Job Vacancy Trend Salary Trend Salary Histogram Skill Sets
Period
to

The table below provides summary statistics for permanent job vacancies with an option to work from home (WFH) and 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 19 August 2022 with a comparison to the same period in the previous 2 years.

Data Modelling
UK > Work from Home
6 months to
19 Aug 2022		 Same period 2021 Same period 2020
Rank 124 141 129
Rank change year-on-year +17 -12 +31
Permanent jobs citing Data Modelling 2,366 1,056 213
As % of all permanent jobs with a WFH option 3.17% 2.54% 2.42%
As % of the Processes & Methodologies category 3.28% 2.66% 2.61%
Number of salaries quoted 1,293 793 199
10th Percentile £42,500 £37,500 £39,000
25th Percentile £52,500 £46,250 £48,750
Median annual salary (50th Percentile) £70,000 £60,000 £60,000
Median % change year-on-year +16.67% - +14.29%
75th Percentile £87,500 £75,250 £73,750
90th Percentile £97,500 £90,250 £82,750
UK median annual salary £65,000 £60,000 £60,000
% change year-on-year +8.33% - -

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 WFH option and a requirement for process or methodology skills.

All Process and Methodology Skills
Work from Home
Permanent vacancies with a requirement for process or methodology skills 72,178 39,656 8,149
As % of all permanent jobs with a WFH option 96.85% 95.56% 92.71%
Number of salaries quoted 42,953 29,747 7,050
10th Percentile £36,750 £35,000 £34,000
25th Percentile £46,250 £42,500 £42,500
Median annual salary (50th Percentile) £60,189 £55,000 £55,000
Median % change year-on-year +9.43% - -
75th Percentile £80,000 £75,000 £73,750
90th Percentile £95,000 £90,000 £85,000
UK median annual salary £60,000 £55,000 £55,000
% change year-on-year +9.09% - +4.76%

Data Modelling
Trend for Jobs with a WFH Option

Job vacancies with a work from home option citing Data Modelling as a proportion of all IT jobs advertised.

Data Modelling trend for jobs with a WFH option

Data Modelling
Salary Trend for Jobs with a WFH Option

3-month moving average salary quoted in job vacancies with a work from home option citing Data Modelling.

Data Modelling salary trend for jobs with a WFH option

Data Modelling
Salary Histogram for Jobs with a WFH Option

Salary distribution for jobs with a work from home option citing Data Modelling over the 6 months to 19 August 2022.

Data Modelling salary histogram for jobs with a WFH option

For the 6 months to 19 August 2022, Data Modelling job roles required the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent jobs with a WFH option and a requirement for Data Modelling.

1 1,265 (53.47%) SQL
2 874 (36.94%) Business Intelligence
3 869 (36.73%) Python
4 843 (35.63%) ETL
5 841 (35.55%) Agile
6 834 (35.25%) Data Warehouse
6 834 (35.25%) Analytics
7 792 (33.47%) Azure
8 757 (31.99%) AWS
9 631 (26.67%) Finance
10 627 (26.50%) Social Skills
11 535 (22.61%) Power Platform
12 534 (22.57%) Analytical Skills
13 513 (21.68%) Power BI
14 511 (21.60%) Data Engineering
15 499 (21.09%) Problem-Solving
16 490 (20.71%) Data Science
17 474 (20.03%) Visualisation
18 451 (19.06%) SQL Server
19 443 (18.72%) Data Pipeline
20 393 (16.61%) Data Analysis
21 386 (16.31%) Microsoft
22 381 (16.10%) Data Lake
23 376 (15.89%) Data Quality
24 369 (15.60%) Data Integration
24 369 (15.60%) CI/CD
25 358 (15.13%) Data Management
26 323 (13.65%) Data Architecture
27 321 (13.57%) GCP
28 318 (13.44%) Big Data

