Period
to 28 October 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 28 October 2021 with a comparison to the same period in the previous 2 years.

Data Modelling
UK > England
6 months to
28 Oct 2021
Same period 2020 Same period 2019
Rank 112 129 163
Rank change year-on-year +17 +34 +16
Permanent jobs citing Data Modelling 3,358 1,127 2,775
As % of all permanent jobs advertised in England 3.01% 2.47% 2.19%
As % of the Processes & Methodologies category 3.19% 2.66% 2.37%
Number of salaries quoted 2,379 919 2,183
10th Percentile £39,000 £40,000 £37,500
25th Percentile £47,500 £47,250 £45,000
Median annual salary (50th Percentile) £62,500 £60,000 £60,000
Median % change year-on-year +4.17% - -
75th Percentile £80,000 £73,750 £77,500
90th Percentile £96,250 £87,500 £93,790
UK median annual salary £62,500 £60,000 £60,000
% change year-on-year +4.17% - +1.69%

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 105,160 42,437 117,280
As % of all permanent IT jobs advertised in England 94.29% 93.14% 92.61%
Number of salaries quoted 70,521 35,739 94,792
10th Percentile £33,000 £33,500 £30,000
25th Percentile £42,500 £42,500 £38,750
Median annual salary (50th Percentile) £60,000 £55,000 £52,500
Median % change year-on-year +9.09% +4.76% -
75th Percentile £77,500 £75,000 £71,250
90th Percentile £95,000 £91,250 £87,500
UK median annual salary £57,500 £55,000 £52,500
% change year-on-year +4.55% +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 28 October 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 28 October 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 1,783 £70,000 +7.69% 297
North of England +34 494 £54,750 +9.50% 63
South East -37 364 £58,500 +6.36% 73
Midlands +16 320 £53,500 +7.00% 67
Yorkshire +39 246 £55,000 +15.79% 21
West Midlands +37 241 £55,000 +10.00% 50
North West +2 224 £55,000 - 34
East of England +31 163 £60,000 -7.69% 21
South West -23 161 £47,500 -4.04% 15
East Midlands -40 77 £50,000 +4.17% 17
North East -14 24 £45,000 +9.76% 8
Data Modelling
UK

For the 6 months to 28 October 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 1,888 (56.22%) SQL
2 1,380 (41.10%) Analytics
3 1,356 (40.38%) Business Intelligence
4 1,184 (35.26%) Agile Software Development
5 1,163 (34.63%) Azure
6 1,101 (32.79%) Data Warehouse
7 1,007 (29.99%) Python
8 989 (29.45%) ETL
9 975 (29.04%) Power Platform
10 969 (28.86%) Power BI
11 838 (24.96%) Finance
12 827 (24.63%) AWS
13 772 (22.99%) Social Skills
14 735 (21.89%) Analytical Skills
15 703 (20.94%) Microsoft
16 676 (20.13%) Visualisation
17 618 (18.40%) SQL Server
18 614 (18.28%) Problem-Solving
19 576 (17.15%) Degree
20 551 (16.41%) Data Management
21 548 (16.32%) Data Analysis
22 543 (16.17%) Data Quality
23 518 (15.43%) DevOps
24 516 (15.37%) Data Architecture
25 493 (14.68%) Data Science
26 481 (14.32%) Java
27 468 (13.94%) Tableau
28 447 (13.31%) Data Engineering
29 441 (13.13%) Data Governance
30 436 (12.98%) Computer Science

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
1 298 (8.87%) Apache Spark
2 137 (4.08%) Apache
3 96 (2.86%) Elasticsearch
4 95 (2.83%) Apache Airflow
