Job Vacancy Trend Daily Rate Trend Daily Rate Histogram Hourly Rate Trend Hourly Rate Histogram Job Locations Skill Sets
Period
to

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 30 June 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
30 Jun 2022		 Same period 2021 Same period 2020
Rank 62 61 77
Rank change year-on-year -1 +16 +1
Contract jobs citing Data Modelling 1,461 1,153 571
As % of all contract jobs advertised in London 3.71% 4.24% 3.26%
As % of the Processes & Methodologies category 4.05% 4.64% 3.63%
Number of daily rates quoted 1,018 763 396
10th Percentile £443 £400 £411
25th Percentile £513 £450 £463
Median daily rate (50th Percentile) £600 £550 £525
Median % change year-on-year +9.09% +4.76% -
75th Percentile £738 £636 £614
90th Percentile £813 £725 £675
England median daily rate £580 £525 £500
% change year-on-year +10.48% +5.00% -
Number of hourly rates quoted 9 8 3
10th Percentile £48.05 - £33.25
25th Percentile £51.75 £8.00 £34.38
Median hourly rate £60.50 £18.81 £37.50
Median % change year-on-year +221.59% -49.83% +3.45%
75th Percentile £65.75 £35.85 £49.38
90th Percentile £78.18 £38.83 £55.75
England median hourly rate £60.50 £22.45 £50.00
% change year-on-year +169.55% -55.11% +30.72%

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 36,052 24,874 15,748
As % of all contract IT jobs advertised in London 91.51% 91.41% 89.95%
Number of daily rates quoted 26,386 17,820 11,325
10th Percentile £400 £360 £331
25th Percentile £475 £438 £425
Median daily rate (50th Percentile) £575 £525 £525
Median % change year-on-year +9.52% - +0.96%
75th Percentile £691 £638 £623
90th Percentile £788 £713 £713
England median daily rate £550 £500 £480
% change year-on-year +10.00% +4.17% +1.05%
Number of hourly rates quoted 376 246 181
10th Percentile £17.19 £15.73 £14.00
25th Percentile £23.91 £20.99 £19.99
Median hourly rate £36.75 £32.85 £33.50
Median % change year-on-year +11.87% -1.94% +48.89%
75th Percentile £53.75 £51.00 £47.83
90th Percentile £69.06 £66.13 £61.25
England median hourly rate £28.41 £24.08 £22.61
% change year-on-year +17.98% +6.50% -1.40%

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 30 June 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 30 June 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 30 June 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 -14 135 £573 +7.76% 65
East London -4 13 £725 +11.54% 13
West London -6 10 £800 +52.38% 17
South London -19 5 £575 +3.60% 7
Data Modelling
England

For the 6 months to 30 June 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.

1 531 (36.34%) SQL
2 479 (32.79%) Agile
3 471 (32.24%) Finance
4 421 (28.82%) Social Skills
5 367 (25.12%) Data Warehouse
6 329 (22.52%) Data Architecture
6 329 (22.52%) Analytics
7 321 (21.97%) Business Intelligence
7 321 (21.97%) Python
8 320 (21.90%) Azure