Data Modelling
Co-occurring IT Skills with a WFH Option 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
1 200 (8.45%) Apache Spark
2 151 (6.38%) Apache Airflow
3 91 (3.85%) Apache
4 66 (2.79%) Confluence
5 29 (1.23%) SharePoint
6 26 (1.10%) Jupyter
7 23 (0.97%) SAS
8 14 (0.59%) Luigi
9 11 (0.46%) CMS
10 10 (0.42%) IIS
10 10 (0.42%) Tomcat
11 6 (0.25%) Apache Pig
12 5 (0.21%) Ethereum
12 5 (0.21%) FileNet
13 2 (0.085%) Apache Solr
13 2 (0.085%) BizTalk Server
13 2 (0.085%) IBM Domino
13 2 (0.085%) Oracle Workflow
14 1 (0.042%) MQSeries
14 1 (0.042%) nginx
Applications
1 134 (5.66%) Microsoft Excel
2 41 (1.73%) Microsoft Office
3 36 (1.52%) MS Visio
4 19 (0.80%) Spreadsheet
5 13 (0.55%) Microsoft PowerPoint
6 9 (0.38%) Microsoft Project
7 1 (0.042%) Chatbot
7 1 (0.042%) InVision
7 1 (0.042%) Sketch
7 1 (0.042%) Stata
Business Applications
1 23 (0.97%) Dynamics CRM
2 20 (0.85%) Shopify
3 12 (0.51%) Dynamics NAV
4 11 (0.46%) Loan IQ
5 9 (0.38%) Oracle Financials
6 6 (0.25%) Avolution ABACUS
6 6 (0.25%) NetSuite
7 4 (0.17%) Magento
7 4 (0.17%) Payment Gateway
7 4 (0.17%) SAP MDM
7 4 (0.17%) SAP S/4HANA
8 3 (0.13%) Dynamics AX
8 3 (0.13%) Sparx Enterprise Architect
9 2 (0.085%) Adobe Campaign
9 2 (0.085%) Infor M3
9 2 (0.085%) Visualfiles
10 1 (0.042%) Cerner Millennium
10 1 (0.042%) Oracle EBS
10 1 (0.042%) R3 Corda
10 1 (0.042%) Salesforce.com CRM
Cloud Services
1 792 (33.47%) Azure
2 757 (31.99%) AWS
3 535 (22.61%) Power Platform
4 321 (13.57%) GCP
5 217 (9.17%) Snowflake
6 186 (7.86%) Serverless
7 159 (6.72%) Azure Data Factory
8 113 (4.78%) Azure Synapse Analytics
9 110 (4.65%) Matillion
9 110 (4.65%) SaaS
10 107 (4.52%) Azure DevOps
11 96 (4.06%) dbt
12 84 (3.55%) GitHub
13 79 (3.34%) Azure Cosmos DB
13 79 (3.34%) PaaS
14 77 (3.25%) Amazon S3
15 73 (3.09%) AWS Lambda
16 47 (1.99%) Amazon ECS
17 46 (1.94%) Google Data Studio
18 45 (1.90%) Cloud Computing
Communications & Networking
1 26 (1.10%) Internet
2 20 (0.85%) HTTP
3 12 (0.51%) Extranet
3 12 (0.51%) Intranet
4 11 (0.46%) Firewall
5 10 (0.42%) SD-WAN
5 10 (0.42%) WAN
6 8 (0.34%) LAN
6 8 (0.34%) Wireless
6 8 (0.34%) WLAN
7 7 (0.30%) Broadband
8 4 (0.17%) FTP
8 4 (0.17%) Network Security
9 3 (0.13%) AMQP
9 3 (0.13%) DNS
9 3 (0.13%) WebEx
9 3 (0.13%) Wi-Fi
10 2 (0.085%) 5G
10 2 (0.085%) Kerberos
11 1 (0.042%) VPN
Database & Business Intelligence
1 834 (35.25%) Data Warehouse
2 513 (21.68%) Power BI
3 451 (19.06%) SQL Server
4 381 (16.10%) Data Lake
5 318 (13.44%) Big Data
6 275 (11.62%) Metadata
7 258 (10.90%) SQL Server Integration Services
8 245 (10.36%) Tableau
9 237 (10.02%) Relational Database
10 189 (7.99%) PostgreSQL
11 173 (7.31%) NoSQL
12 139 (5.87%) SQL Server Reporting Services
13 137 (5.79%) Amazon Redshift
14 132 (5.58%) Looker
15 101 (4.27%) BigQuery
16 98 (4.14%) MySQL
17 87 (3.68%) SQL Server Analysis Services
18 83 (3.51%) Elasticsearch
18 83 (3.51%) Star Schema
19 80 (3.38%) Hadoop
Development Applications
1 166 (7.02%) JIRA
2 115 (4.86%) Git (software)
3 102 (4.31%) GitLab
4 53 (2.24%) SQL Server Management Studio (SSMS)
