Period
to 28 January 2022

The following table provides summary statistics for contract job vacancies advertised in London with a requirement for Data Modelling skills. Included is a benchmarking guide to the contractor rates offered in vacancies that have cited Data Modelling over the 6 months to 28 January 2022 with a comparison to the same period in the previous 2 years.

Note that daily and hourly rates are treated separately in these statistics. When calculating contractor rate percentiles, daily rates are never derived from quoted hourly rates or vice versa.

Data Modelling
England > London
6 months to
28 Jan 2022
Same period 2021 Same period 2020
Rank 60 54 72
Rank change year-on-year -6 +18 +22
Contract jobs citing Data Modelling 1,555 841 946
As % of all contract jobs advertised in London 4.13% 4.67% 3.16%
As % of the Processes & Methodologies category 4.52% 5.22% 3.56%
Number of daily rates quoted 1,100 540 640
10th Percentile £413 £375 £399
25th Percentile £498 £431 £450
Median daily rate (50th Percentile) £575 £525 £525
Median % change year-on-year +9.52% - -
75th Percentile £689 £638 £620
90th Percentile £750 £738 £688
England median daily rate £550 £500 £500
% change year-on-year +10.00% - -
Number of hourly rates quoted 8 3 5
10th Percentile £27.50 £57.45 £19.15
25th Percentile £39.88 £58.13 £32.50
Median hourly rate £56.50 £60.50 £52.50
Median % change year-on-year -6.61% +15.24% +16.67%
75th Percentile £62.56 £64.13 £53.75
90th Percentile £65.00 £65.55 -
England median hourly rate £33.00 £53.23 £52.50
% change year-on-year -38.00% +1.39% +79.49%

Data Modelling is in the Processes and Methodologies category. The following table is for comparison with the above and provides summary statistics for all contract job vacancies advertised in London with a requirement for process or methodology skills.

All Process and Methodology Skills
London
Contract vacancies with a requirement for process or methodology skills 34,404 16,111 26,549
As % of all contract IT jobs advertised in London 91.47% 89.52% 88.55%
Number of daily rates quoted 25,081 11,694 19,338
10th Percentile £381 £325 £318
25th Percentile £463 £413 £413
Median daily rate (50th Percentile) £563 £500 £513
Median % change year-on-year +12.50% -2.44% +0.49%
75th Percentile £675 £605 £600
90th Percentile £750 £700 £688
England median daily rate £525 £475 £475
% change year-on-year +10.53% - -
Number of hourly rates quoted 358 143 306
10th Percentile £16.48 £16.40 £12.44
25th Percentile £21.96 £24.06 £17.00
Median hourly rate £40.00 £32.50 £23.00
Median % change year-on-year +23.08% +41.30% +2.77%
75th Percentile £53.75 £51.25 £43.56
90th Percentile £65.00 £63.95 £53.28
England median hourly rate £25.53 £26.65 £20.50
% change year-on-year -4.20% +30.00% -6.82%

Data Modelling
Job Vacancy Trend in London

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

Job vacancy trend for Data Modelling in London

Data Modelling
Contractor Daily Rate Trend in London

3-month moving average daily rate quoted in jobs citing Data Modelling in London.

Daily rate trend for Data Modelling in London

Data Modelling
Daily Rate Histogram in London

Daily rate distribution for jobs citing Data Modelling in London over the 6 months to 28 January 2022.

Daily rate histogram for Data Modelling in London

Data Modelling
Contractor Hourly Rate Trend in London

3-month moving average hourly rates quoted in jobs citing Data Modelling in London.

Hourly rate trend for Data Modelling in London

Data Modelling
Hourly Rate Histogram in London

Hourly rate distribution of jobs citing Data Modelling in London over the 6 months to 28 January 2022.

Hourly rate histogram for Data Modelling in London

Data Modelling
Contract Job Locations in London

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing Data Modelling within the London region over the 6 months to 28 January 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
Contract
IT Job Ads
Median
Daily Rate
Past 6 Months
Median Daily Rate
% Change
on Same Period
Last Year
Live
Jobs
Central London -18 155 £575 +15.00% 89
West London -10 30 £500 -1.96% 19
South London -13 11 £600 +9.09% 5
East London +1 9 £675 +50.00% 22
North London 0 1 £350 -44.00% 1
Data Modelling
England

For the 6 months to 28 January 2022, IT contractor 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 contract job ads across the London region with a requirement for Data Modelling.