5 70 (2.08%) Confluence
6 57 (1.70%) SAS
7 53 (1.58%) SharePoint
8 21 (0.63%) Jupyter
9 19 (0.57%) Apache Pig
10 14 (0.42%) Luigi
11 10 (0.30%) CMS
12 9 (0.27%) Apache Synapse
13 7 (0.21%) Oracle Workflow
14 6 (0.18%) Oracle SOA Suite
15 5 (0.15%) Appian
16 4 (0.12%) nginx
17 3 (0.089%) Apache Solr
18 2 (0.060%) Drupal
18 2 (0.060%) GemFire
18 2 (0.060%) Umbraco
Applications
1 308 (9.17%) Microsoft Excel
2 80 (2.38%) Microsoft Office
3 51 (1.52%) MS Visio
4 40 (1.19%) Microsoft PowerPoint
5 38 (1.13%) Spreadsheet
6 8 (0.24%) SPSS
7 6 (0.18%) Microsoft Project
7 6 (0.18%) Photoshop
8 5 (0.15%) Adobe Illustrator
8 5 (0.15%) Fireworks
9 3 (0.089%) Chatbot
10 1 (0.030%) Adobe XD
10 1 (0.030%) InDesign
Business Applications
1 35 (1.04%) Dynamics CRM
2 19 (0.57%) IBM Planning Analytics
2 19 (0.57%) SAP S/4HANA
3 15 (0.45%) Oracle EBS
4 14 (0.42%) SAP ERP
5 11 (0.33%) SAP MDG
6 8 (0.24%) Oracle Payables
7 7 (0.21%) Oracle Procure-to-Pay
8 6 (0.18%) Dynamics AX
8 6 (0.18%) Oracle BRM
8 6 (0.18%) Oracle Cash Management
8 6 (0.18%) Oracle Receivables
9 5 (0.15%) SAP BPC
9 5 (0.15%) SAP R/3
10 4 (0.12%) Cognos Business Intelligence
10 4 (0.12%) Elite 3E
10 4 (0.12%) Oracle ERP
10 4 (0.12%) Summit
11 3 (0.089%) NetSuite
11 3 (0.089%) SAP Retail
Cloud Services
1 1,163 (34.63%) Azure
2 975 (29.04%) Power Platform
3 827 (24.63%) AWS
4 380 (11.32%) GCP
5 267 (7.95%) Azure Data Factory
5 267 (7.95%) Serverless
6 230 (6.85%) Snowflake
7 183 (5.45%) Azure Synapse Analytics
8 141 (4.20%) SaaS
9 97 (2.89%) GitHub
10 95 (2.83%) Amazon S3
11 82 (2.44%) AWS Lambda
12 80 (2.38%) OpenShift
13 79 (2.35%) Cloud Computing
13 79 (2.35%) PaaS
14 67 (2.00%) Amazon Kinesis
15 58 (1.73%) dbt
16 51 (1.52%) Azure Cosmos DB
17 47 (1.40%) Dynamics 365
18 43 (1.28%) Amazon SQS
Communications & Networking
1 29 (0.86%) Broadband
2 22 (0.66%) HTTP
3 19 (0.57%) Internet
4 16 (0.48%) SSL
5 11 (0.33%) FTP
6 10 (0.30%) Intranet
7 7 (0.21%) DKIM
8 5 (0.15%) Wireless
9 4 (0.12%) 3G
9 4 (0.12%) 4G
9 4 (0.12%) Bluetooth
9 4 (0.12%) Wi-Fi
10 3 (0.089%) Extranet
10 3 (0.089%) Firewall
10 3 (0.089%) PuTTY
10 3 (0.089%) SSH
10 3 (0.089%) WinSCP
11 2 (0.060%) AMQP
11 2 (0.060%) ATM
11 2 (0.060%) DNS
Database & Business Intelligence
1 1,101 (32.79%) Data Warehouse
2 969 (28.86%) Power BI
3 618 (18.40%) SQL Server
4 468 (13.94%) Tableau
5 435 (12.95%) Big Data
6 427 (12.72%) Data Lake
7 378 (11.26%) SQL Server Integration Services
8 329 (9.80%) NoSQL
9 297 (8.84%) Relational Database
10 288 (8.58%) PostgreSQL
11 277 (8.25%) MySQL
12 269 (8.01%) SQL Server Reporting Services
13 257 (7.65%) SQL Server Analysis Services
14 228 (6.79%) Hadoop
15 199 (5.93%) Metadata
16 198 (5.90%) Amazon Redshift
17 157 (4.68%) MongoDB
18 140 (4.17%) Azure SQL Data Warehouse
19 139 (4.14%) BigQuery
20 132 (3.93%) Azure SQL Database
Development Applications
1 192 (5.72%) JIRA
2 182 (5.42%) Git (software)
3 155 (4.62%) Jenkins
4 53 (1.58%) ERwin
5 52 (1.55%) Visual Studio
6 44 (1.31%) GitLab
7 41 (1.22%) Team Foundation Server
8 33 (0.98%) Bitbucket
9 32 (0.95%) TeamCity
10 28 (0.83%) JUnit
11 25 (0.74%) SQL Server Management Studio (SSMS)
