 (0.12%) EMIR
11 3 (0.12%) HL7
11 3 (0.12%) ISO 20022
11 3 (0.12%) PCI DSS
11 3 (0.12%) Solvency II
12 2 (0.080%) COBIT
12 2 (0.080%) NCSC
13 1 (0.040%) GMP
System Software
1 227 (9.05%) Docker
2 23 (0.92%) ISA Server
3 20 (0.80%) Apache ZooKeeper
4 19 (0.76%) HDFS
5 6 (0.24%) Virtual Machines
6 5 (0.20%) Active Directory
6 5 (0.20%) Apache Flume
7 3 (0.12%) VirtualBox
8 2 (0.080%) Firmware
8 2 (0.080%) VMware Infrastructure
9 1 (0.040%) Hyper-V
9 1 (0.040%) Microsoft App-V
9 1 (0.040%) VMware ESXi
9 1 (0.040%) vSphere
9 1 (0.040%) Xen
Systems Management
1 214 (8.53%) Kubernetes
2 50 (1.99%) Ansible
3 43 (1.71%) Terraform
4 20 (0.80%) Prometheus
5 18 (0.72%) Grafana
6 13 (0.52%) HP Quality Center
7 12 (0.48%) Hadoop YARN
8 11 (0.44%) Mesos
9 7 (0.28%) Ambari
9 7 (0.28%) Opscode Chef
10 5 (0.20%) Istio
11 4 (0.16%) Puppet
11 4 (0.16%) QRadar
11 4 (0.16%) Rancher
11 4 (0.16%) Rsyslog
11 4 (0.16%) Salt
11 4 (0.16%) SCCM
11 4 (0.16%) Single Sign-On
12 3 (0.12%) Kibana
12 3 (0.12%) logstash
Vendors
1 477 (19.01%) Microsoft
2 233 (9.29%) Oracle
3 214 (8.53%) Databricks
4 143 (5.70%) Google
5 137 (5.46%) SAP
6 123 (4.90%) Salesforce.com
7 88 (3.51%) Alteryx
8 68 (2.71%) Informatica
9 51 (2.03%) IBM
10 33 (1.32%) Cognos
11 29 (1.16%) Red Hat
12 28 (1.12%) Talend
13 24 (0.96%) Splunk
14 23 (0.92%) Facebook
14 23 (0.92%) Teradata
15 21 (0.84%) MuleSoft
16 19 (0.76%) Cloudera
16 19 (0.76%) MicroStrategy
17 18 (0.72%) PeopleSoft
18 17 (0.68%) Atlassian