1 611 (39.29%) SQL
2 447 (28.75%) Agile Software Development
3 417 (26.82%) Azure
4 411 (26.43%) Analytics
5 406 (26.11%) Finance
6 395 (25.40%) Business Intelligence
7 394 (25.34%) Data Warehouse
8 391 (25.14%) Social Skills
9 339 (21.80%) Python
10 302 (19.42%) ETL
11 285 (18.33%) Data Analysis
12 275 (17.68%) Big Data
13 267 (17.17%) Data Architecture
14 261 (16.78%) AWS
15 246 (15.82%) Analytical Skills
16 235 (15.11%) Power Platform
17 232 (14.92%) Power BI
18 224 (14.41%) DevOps
19 220 (14.15%) Data Quality
20 212 (13.63%) Visualisation
21 211 (13.57%) Data Lake
22 208 (13.38%) Data Management
23 200 (12.86%) Banking
24 199 (12.80%) Data Governance
24 199 (12.80%) Metadata
25 189 (12.15%) Apache Spark
25 189 (12.15%) SQL Server
26 188 (12.09%) Migration
27 186 (11.96%) Microsoft
28 180 (11.58%) Logical Data Model

Data Modelling
Co-occurring IT Skills in London 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
1 189 (12.15%) Apache Spark
2 77 (4.95%) Confluence
3 31 (1.99%) Apache
4 27 (1.74%) Apache Airflow
4 27 (1.74%) Elasticsearch
5 12 (0.77%) SharePoint
6 9 (0.58%) SAS
6 9 (0.58%) Tomcat
6 9 (0.58%) WebLogic
7 5 (0.32%) CMS
7 5 (0.32%) Luigi
7 5 (0.32%) WebSphere
8 4 (0.26%) Apache Pulsar
8 4 (0.26%) Oracle SOA Suite
9 3 (0.19%) BizTalk Server
9 3 (0.19%) IIS
10 2 (0.13%) ArcGIS
10 2 (0.13%) Cloud Foundry
10 2 (0.13%) WebSphere Application Server
10 2 (0.13%) WebSphere Portal
Applications
1 105 (6.75%) Microsoft Excel
2 43 (2.77%) MS Visio
3 41 (2.64%) Microsoft PowerPoint
4 29 (1.86%) Microsoft Office
5 8 (0.51%) Spreadsheet
6 7 (0.45%) Microsoft Project
7 5 (0.32%) Chatbot
7 5 (0.32%) PTC Creo
8 3 (0.19%) SPSS
8 3 (0.19%) Windchill
9 2 (0.13%) InVision
9 2 (0.13%) Sketch
10 1 (0.064%) AutoCAD
10 1 (0.064%) Oracle Smart View
10 1 (0.064%) Pro/ENGINEER
10 1 (0.064%) Siemens NX
10 1 (0.064%) SOLIDWORKS
Business Applications
1 26 (1.67%) Sparx Enterprise Architect
2 11 (0.71%) NetSuite
3 9 (0.58%) Dynamics CRM
4 8 (0.51%) SAP Oil and Gas
4 8 (0.51%) SAP S/4HANA
5 5 (0.32%) Teamcenter
6 4 (0.26%) Murex MxG2000
7 3 (0.19%) Dynamics AX
7 3 (0.19%) Endur
7 3 (0.19%) Markit EDM
7 3 (0.19%) Oracle ERP
7 3 (0.19%) Oracle SCM
8 2 (0.13%) HiPortfolio
8 2 (0.13%) Loan IQ
8 2 (0.13%) SAP MDG
9 1 (0.064%) PeopleSoft HCM
9 1 (0.064%) SAP CAR
9 1 (0.064%) SAP CRM
9 1 (0.064%) SAP FI
9 1 (0.064%) SAP MDG-BP
Cloud Services
1 417 (26.82%) Azure
2 261 (16.78%) AWS
3 235 (15.11%) Power Platform
4 124 (7.97%) Azure Data Factory
5 66 (4.24%) Azure Synapse Analytics
6 57 (3.67%) Amazon S3