12 24 (0.71%) Octopus Deploy
13 21 (0.63%) ER Studio
13 21 (0.63%) Maven
14 20 (0.60%) Mockito
15 19 (0.57%) TestRail
16 14 (0.42%) Atlassian Bamboo
17 13 (0.39%) RStudio
18 12 (0.36%) NUnit
19 11 (0.33%) PowerDesigner
General
1 838 (24.96%) Finance
2 772 (22.99%) Social Skills
3 735 (21.89%) Analytical Skills
4 195 (5.81%) Retail
5 137 (4.08%) Presentation Skills
6 123 (3.66%) Marketing
7 118 (3.51%) Banking
8 111 (3.31%) Public Sector
9 101 (3.01%) Publishing
10 100 (2.98%) Law
11 71 (2.11%) Pharmaceutical
12 66 (1.97%) Games
13 56 (1.67%) Influencing Skills
14 53 (1.58%) Advertising
15 52 (1.55%) Manufacturing
16 46 (1.37%) Inclusion and Diversity
17 45 (1.34%) Billing
17 45 (1.34%) Organisational Skills
18 42 (1.25%) Legal
19 31 (0.92%) Financial Institution
Job Titles
1 649 (19.33%) Analyst
2 642 (19.12%) Developer
3 620 (18.46%) Data Engineer
4 566 (16.86%) Architect
5 406 (12.09%) Data Architect
6 245 (7.30%) Data Analyst
7 225 (6.70%) Business Analyst
8 211 (6.28%) Business Intelligence Developer
9 137 (4.08%) Consultant
10 111 (3.31%) Solutions Architect
11 110 (3.28%) Senior Data Engineer
11 110 (3.28%) Software Engineer
12 93 (2.77%) Azure Engineer
13 86 (2.56%) Administrator
14 82 (2.44%) Business Intelligence Analyst
15 78 (2.32%) SQL Developer
16 77 (2.29%) Data Manager
17 73 (2.17%) Data Scientist
18 70 (2.08%) Analyst Developer
19 64 (1.91%) Senior Developer
Libraries, Frameworks & Software Standards
1 248 (7.39%) .NET
2 230 (6.85%) Kafka
3 205 (6.10%) REST
4 182 (5.42%) React
5 157 (4.68%) Web Services
6 155 (4.62%) Spring
7 152 (4.53%) AngularJS
8 135 (4.02%) XML
9 129 (3.84%) JSON
10 110 (3.28%) HTML
11 103 (3.07%) Spring Boot
12 76 (2.26%) RESTful
13 73 (2.17%) Node.js
14 71 (2.11%) Java EE
15 69 (2.05%) CSS
15 69 (2.05%) PySpark
16 52 (1.55%) Apache Beam
17 51 (1.52%) NumPy
18 49 (1.46%) .NET Core
18 49 (1.46%) Pandas
Miscellaneous
1 257 (7.65%) Management Information System
2 211 (6.28%) Data Structures
3 195 (5.81%) User Experience
4 136 (4.05%) Self-Motivation
5 129 (3.84%) Algorithms
6 83 (2.47%) Life Science
7 77 (2.29%) Virtual Team
8 62 (1.85%) Cloud Native
9 59 (1.76%) Greenfield Project
9 59 (1.76%) Reference Data
10 52 (1.55%) Driving Licence
11 51 (1.52%) Public Cloud
12 38 (1.13%) Analytical Mindset
12 38 (1.13%) SWIFT
13 37 (1.10%) iPhone
13 37 (1.10%) Taxonomies
14 36 (1.07%) Legacy Systems
15 34 (1.01%) Enterprise Software
16 33 (0.98%) Reinsurance
17 32 (0.95%) Data Protection Act
Operating Systems
1 204 (6.08%) Linux
2 172 (5.12%) Unix
3 72 (2.14%) Windows
4 22 (0.66%) Red Hat Enterprise Linux
5 19 (0.57%) Apple iOS
5 19 (0.57%) Mac OS
6 18 (0.54%) Android
7 8 (0.24%) Solaris
7 8 (0.24%) Windows Server
8 4 (0.12%) Embedded Linux
9 1 (0.030%) Windows Server 2008
9 1 (0.030%) Windows Server 2012
Processes & Methodologies
1 1,380 (41.10%) Analytics
2 1,356 (40.38%) Business Intelligence
3 1,184 (35.26%) Agile Software Development
4 989 (29.45%) ETL
5 676 (20.13%) Visualisation
6 614 (18.28%) Problem-Solving
7 551 (16.41%) Data Management
8 548 (16.32%) Data Analysis
9 518 (15.43%) DevOps