5 47 (1.99%) Visual Studio
6 46 (1.94%) ERwin
7 45 (1.90%) Jenkins
8 27 (1.14%) CircleCI
9 22 (0.93%) ER Studio
10 20 (0.85%) Bitbucket
10 20 (0.85%) Postman
11 16 (0.68%) Jasmine
12 15 (0.63%) Karma Test Runner
13 13 (0.55%) Atlassian Bamboo
14 11 (0.46%) PowerDesigner
15 10 (0.42%) Selenium
15 10 (0.42%) Subversion
16 9 (0.38%) Mercurial
17 8 (0.34%) webpack
18 7 (0.30%) Mocha
General
1 631 (26.67%) Finance
2 627 (26.50%) Social Skills
3 534 (22.57%) Analytical Skills
4 231 (9.76%) Marketing
5 180 (7.61%) Banking
6 175 (7.40%) Retail
7 91 (3.85%) Inclusion and Diversity
8 79 (3.34%) Advertising
9 66 (2.79%) Influencing Skills
10 64 (2.70%) Games
11 63 (2.66%) Legal
12 61 (2.58%) Presentation Skills
13 48 (2.03%) Law
14 33 (1.39%) Publishing
15 31 (1.31%) Telecoms
16 30 (1.27%) Front Office
17 27 (1.14%) Organisational Skills
17 27 (1.14%) Pharmaceutical
17 27 (1.14%) Public Sector
18 23 (0.97%) Manufacturing
Job Titles
1 717 (30.30%) Data Engineer
2 416 (17.58%) Developer
3 329 (13.91%) Analyst
4 287 (12.13%) Architect
5 197 (8.33%) Data Architect
6 188 (7.95%) Senior Data Engineer
7 157 (6.64%) Business Intelligence Developer
8 128 (5.41%) Business Analyst
9 125 (5.28%) Data Analyst
9 125 (5.28%) Software Engineer
10 93 (3.93%) Senior Developer
11 67 (2.83%) Consultant
12 64 (2.70%) Senior Software Engineer
13 57 (2.41%) Solutions Architect
14 54 (2.28%) Data Manager
14 54 (2.28%) Junior
15 49 (2.07%) SQL Developer
16 48 (2.03%) Azure Developer
17 43 (1.82%) Business Intelligence Analyst
17 43 (1.82%) Data Consultant
Libraries, Frameworks & Software Standards
1 116 (4.90%) React
2 109 (4.61%) XML
3 101 (4.27%) .NET
4 94 (3.97%) REST
5 90 (3.80%) JSON
6 89 (3.76%) Kafka
7 86 (3.63%) Node.js
8 78 (3.30%) HTML
9 77 (3.25%) GraphQL
10 68 (2.87%) Pandas
11 57 (2.41%) NumPy
12 48 (2.03%) PySpark
13 45 (1.90%) AngularJS
13 45 (1.90%) Django
14 44 (1.86%) CSS
15 40 (1.69%) Vue.js
16 33 (1.39%) MDX
16 33 (1.39%) Spring
17 32 (1.35%) Web Services
18 29 (1.23%) JNI
Miscellaneous
1 168 (7.10%) Data Structures
2 140 (5.92%) Self-Motivation
3 135 (5.71%) Algorithms
4 100 (4.23%) Management Information System
5 84 (3.55%) Cloud Native
6 81 (3.42%) Public Cloud
7 80 (3.38%) User Experience
8 69 (2.92%) Reference Data
8 69 (2.92%) Virtual Team
9 51 (2.16%) Legacy Systems
10 38 (1.61%) Greenfield Project
11 33 (1.39%) Hackathon
12 32 (1.35%) Enterprise Software
13 30 (1.27%) NHS
14 26 (1.10%) Cyber Defence
15 23 (0.97%) Mobile App
16 21 (0.89%) SWIFT
16 21 (0.89%) Taxonomies
17 20 (0.85%) Housing Association
17 20 (0.85%) Hybrid Cloud
Operating Systems
1 134 (5.66%) Linux
2 80 (3.38%) Windows
3 43 (1.82%) Android
4 30 (1.27%) Unix
5 6 (0.25%) Apple iOS
6 3 (0.13%) Solaris
7 2 (0.085%) Angstrom
8 1 (0.042%) CentOS
8 1 (0.042%) HPUX
8 1 (0.042%) Red Hat Enterprise Linux
8 1 (0.042%) Windows 10
8 1 (0.042%) Windows Server
8 1 (0.042%) Windows Server 2019
Processes & Methodologies
1 874 (36.94%) Business Intelligence
2 843 (35.63%) ETL
3 841 (35.55%) Agile
4 834 (35.25%) Analytics
5 511 (21.60%) Data Engineering