7 56 (3.60%) GCP
8 44 (2.83%) Collibra
8 44 (2.83%) Serverless
9 42 (2.70%) GitHub
10 33 (2.12%) Snowflake
11 29 (1.86%) Amazon EMR
12 27 (1.74%) AWS Lambda
13 26 (1.67%) PaaS
13 26 (1.67%) SaaS
14 21 (1.35%) Azure Cosmos DB
15 17 (1.09%) Salesforce Service Cloud
16 16 (1.03%) dbt
16 16 (1.03%) PowerApps
17 15 (0.96%) Microsoft 365
Communications & Networking
1 11 (0.71%) FIX Connectivity
2 10 (0.64%) FTP
3 8 (0.51%) HTTP
4 6 (0.39%) LAN
5 4 (0.26%) Internet
5 4 (0.26%) Skype
5 4 (0.26%) VoIP
6 3 (0.19%) Network Security
6 3 (0.19%) SMS
7 2 (0.13%) PuTTY
7 2 (0.13%) WAN
7 2 (0.13%) WebEx
8 1 (0.064%) Broadband
8 1 (0.064%) DECT
8 1 (0.064%) DKIM
8 1 (0.064%) HTTPS
8 1 (0.064%) IPFS
8 1 (0.064%) IPv4
8 1 (0.064%) IPv6
8 1 (0.064%) PPP
Database & Business Intelligence
1 394 (25.34%) Data Warehouse
2 275 (17.68%) Big Data
3 232 (14.92%) Power BI
4 211 (13.57%) Data Lake
5 199 (12.80%) Metadata
6 189 (12.15%) SQL Server
7 120 (7.72%) Relational Database
8 106 (6.82%) NoSQL
9 95 (6.11%) Tableau
10 92 (5.92%) Hadoop
11 74 (4.76%) Amazon Redshift
12 70 (4.50%) SQL Server Integration Services
13 69 (4.44%) RDBMS
14 65 (4.18%) Azure SQL Database
15 52 (3.34%) Apache Hive
16 49 (3.15%) MongoDB
17 48 (3.09%) Data Vault
18 46 (2.96%) PostgreSQL
19 45 (2.89%) SQL Server Analysis Services
20 38 (2.44%) Microsoft Analysis Services
Development Applications
1 138 (8.87%) JIRA
2 125 (8.04%) Git (software)
3 95 (6.11%) ERwin
4 86 (5.53%) Jenkins
5 79 (5.08%) PowerDesigner
6 46 (2.96%) GitLab
7 45 (2.89%) ER Studio
8 40 (2.57%) TeamCity
9 27 (1.74%) Hudson
9 27 (1.74%) Visual Studio
10 24 (1.54%) kappa
10 24 (1.54%) Maven
11 23 (1.48%) Team Foundation Server
12 14 (0.90%) Gradle
13 13 (0.84%) Subversion
14 12 (0.77%) Atlassian Bamboo
15 8 (0.51%) Bitbucket
16 7 (0.45%) Selenium
17 6 (0.39%) JUnit
17 6 (0.39%) SonarQube
General
1 406 (26.11%) Finance
2 391 (25.14%) Social Skills
3 246 (15.82%) Analytical Skills
4 200 (12.86%) Banking
5 99 (6.37%) Investment Banking
6 80 (5.14%) Marketing
7 76 (4.89%) Public Sector
8 73 (4.69%) Presentation Skills
9 60 (3.86%) Telecoms
10 48 (3.09%) Manufacturing
11 46 (2.96%) Front Office
12 38 (2.44%) Electronics
13 35 (2.25%) Influencing Skills
14 31 (1.99%) Publishing
15 26 (1.67%) Retail
16 24 (1.54%) Pharmaceutical
17 20 (1.29%) Back Office
18 18 (1.16%) Documentation Skills
19 13 (0.84%) Advertising
19 13 (0.84%) Organisational Skills
Job Titles
1 403 (25.92%) Architect
2 298 (19.16%) Data Architect
3 278 (17.88%) Analyst
4 262 (16.85%) Developer
5 236 (15.18%) Data Engineer