9 304 (20.81%) ETL
10 282 (19.30%) AWS
11 272 (18.62%) Data Analysis
12 257 (17.59%) Analytical Skills
13 214 (14.65%) Banking
14 213 (14.58%) DevOps
15 205 (14.03%) SQL Server
16 204 (13.96%) Power Platform
17 200 (13.69%) Big Data
18 197 (13.48%) Power BI
19 195 (13.35%) Microsoft
20 190 (13.00%) Data Management
21 177 (12.11%) Java
22 172 (11.77%) Data Quality
23 171 (11.70%) Data Governance
24 165 (11.29%) Oracle
25 160 (10.95%) Logical Data Model
26 156 (10.68%) Problem-Solving
27 155 (10.61%) Metadata
28 154 (10.54%) Stakeholder Management

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
1 101 (6.91%) Apache Spark
2 58 (3.97%) Confluence
3 44 (3.01%) Apache
4 16 (1.10%) Apache Airflow
5 10 (0.68%) Ethereum
6 9 (0.62%) SAS
7 8 (0.55%) WebSphere
8 7 (0.48%) SharePoint
9 6 (0.41%) Tomcat
10 5 (0.34%) Apache Solr
10 5 (0.34%) Cloud Foundry
10 5 (0.34%) IIS
10 5 (0.34%) nginx
11 4 (0.27%) Apache Pulsar
11 4 (0.27%) FileNet
11 4 (0.27%) SharePoint Server
12 3 (0.21%) Apache Pig
12 3 (0.21%) CMS
12 3 (0.21%) Jupyter
12 3 (0.21%) WebLogic
Applications
1 70 (4.79%) Microsoft Excel
2 32 (2.19%) MS Visio
3 27 (1.85%) Microsoft PowerPoint
4 11 (0.75%) Microsoft Office
5 3 (0.21%) Microsoft Project
5 3 (0.21%) Spreadsheet
6 2 (0.14%) SPSS
6 2 (0.14%) Stata
7 1 (0.068%) Adobe XD
7 1 (0.068%) Chatbot
Business Applications
1 32 (2.19%) Sparx Enterprise Architect
2 21 (1.44%) HiPortfolio
3 10 (0.68%) Misys Midas
4 9 (0.62%) SAP S/4HANA
5 8 (0.55%) Oracle Financials
6 7 (0.48%) Markit EDM
6 7 (0.48%) SAP CO
6 7 (0.48%) SAP FI
6 7 (0.48%) SAP FI/CO
6 7 (0.48%) SAP Oil and Gas
7 6 (0.41%) Oracle Utilities
7 6 (0.41%) Shopify
8 5 (0.34%) Dynamics CRM
8 5 (0.34%) NetSuite
8 5 (0.34%) Oracle Applications
8 5 (0.34%) SAP BPC
8 5 (0.34%) SimCorp Dimension
9 4 (0.27%) Maximo
10 3 (0.21%) Oracle ERP
10 3 (0.21%) SAP CRM
Cloud Services
1 320 (21.90%) Azure
2 282 (19.30%) AWS
3 204 (13.96%) Power Platform
4 124 (8.49%) GCP
5 81 (5.54%) Serverless
6 67 (4.59%) Azure Data Factory
7 59 (4.04%) AWS Lambda
8 56 (3.83%) Snowflake
9 48 (3.29%) SaaS
10 44 (3.01%) GitHub
11 42 (2.87%) Amazon S3
11 42 (2.87%) Azure Synapse Analytics
12 41 (2.81%) Azure DevOps
13 37 (2.53%) PaaS
14 27 (1.85%) Collibra
15 20 (1.37%) Dynamics 365
16 19 (1.30%) Cloud Computing
16 19 (1.30%) IaaS
17 16 (1.10%) Azure Functions
17 16 (1.10%) Salesforce Service Cloud
Communications & Networking
1 10 (0.68%) Internet
2 9 (0.62%) FTP
2 9 (0.62%) HTTP
3 6 (0.41%) WAN
4 5 (0.34%) FIX Connectivity
4 5 (0.34%) LAN
5 3 (0.21%) DNS
5 3 (0.21%) Firewall
5 3 (0.21%) Wireless
6 2 (0.14%) DMZ
6 2 (0.14%) PuTTY
6 2 (0.14%) TCP/IP
6 2 (0.14%) WinSCP
7 1 (0.068%) DKIM
7 1 (0.068%) GSM
7 1 (0.068%) SD-WAN
7 1 (0.068%) Skype
7 1 (0.068%) SMTP
7 1 (0.068%) SNMP
7 1 (0.068%) WebEx
Database & Business Intelligence
1 367 (25.12%) Data Warehouse
2 205 (14.03%) SQL Server