6 499 (21.09%) Problem-Solving
7 490 (20.71%) Data Science
8 474 (20.03%) Visualisation
9 443 (18.72%) Data Pipeline
10 393 (16.61%) Data Analysis
11 369 (15.60%) CI/CD
11 369 (15.60%) Data Integration
12 358 (15.13%) Data Management
13 323 (13.65%) Data Architecture
14 314 (13.27%) DevOps
15 309 (13.06%) Software Engineering
16 283 (11.96%) Machine Learning
17 262 (11.07%) Data Analytics
18 243 (10.27%) Decision-Making
19 240 (10.14%) Data Visualisation
Programming Languages
1 1,265 (53.47%) SQL
2 869 (36.73%) Python
3 195 (8.24%) Java
4 163 (6.89%) R
5 154 (6.51%) T-SQL
6 143 (6.04%) TypeScript
7 133 (5.62%) C#
8 125 (5.28%) JavaScript
9 84 (3.55%) Scala
10 66 (2.79%) Data Analysis Expressions (DAX)
11 61 (2.58%) Kotlin
12 51 (2.16%) PowerShell
13 47 (1.99%) PL/SQL
14 46 (1.94%) C++
15 44 (1.86%) Go
16 37 (1.56%) Ruby
17 31 (1.31%) C
18 22 (0.93%) Bash
19 20 (0.85%) PHP
20 19 (0.80%) Shell Script
Qualifications
1 275 (11.62%) Degree
2 78 (3.30%) Computer Science Degree
3 40 (1.69%) Security Cleared
4 39 (1.65%) Master's Degree
5 32 (1.35%) SC Cleared
6 30 (1.27%) Numerate Degree
7 23 (0.97%) TOGAF Certification
8 18 (0.76%) PMI Certification
9 17 (0.72%) AWS Certification
10 14 (0.59%) Azure Certification
11 13 (0.55%) AWS Certified Solutions Architect
12 11 (0.46%) AWS Certified Developer
13 9 (0.38%) Microsoft Certification
14 7 (0.30%) BPSS Clearance
15 6 (0.25%) DBS Check
15 6 (0.25%) MCSD
15 6 (0.25%) MCSE
16 3 (0.13%) HND
16 3 (0.13%) PhD
16 3 (0.13%) PMP
Quality Assurance & Compliance
1 376 (15.89%) Data Quality
2 84 (3.55%) QA
3 42 (1.78%) GDPR
4 26 (1.10%) Accessibility
5 20 (0.85%) Actionable Recommendations
6 9 (0.38%) ISO/IEC 27001
6 9 (0.38%) Sarbanes-Oxley
7 5 (0.21%) PMO
8 3 (0.13%) GxP
8 3 (0.13%) SLA
9 2 (0.085%) GRC
9 2 (0.085%) HL7
9 2 (0.085%) ISO 15022
10 1 (0.042%) IFRS
System Software
1 144 (6.09%) Docker
2 6 (0.25%) Apache Flume
3 4 (0.17%) HDFS
4 3 (0.13%) Active Directory
5 2 (0.085%) Oracle Clusterware
5 2 (0.085%) Oracle RAC
5 2 (0.085%) Virtual Machines
6 1 (0.042%) Hyper-V
6 1 (0.042%) Microsoft App-V
6 1 (0.042%) VMware Infrastructure
Systems Management
1 129 (5.45%) Kubernetes
2 81 (3.42%) Terraform
3 31 (1.31%) Ansible
4 17 (0.72%) Grafana
5 6 (0.25%) Control-M
5 6 (0.25%) Packer
6 5 (0.21%) SCCM
7 4 (0.17%) Kibana
7 4 (0.17%) Panaseer
7 4 (0.17%) SCOM
8 3 (0.13%) Single Sign-On
9 2 (0.085%) Data Guard
9 2 (0.085%) NetBackup
9 2 (0.085%) Oozie
9 2 (0.085%) Opscode Chef
9 2 (0.085%) Oracle RMAN
9 2 (0.085%) Oracle ZFS
9 2 (0.085%) Puppet
10 1 (0.042%) Microsoft Intune
10 1 (0.042%) Symantec Endpoint Protection
Vendors
1 386 (16.31%) Microsoft
2 186 (7.86%) Oracle
3 174 (7.35%) Google
4 144 (6.09%) Informatica
5 143 (6.04%) Databricks
6 88 (3.72%) Talend
7 77 (3.25%) Salesforce.com
8 50 (2.11%) Teradata
9 49 (2.07%) SAP
10 47 (1.99%) Cognos
11 34 (1.44%) Funding Circle
12 31 (1.31%) Alteryx
13 29 (1.23%) IBM
14 25 (1.06%) Apple
14 25 (1.06%) Remedy
15 21 (0.89%) Ab Initio
16 20 (0.85%) ServiceNow
17 19 (0.80%) Netezza
18 17 (0.72%) Cadence
18 17 (0.72%) Facebook