Period
to 15 May 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 15 May 2021 with a comparison to the same period in the previous 2 years.

Data Modelling
UK > England
6 months to
15 May 2021
Same period 2020 Same period 2019
Rank 151 141 156
Rank change year-on-year -10 +15 +20
Permanent jobs citing Data Modelling 1,802 2,185 3,074
As % of all permanent jobs advertised in England 2.24% 2.46% 2.30%
As % of the Processes & Methodologies category 2.41% 2.66% 2.49%
Number of salaries quoted 1,410 1,749 2,335
10th Percentile £37,500 £41,000 £38,850
25th Percentile £45,000 £47,500 £46,250
Median annual salary (50th Percentile) £57,500 £62,500 £62,500
Median % change year-on-year -8.00% - +10.15%
75th Percentile £76,250 £78,750 £82,500
90th Percentile £90,000 £92,500 £93,750
UK median annual salary £57,500 £60,000 £62,500
% change year-on-year -4.17% -4.00% +13.64%

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 74,725 82,102 123,684
As % of all permanent IT jobs advertised in England 92.95% 92.42% 92.36%
Number of salaries quoted 56,476 66,521 98,825
10th Percentile £32,500 £31,250 £30,000
25th Percentile £42,000 £41,250 £38,000
Median annual salary (50th Percentile) £55,000 £55,000 £52,500
Median % change year-on-year - +4.76% +5.00%
75th Percentile £75,000 £75,000 £71,250
90th Percentile £92,500 £90,000 £86,250
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 15 May 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 15 May 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 -19 878 £67,500 -3.57% 173
North of England -16 237 £50,000 - 55
South East -34 225 £52,500 -12.50% 42
Midlands -3 170 £55,000 +7.84% 38
South West +21 159 £48,538 +2.72% 6
West Midlands +2 125 £57,500 +12.75% 23
Yorkshire +14 112 £52,500 +19.32% 21
North West -25 97 £53,750 +2.38% 27
East of England -15 80 £45,000 -32.08% 8
East Midlands +9 45 £52,500 +5.00% 15
North East -4 28 £41,695 -23.73% 7
Data Modelling
UK

For the 6 months to 15 May 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 1,026 (56.94%) SQL
2 795 (44.12%) Business Intelligence
3 668 (37.07%) Data Warehouse
4 645 (35.79%) Analytics
5 627 (34.79%) Azure
6 587 (32.57%) Agile Software Development
7 560 (31.08%) ETL
8 526 (29.19%) Python
9 517 (28.69%) Power Platform
10 500 (27.75%) Power BI
11 429 (23.81%) Social Skills
12 399 (22.14%) Finance
12 399 (22.14%) AWS
13 392 (21.75%) SQL Server
14 368 (20.42%) Visualisation
15 333 (18.48%) Analytical Skills
16 319 (17.70%) Microsoft
17 285 (15.82%) Data Analysis
18 279 (15.48%) Data Architecture
19 256 (14.21%) Data Management
20 255 (14.15%) Data Science
21 252 (13.98%) Problem-Solving
22 246 (13.65%) DevOps
23 236 (13.10%) Data Quality
24 235 (13.04%) Big Data
25 233 (12.93%) Data Lake
26 230 (12.76%) Azure Data Factory
27 228 (12.65%) SQL Server Integration Services
28 224 (12.43%) Degree
28 224 (12.43%) Tableau

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
1 126 (6.99%) Apache Spark