3 200 (13.69%) Big Data
4 197 (13.48%) Power BI
5 155 (10.61%) Metadata
6 149 (10.20%) Data Lake
7 94 (6.43%) Relational Database
8 88 (6.02%) PostgreSQL
9 85 (5.82%) NoSQL
10 74 (5.07%) Tableau
11 73 (5.00%) MongoDB
12 66 (4.52%) SQL Server Integration Services
13 45 (3.08%) Hadoop
13 45 (3.08%) RDBMS
14 38 (2.60%) Azure SQL Database
15 36 (2.46%) Metadata Repository
16 35 (2.40%) MySQL
17 34 (2.33%) Amazon Redshift
18 33 (2.26%) BigQuery
19 31 (2.12%) Snowflake Schema
Development Applications
1 111 (7.60%) JIRA
2 95 (6.50%) ERwin
3 85 (5.82%) Git (software)
4 56 (3.83%) PowerDesigner
5 47 (3.22%) kappa
6 37 (2.53%) Jenkins
7 26 (1.78%) ER Studio
8 22 (1.51%) TeamCity
9 14 (0.96%) GitLab
10 12 (0.82%) Oracle Forms
10 12 (0.82%) Visual Studio
11 8 (0.55%) Bitbucket
11 8 (0.55%) Maven
12 6 (0.41%) CircleCI
12 6 (0.41%) Gradle
13 5 (0.34%) Bitbucket Server
13 5 (0.34%) Cucumber
13 5 (0.34%) SonarQube
13 5 (0.34%) Subversion
13 5 (0.34%) webpack
General
1 471 (32.24%) Finance
2 421 (28.82%) Social Skills
3 257 (17.59%) Analytical Skills
4 214 (14.65%) Banking
5 66 (4.52%) Presentation Skills
6 64 (4.38%) Public Sector
7 58 (3.97%) Investment Banking
8 56 (3.83%) Front Office
9 51 (3.49%) Legal
10 48 (3.29%) Retail
11 40 (2.74%) Marketing
12 31 (2.12%) Manufacturing
12 31 (2.12%) Telecoms
13 23 (1.57%) Electronics
14 22 (1.51%) Influencing Skills
15 20 (1.37%) Inclusion and Diversity
16 18 (1.23%) Financial Institution
16 18 (1.23%) Law
17 17 (1.16%) Back Office
17 17 (1.16%) Publishing
Job Titles
1 421 (28.82%) Architect
2 297 (20.33%) Data Architect
3 279 (19.10%) Analyst
4 205 (14.03%) Data Engineer
5 203 (13.89%) Developer
6 182 (12.46%) Business Analyst
7 160 (10.95%) Data Modeller
8 144 (9.86%) Data Analyst
9 100 (6.84%) Solutions Architect
10 76 (5.20%) Data Business Analyst
11 42 (2.87%) Senior Data Engineer
12 39 (2.67%) Business Intelligence Developer
13 38 (2.60%) Investment Banking Business Analyst
14 32 (2.19%) Power BI Developer
15 31 (2.12%) Python Engineer
16 30 (2.05%) Enterprise Architect
17 29 (1.98%) Senior Architect
17 29 (1.98%) SQL Developer
17 29 (1.98%) Technical Analyst
18 28 (1.92%) Data Scientist
Libraries, Frameworks & Software Standards
1 121 (8.28%) Kafka
2 69 (4.72%) JSON
3 58 (3.97%) XML
4 46 (3.15%) Web Services
5 44 (3.01%) REST
6 39 (2.67%) HTML
6 39 (2.67%) React
7 34 (2.33%) .NET
7 34 (2.33%) PySpark
8 31 (2.12%) CSS
8 31 (2.12%) Spring
9 28 (1.92%) Pandas
10 26 (1.78%) RESTful
11 25 (1.71%) GraphQL
11 25 (1.71%) Spring Boot
12 22 (1.51%) Node.js
13 20 (1.37%) NumPy
14 19 (1.30%) AngularJS
15 14 (0.96%) FastAPI
16 13 (0.89%) Apache Beam
Miscellaneous
1 71 (4.86%) Data Structures
2 59 (4.04%) Management Information System
3 57 (3.90%) Reference Data
4 43 (2.94%) Self-Motivation
5 42 (2.87%) Legacy Systems
6 40 (2.74%) User Experience
7 37 (2.53%) Greenfield Project