10 516 (15.37%) Data Architecture
11 493 (14.68%) Data Science
12 447 (13.31%) Data Engineering
13 441 (13.13%) Data Governance
14 436 (12.98%) Computer Science
15 413 (12.30%) Data Visualisation
16 403 (12.00%) Data Pipeline
17 379 (11.29%) Software Engineering
18 362 (10.78%) Scrum
19 337 (10.04%) Migration
20 322 (9.59%) Machine Learning
Programming Languages
1 1,888 (56.22%) SQL
2 1,007 (29.99%) Python
3 481 (14.32%) Java
4 330 (9.83%) C#
5 309 (9.20%) JavaScript
6 236 (7.03%) T-SQL
7 197 (5.87%) R
8 131 (3.90%) PowerShell
9 124 (3.69%) Scala
10 99 (2.95%) Data Analysis Expressions (DAX)
11 95 (2.83%) TypeScript
12 80 (2.38%) Shell Script
13 78 (2.32%) C++
14 77 (2.29%) C
14 77 (2.29%) PL/SQL
15 70 (2.08%) VB
16 60 (1.79%) Perl
17 39 (1.16%) Java 8
17 39 (1.16%) VBA
18 36 (1.07%) Bash Shell
Qualifications
1 576 (17.15%) Degree
2 152 (4.53%) Computer Science Degree
3 87 (2.59%) Security Cleared
4 61 (1.82%) SC Cleared
5 51 (1.52%) Master's Degree
6 42 (1.25%) Numerate Degree
7 30 (0.89%) Microsoft Certification
8 25 (0.74%) ISEB
9 13 (0.39%) BPSS Clearance
10 11 (0.33%) PhD
11 10 (0.30%) HND
11 10 (0.30%) IIBA
12 8 (0.24%) MCSA
13 7 (0.21%) MCSE
13 7 (0.21%) PMI Certification
14 6 (0.18%) CBAP
14 6 (0.18%) DV Cleared
14 6 (0.18%) HNC
14 6 (0.18%) Six Sigma Black Belt
15 3 (0.089%) AWS Certification
Quality Assurance & Compliance
1 543 (16.17%) Data Quality
2 163 (4.85%) QA
3 135 (4.02%) GDPR
4 34 (1.01%) GRC
5 32 (0.95%) Accessibility
6 20 (0.60%) CDISC
7 12 (0.36%) PMO
8 9 (0.27%) MiFID
9 7 (0.21%) SLA
10 6 (0.18%) ISO/IEC 27001
11 5 (0.15%) WAI
12 4 (0.12%) Actionable Recommendations
12 4 (0.12%) EMIR
12 4 (0.12%) PCI DSS
13 3 (0.089%) Solvency II
14 2 (0.060%) COBIT
14 2 (0.060%) IFRS
14 2 (0.060%) ISO 20022
14 2 (0.060%) ISO 8583
15 1 (0.030%) SEPA
System Software
1 225 (6.70%) Docker
2 28 (0.83%) HDFS
3 22 (0.66%) Apache ZooKeeper
4 21 (0.63%) ISA Server
5 11 (0.33%) Active Directory
6 4 (0.12%) Apache Flume
6 4 (0.12%) Firmware
7 3 (0.089%) VirtualBox
8 2 (0.060%) Hyper-V
8 2 (0.060%) Virtual Machines
8 2 (0.060%) VMware Infrastructure
9 1 (0.030%) Microsoft App-V
9 1 (0.030%) VMware ESXi
9 1 (0.030%) vSphere
9 1 (0.030%) Xen
Systems Management
1 243 (7.24%) Kubernetes
2 123 (3.66%) Ansible
3 53 (1.58%) Terraform
4 25 (0.74%) Prometheus
5 19 (0.57%) Grafana
6 12 (0.36%) Oozie
7 11 (0.33%) HP Quality Center
7 11 (0.33%) Mesos
8 7 (0.21%) Hadoop YARN
9 6 (0.18%) Single Sign-On
10 5 (0.15%) Istio
10 5 (0.15%) Opscode Chef
11 4 (0.12%) HP Fortify
11 4 (0.12%) Rancher
11 4 (0.12%) Rsyslog
11 4 (0.12%) Salt
12 3 (0.089%) Ambari
12 3 (0.089%) Docker Swarm
12 3 (0.089%) Kibana
12 3 (0.089%) linkerd
Vendors
1 703 (20.94%) Microsoft
2 349 (10.39%) Oracle
3 291 (8.67%) Databricks
4 206 (6.13%) Google
5 170 (5.06%) Informatica
5 170 (5.06%) SAP
6 117 (3.48%) Salesforce.com
7 96 (2.86%) Alteryx
8 93 (2.77%) Red Hat
9 71 (2.11%) Talend
10 64 (1.91%) IBM
11 52 (1.55%) Splunk
12 37 (1.10%) Cognos
13 35 (1.04%) LexisNexis
14 31 (0.92%) Cloudera
15 28 (0.83%) ServiceNow
16 25 (0.74%) Teradata
17 23 (0.68%) Cognizant
17 23 (0.68%) Hortonworks
17 23 (0.68%) MicroStrategy