2 58 (3.22%) Apache
3 44 (2.44%) Apache Airflow
4 42 (2.33%) Confluence
5 30 (1.66%) SharePoint
6 21 (1.17%) SAS
7 19 (1.05%) Elasticsearch
8 5 (0.28%) Apache Pig
8 5 (0.28%) Apache Synapse
8 5 (0.28%) Jupyter
9 4 (0.22%) WebSphere
10 3 (0.17%) Mule
10 3 (0.17%) Mule ESB
10 3 (0.17%) Tomcat
11 2 (0.11%) Appian
11 2 (0.11%) ArcGIS
11 2 (0.11%) IIS
11 2 (0.11%) JBoss
11 2 (0.11%) Red Hat Fuse
11 2 (0.11%) SugarCRM
Applications
1 110 (6.10%) Microsoft Excel
2 41 (2.28%) Microsoft Office
3 22 (1.22%) Spreadsheet
4 21 (1.17%) MS Visio
5 18 (1.00%) Microsoft PowerPoint
6 15 (0.83%) Microsoft Project
7 4 (0.22%) Gliffy
8 1 (0.055%) SPSS
Business Applications
1 19 (1.05%) Dynamics CRM
2 14 (0.78%) Oracle Applications
3 10 (0.55%) SAP ERP
4 8 (0.44%) Sparx Enterprise Architect
5 5 (0.28%) Salesforce.com CRM
6 4 (0.22%) Dynamics NAV
6 4 (0.22%) SAP S/4HANA
7 3 (0.17%) Oracle Payroll
7 3 (0.17%) R3 Corda
8 2 (0.11%) Cerner Millennium
8 2 (0.11%) Distributed Ledger
8 2 (0.11%) Magento
8 2 (0.11%) SAP BPC
9 1 (0.055%) Dynamics AX
9 1 (0.055%) Elite 3E
9 1 (0.055%) FastStats
9 1 (0.055%) Oracle Procure-to-Pay
9 1 (0.055%) Oracle Retail
9 1 (0.055%) Sentinel
9 1 (0.055%) Shopify
Cloud Services
1 627 (34.79%) Azure
2 517 (28.69%) Power Platform
3 399 (22.14%) AWS
4 230 (12.76%) Azure Data Factory
5 136 (7.55%) GCP
6 123 (6.83%) Azure Synapse Analytics
7 72 (4.00%) SaaS
7 72 (4.00%) Serverless
8 70 (3.88%) Amazon S3
9 38 (2.11%) GitHub
10 31 (1.72%) AWS Lambda
10 31 (1.72%) Cloud Computing
10 31 (1.72%) Microsoft 365
11 29 (1.61%) PaaS
12 24 (1.33%) IaaS
13 21 (1.17%) Amazon SQS
13 21 (1.17%) Azure Stack
14 20 (1.11%) Azure Machine Learning
15 18 (1.00%) Azure Cosmos DB
16 16 (0.89%) Azure Functions
Communications & Networking
1 14 (0.78%) Internet
2 12 (0.67%) FTP
3 10 (0.55%) AMQP
4 7 (0.39%) Firewall
4 7 (0.39%) SSH
5 6 (0.33%) Extranet
5 6 (0.33%) Intranet
6 3 (0.17%) Broadband
7 2 (0.11%) DNS
7 2 (0.11%) HTTP
7 2 (0.11%) MQTT
7 2 (0.11%) Skype
8 1 (0.055%) ATM
8 1 (0.055%) CTI
8 1 (0.055%) LAN
8 1 (0.055%) TCP/IP
8 1 (0.055%) WAN
8 1 (0.055%) Wireless
Database & Business Intelligence
1 668 (37.07%) Data Warehouse
2 500 (27.75%) Power BI
3 392 (21.75%) SQL Server
4 235 (13.04%) Big Data
5 233 (12.93%) Data Lake
6 228 (12.65%) SQL Server Integration Services
7 224 (12.43%) Tableau
8 192 (10.65%) SQL Server Reporting Services
9 179 (9.93%) Relational Database
10 167 (9.27%) SQL Server Analysis Services
11 158 (8.77%) NoSQL
12 126 (6.99%) Snowflake Schema
13 116 (6.44%) PostgreSQL
14 105 (5.83%) Data Mining
15 99 (5.49%) MySQL
16 94 (5.22%) Hadoop
17 91 (5.05%) Azure SQL Database
18 89 (4.94%) Amazon Redshift
19 68 (3.77%) Azure SQL Data Warehouse
19 68 (3.77%) Looker
Development Applications
1 117 (6.49%) Git (software)
2 95 (5.27%) JIRA
3 41 (2.28%) Jenkins
4 28 (1.55%) ERwin
5 20 (1.11%) Visual Studio
6 19 (1.05%) Bitbucket
6 19 (1.05%) IntelliJ
7 18 (1.00%) TeamCity
8 17 (0.94%) ER Studio