6 176 (11.32%) Data Modeller
7 158 (10.16%) Data Analyst
8 141 (9.07%) Business Analyst
9 114 (7.33%) Solutions Architect
10 57 (3.67%) Business Intelligence Developer
11 50 (3.22%) Data Business Analyst
12 43 (2.77%) Consultant
13 39 (2.51%) Power BI Developer
14 37 (2.38%) Azure Architect
15 36 (2.32%) Senior Data Engineer
16 33 (2.12%) Senior Developer
17 32 (2.06%) Senior Analyst
18 30 (1.93%) Azure Engineer
19 25 (1.61%) Salesforce Architect
20 24 (1.54%) Data Scientist
Libraries, Frameworks & Software Standards
1 112 (7.20%) Kafka
2 84 (5.40%) PySpark
3 79 (5.08%) XML
4 71 (4.57%) JSON
5 56 (3.60%) REST
6 41 (2.64%) Web Services
7 32 (2.06%) React
8 29 (1.86%) Spring
9 27 (1.74%) .NET
10 26 (1.67%) RESTful
11 23 (1.48%) HTML
12 22 (1.41%) FIX Protocol
13 21 (1.35%) GraphQL
13 21 (1.35%) SOAP
14 20 (1.29%) Lightning Web Components
15 19 (1.22%) pytest
15 19 (1.22%) Spring Boot
16 18 (1.16%) AngularJS
16 18 (1.16%) Node.js
17 15 (0.96%) CSS
Miscellaneous
1 72 (4.63%) Reference Data
2 60 (3.86%) Data Structures
3 56 (3.60%) User Experience
4 53 (3.41%) Management Information System
5 43 (2.77%) Self-Motivation
5 43 (2.77%) Virtual Team
6 32 (2.06%) Taxonomies
7 26 (1.67%) Algorithms
8 23 (1.48%) Derivative
9 22 (1.41%) Greenfield Project
10 20 (1.29%) Cloud Native
11 18 (1.16%) Equities
12 17 (1.09%) Fixed Income
13 15 (0.96%) Foreign Exchange (FX)
14 13 (0.84%) Data Centre
14 13 (0.84%) Public Cloud
15 11 (0.71%) Analytical Mindset
15 11 (0.71%) Legacy Systems
15 11 (0.71%) Mobile App
16 10 (0.64%) Market Risk
Operating Systems
1 46 (2.96%) Unix
2 20 (1.29%) Windows
3 14 (0.90%) Linux
4 4 (0.26%) VMS
4 4 (0.26%) Windows Server
5 2 (0.13%) Oracle Linux
5 2 (0.13%) Red Hat Enterprise Linux
5 2 (0.13%) Solaris
5 2 (0.13%) Ubuntu
6 1 (0.064%) Android
6 1 (0.064%) Apple iOS
6 1 (0.064%) OpenWrt
6 1 (0.064%) Windows 10
6 1 (0.064%) Windows 7
6 1 (0.064%) Windows Server 2008
Processes & Methodologies
1 447 (28.75%) Agile Software Development
2 411 (26.43%) Analytics
3 395 (25.40%) Business Intelligence
4 302 (19.42%) ETL
5 285 (18.33%) Data Analysis
6 267 (17.17%) Data Architecture
7 224 (14.41%) DevOps
8 212 (13.63%) Visualisation
9 208 (13.38%) Data Management
10 199 (12.80%) Data Governance
11 188 (12.09%) Migration
12 180 (11.58%) Logical Data Model
13 173 (11.13%) Physical Data Model
14 166 (10.68%) Stakeholder Management
15 163 (10.48%) Data Integration
16 153 (9.84%) Data Engineering
17 149 (9.58%) Scrum
18 145 (9.32%) Problem-Solving
19 131 (8.42%) CI/CD
20 130 (8.36%) Master Data Management