8 17 (0.94%) Team Foundation Server
9 15 (0.83%) Flyway
10 14 (0.78%) gulp
10 14 (0.78%) JUnit
11 13 (0.72%) Subversion
12 12 (0.67%) GitLab
12 12 (0.67%) Octopus Deploy
13 9 (0.50%) PowerDesigner
14 8 (0.44%) Atlassian Bamboo
14 8 (0.44%) Grunt
14 8 (0.44%) Maven
General
1 429 (23.81%) Social Skills
2 399 (22.14%) Finance
3 333 (18.48%) Analytical Skills
4 106 (5.88%) Marketing
5 79 (4.38%) Public Sector
6 76 (4.22%) Retail
7 61 (3.39%) Banking
8 52 (2.89%) Presentation Skills
9 43 (2.39%) Advertising
10 38 (2.11%) Games
11 30 (1.66%) Law
12 28 (1.55%) Manufacturing
12 28 (1.55%) Telecoms
13 27 (1.50%) Pharmaceutical
14 18 (1.00%) Billing
14 18 (1.00%) Financial Institution
14 18 (1.00%) Publishing
15 15 (0.83%) Influencing Skills
16 14 (0.78%) Legal
17 12 (0.67%) Documentation Skills
Job Titles
1 373 (20.70%) Developer
2 347 (19.26%) Data Engineer
3 308 (17.09%) Architect
4 300 (16.65%) Analyst
5 234 (12.99%) Data Architect
6 129 (7.16%) Business Intelligence Developer
7 113 (6.27%) Data Analyst
8 88 (4.88%) Business Analyst
9 82 (4.55%) Azure Engineer
10 81 (4.50%) Consultant
11 70 (3.88%) Business Intelligence Analyst
12 65 (3.61%) Senior Data Engineer
13 62 (3.44%) Software Engineer
14 58 (3.22%) Solutions Architect
15 57 (3.16%) Data Scientist
16 52 (2.89%) Azure Architect
17 50 (2.77%) Power BI Developer
18 46 (2.55%) SQL Developer
19 40 (2.22%) SQL Analyst
20 38 (2.11%) AWS Engineer
Libraries, Frameworks & Software Standards
1 121 (6.71%) .NET
2 90 (4.99%) REST
3 79 (4.38%) Kafka
4 71 (3.94%) HTML
5 67 (3.72%) Web Services
6 62 (3.44%) CSS
7 52 (2.89%) Node.js
8 51 (2.83%) Spring
8 51 (2.83%) XML
9 48 (2.66%) Spring Boot
10 43 (2.39%) JSON
11 38 (2.11%) React
12 36 (2.00%) RESTful
13 33 (1.83%) PySpark
14 25 (1.39%) .NET Framework
15 24 (1.33%) AngularJS
15 24 (1.33%) SOAP
16 23 (1.28%) .NET Core
17 22 (1.22%) Pandas
17 22 (1.22%) Vue.js
Miscellaneous
1 107 (5.94%) Data Structures
2 99 (5.49%) Management Information System
3 51 (2.83%) User Experience
4 46 (2.55%) Algorithms
4 46 (2.55%) Life Science
5 40 (2.22%) Self-Motivation
6 39 (2.16%) Reference Data
7 34 (1.89%) Greenfield Project
8 25 (1.39%) NHS
9 23 (1.28%) Cloud Native
10 22 (1.22%) Enterprise Software
10 22 (1.22%) Hedge funds
11 20 (1.11%) Analytical Mindset
11 20 (1.11%) Reinsurance
11 20 (1.11%) Taxonomies
12 19 (1.05%) N-Tier
13 14 (0.78%) Private Cloud
13 14 (0.78%) Virtual Team
14 12 (0.67%) Linux Command Line
14 12 (0.67%) Public Cloud
Operating Systems
1 75 (4.16%) Linux
2 47 (2.61%) Windows
3 35 (1.94%) Unix
4 9 (0.50%) Ubuntu
5 7 (0.39%) Debian
6 4 (0.22%) Windows Server
7 2 (0.11%) Android
7 2 (0.11%) Apple iOS
8 1 (0.055%) AIX
8 1 (0.055%) HPUX
8 1 (0.055%) Windows 10
8 1 (0.055%) Windows Server 2012
Processes & Methodologies
1 795 (44.12%) Business Intelligence
2 645 (35.79%) Analytics
3 587 (32.57%) Agile Software Development
4 560 (31.08%) ETL
5 368 (20.42%) Visualisation
6 285 (15.82%) Data Analysis
7 279 (15.48%) Data Architecture
8 256 (14.21%) Data Management
9 255 (14.15%) Data Science
10 252 (13.98%) Problem-Solving
11 246 (13.65%) DevOps
12 202 (11.21%) Data Engineering
13 197 (10.93%) Data Visualisation
14 186 (10.32%) Data Governance
15 176 (9.77%) Machine Learning
16 171 (9.49%) Scrum
17 161 (8.93%) Migration
18 156 (8.66%) Data Analytics
19 155 (8.60%) Computer Science
19 155 (8.60%) Data Strategy
Programming Languages
1 1,026 (56.94%) SQL
2 526 (29.19%) Python
3 203 (11.27%) Java
4 173 (9.60%) R
5 140 (7.77%) T-SQL
6 138 (7.66%) C#
6 138 (7.66%) JavaScript
7 53 (2.94%) Scala
8 48 (2.66%) Data Analysis Expressions (DAX)
8 48 (2.66%) PowerShell
9 45 (2.50%) PL/SQL
10 41 (2.28%) TypeScript
11 27 (1.50%) C++
12 26 (1.44%) C
13 22 (1.22%) PHP
14 16 (0.89%) Java 8
15 15 (0.83%) Go
16 14 (0.78%) Apex Code
16 14 (0.78%) VB
17 13 (0.72%) Bash Shell
Qualifications
1 224 (12.43%) Degree
2 77 (4.27%) Security Cleared
3 61 (3.39%) SC Cleared
4 40 (2.22%) Computer Science Degree
5 19 (1.05%) Numerate Degree
6 17 (0.94%) Master's Degree
7 14 (0.78%) DV Cleared
8 13 (0.72%) PhD
9 7 (0.39%) HND
10 6 (0.33%) ISEB
11 5 (0.28%) BPSS Clearance
12 4 (0.22%) ACCA
12 4 (0.22%) CEH
12 4 (0.22%) CIMA
12 4 (0.22%) CISM
12 4 (0.22%) CISSP
12 4 (0.22%) CompTIA Security+
12 4 (0.22%) DBS Check
12 4 (0.22%) GSEC
12 4 (0.22%) Microsoft Certification
Quality Assurance & Compliance
1 236 (13.10%) Data Quality
2 76 (4.22%) QA
3 54 (3.00%) GDPR
4 14 (0.78%) Actionable Recommendations
5 12 (0.67%) CDISC
6 11 (0.61%) NIST
7 10 (0.55%) PMO
8 8 (0.44%) WCAG
9 5 (0.28%) WAI
10 4 (0.22%) ISO/IEC 27001
10 4 (0.22%) Sarbanes-Oxley
11 3 (0.17%) NCSC
12 2 (0.11%) Dodd-Frank
12 2 (0.11%) EMIR
12 2 (0.11%) Government Security Classifications
12 2 (0.11%) HL7
12 2 (0.11%) ISO 20022
12 2 (0.11%) MiFID
12 2 (0.11%) SLA
13 1 (0.055%) COBIT
System Software
1 139 (7.71%) Docker
2 17 (0.94%) Active Directory
3 16 (0.89%) HDFS
4 6 (0.33%) Apache Flume
4 6 (0.33%) ISA Server
5 5 (0.28%) Virtual Machines
6 2 (0.11%) VirtualBox
7 1 (0.055%) Apache ZooKeeper
Systems Management
1 110 (6.10%) Kubernetes
2 59 (3.27%) Terraform
3 16 (0.89%) Ansible
4 6 (0.33%) Grafana
4 6 (0.33%) Hadoop YARN
4 6 (0.33%) HP Quality Center
5 4 (0.22%) Ambari
5 4 (0.22%) QRadar
6 3 (0.17%) Argo
6 3 (0.17%) Prometheus
6 3 (0.17%) Puppet
6 3 (0.17%) SCCM
7 2 (0.11%) Docker Swarm
7 2 (0.11%) Failover Clustering
7 2 (0.11%) Mesos
7 2 (0.11%) Oozie
7 2 (0.11%) Opscode Chef
7 2 (0.11%) Single Sign-On
7 2 (0.11%) ZABBIX
Vendors
1 319 (17.70%) Microsoft
2 169 (9.38%) Databricks
3 158 (8.77%) Oracle
4 115 (6.38%) Salesforce.com
5 103 (5.72%) SAP
6 93 (5.16%) Google
7 69 (3.83%) Informatica
8 59 (3.27%) Alteryx
9 28 (1.55%) Talend
10 27 (1.50%) Splunk
11 23 (1.28%) IBM
12 19 (1.05%) Cognos
13 17 (0.94%) MuleSoft
14 15 (0.83%) TIBCO
15 14 (0.78%) Teradata
16 12 (0.67%) MicroStrategy
17 11 (0.61%) Ab Initio
17 11 (0.61%) Cloudera
17 11 (0.61%) Facebook
18 10 (0.55%) Atlassian