Programming Languages
1 611 (39.29%) SQL
2 339 (21.80%) Python
3 130 (8.36%) Java
4 89 (5.72%) Scala
5 74 (4.76%) C#
6 54 (3.47%) T-SQL
7 49 (3.15%) JavaScript
8 46 (2.96%) R
9 37 (2.38%) Data Analysis Expressions (DAX)
10 32 (2.06%) PL/SQL
11 20 (1.29%) PowerShell
12 18 (1.16%) Apex Code
12 18 (1.16%) TypeScript
13 16 (1.03%) C
14 13 (0.84%) C++
15 12 (0.77%) SPARQL
16 11 (0.71%) Search Processing Language
16 11 (0.71%) Shell Script
16 11 (0.71%) VB
16 11 (0.71%) VBA
Qualifications
1 80 (5.14%) Degree
2 73 (4.69%) Security Cleared
3 65 (4.18%) SC Cleared
4 13 (0.84%) Computer Science Degree
5 12 (0.77%) Numerate Degree
6 10 (0.64%) BPSS Clearance
7 9 (0.58%) Microsoft Certification
8 6 (0.39%) Master's Degree
9 5 (0.32%) ISEB
10 4 (0.26%) ACCA
10 4 (0.26%) CISSP
10 4 (0.26%) DBS Check
10 4 (0.26%) DV Cleared
10 4 (0.26%) TOGAF Certification
11 3 (0.19%) CIMA
11 3 (0.19%) MCITP
11 3 (0.19%) MCTS
11 3 (0.19%) PMP
11 3 (0.19%) Postgraduate
12 2 (0.13%) CEH
Quality Assurance & Compliance
1 220 (14.15%) Data Quality
2 63 (4.05%) QA
3 39 (2.51%) GDPR
4 29 (1.86%) Accessibility
5 26 (1.67%) IFRS
6 23 (1.48%) MiFID
7 21 (1.35%) Dodd-Frank
7 21 (1.35%) EMIR
8 16 (1.03%) SLA
9 7 (0.45%) ISO 20022
10 5 (0.32%) WCAG
11 4 (0.26%) Basel II
11 4 (0.26%) ISO/IEC 20000
11 4 (0.26%) ISO/IEC 27001
11 4 (0.26%) NIST 800
12 3 (0.19%) PMO
12 3 (0.19%) Sarbanes-Oxley
12 3 (0.19%) Solvency II
13 2 (0.13%) Dublin Core
13 2 (0.13%) GMP
System Software
1 48 (3.09%) Docker
2 20 (1.29%) HDFS
3 8 (0.51%) Active Directory
4 5 (0.32%) Apache ZooKeeper
4 5 (0.32%) Oracle RAC
Systems Management
1 61 (3.92%) Kubernetes
2 42 (2.70%) Ansible
3 32 (2.06%) Terraform
4 9 (0.58%) Hadoop YARN
5 5 (0.32%) Control-M
6 4 (0.26%) AirWatch
6 4 (0.26%) Data Guard
6 4 (0.26%) Kibana
6 4 (0.26%) Oracle RMAN
6 4 (0.26%) Single Sign-On
7 3 (0.19%) Microsoft Intune
8 2 (0.13%) Computer Incident Response Team
8 2 (0.13%) Consul
8 2 (0.13%) Oracle Enterprise Manager
8 2 (0.13%) QRadar
9 1 (0.064%) CASB
9 1 (0.064%) Core Impact
9 1 (0.064%) HP Quality Center
9 1 (0.064%) Kubeflow
Vendors
1 186 (11.96%) Microsoft
2 157 (10.10%) Databricks
3 120 (7.72%) Oracle
4 110 (7.07%) Salesforce.com
5 100 (6.43%) SAP
6 66 (4.24%) BiZZdesign
7 58 (3.73%) Cloudera
8 53 (3.41%) Informatica
9 44 (2.83%) IBM
10 42 (2.70%) Sparx
11 36 (2.32%) Google
11 36 (2.32%) Hortonworks
12 30 (1.93%) Talend
13 28 (1.80%) Teradata
14 21 (1.35%) Remedy
15 18 (1.16%) MuleSoft
16 13 (0.84%) Alteryx
16 13 (0.84%) Bloomberg
16 13 (0.84%) ServiceNow
16 13 (0.84%) Splunk