8 34 (2.33%) Algorithms
9 29 (1.98%) Virtual Team
10 26 (1.78%) Fixed Income
11 24 (1.64%) Equities
12 23 (1.57%) Taxonomies
13 22 (1.51%) Public Cloud
14 19 (1.30%) Foreign Exchange (FX)
15 18 (1.23%) Derivative
16 17 (1.16%) Cloud Native
17 15 (1.03%) Renewable Energy
18 14 (0.96%) Credit Risk
18 14 (0.96%) Hedge funds
19 13 (0.89%) Mobile App
Operating Systems
1 48 (3.29%) Unix
2 36 (2.46%) Linux
3 17 (1.16%) Windows
4 6 (0.41%) Windows Server 2008
5 5 (0.34%) VMS
5 5 (0.34%) Windows Server
5 5 (0.34%) Windows Server 2012
6 2 (0.14%) Android
6 2 (0.14%) Apple iOS
Processes & Methodologies
1 479 (32.79%) Agile
2 329 (22.52%) Analytics
2 329 (22.52%) Data Architecture
3 321 (21.97%) Business Intelligence
4 304 (20.81%) ETL
5 272 (18.62%) Data Analysis
6 213 (14.58%) DevOps
7 190 (13.00%) Data Management
8 171 (11.70%) Data Governance
9 160 (10.95%) Logical Data Model
10 156 (10.68%) Problem-Solving
11 154 (10.54%) Stakeholder Management
12 150 (10.27%) Data Integration
13 146 (9.99%) CI/CD
14 144 (9.86%) Physical Data Model
15 143 (9.79%) Data Pipeline
16 142 (9.72%) Migration
17 141 (9.65%) Data Engineering
18 140 (9.58%) Scrum
19 138 (9.45%) Visualisation
Programming Languages
1 531 (36.34%) SQL
2 321 (21.97%) Python
3 177 (12.11%) Java
4 75 (5.13%) Scala
5 56 (3.83%) C#
6 55 (3.76%) JavaScript
7 41 (2.81%) T-SQL
8 32 (2.19%) R
9 27 (1.85%) PL/SQL
10 25 (1.71%) Shell Script
11 21 (1.44%) VBA
12 18 (1.23%) C
12 18 (1.23%) Data Analysis Expressions (DAX)
12 18 (1.23%) PowerShell
13 17 (1.16%) C++
14 16 (1.10%) TypeScript
15 15 (1.03%) Apex Code
16 11 (0.75%) Ruby
17 10 (0.68%) DAML
17 10 (0.68%) Solidity
Qualifications
1 71 (4.86%) Degree
2 57 (3.90%) Security Cleared
3 54 (3.70%) SC Cleared
4 15 (1.03%) TOGAF Certification
5 13 (0.89%) Computer Science Degree
6 11 (0.75%) Master's Degree
7 9 (0.62%) Microsoft Certification
7 9 (0.62%) Numerate Degree
8 7 (0.48%) PhD
9 6 (0.41%) IIBA
10 5 (0.34%) ISEB
10 5 (0.34%) ISTQB Foundation Certification
11 3 (0.21%) APMG
11 3 (0.21%) BPSS Clearance
11 3 (0.21%) PMI Certification
11 3 (0.21%) Tableau Certification
12 2 (0.14%) GIAC
12 2 (0.14%) ISACA
12 2 (0.14%) MCITP
12 2 (0.14%) MCTS
Quality Assurance & Compliance
1 172 (11.77%) Data Quality
2 60 (4.11%) QA
3 33 (2.26%) GDPR
4 29 (1.98%) Accessibility
5 18 (1.23%) IFRS
6 11 (0.75%) IFRS 17
6 11 (0.75%) SLA
7 9 (0.62%) MiFID
8 8 (0.55%) EMIR
9 7 (0.48%) Dodd-Frank
10 6 (0.41%) Solvency II
11 5 (0.34%) ISO 20022
12 4 (0.27%) NIST
12 4 (0.27%) PMO
12 4 (0.27%) WCAG
13 3 (0.21%) Basel III
13 3 (0.21%) COBIT
13 3 (0.21%) IFRS 9
14 2 (0.14%) Actionable Recommendations
14 2 (0.14%) GRC
System Software
1 43 (2.94%) Docker
2 15 (1.03%) HDFS
3 10 (0.68%) Virtual Machines
4 7 (0.48%) Active Directory
5 2 (0.14%) Oracle RAC
6 1 (0.068%) Microcode
Systems Management
1 59 (4.04%) Kubernetes
2 37 (2.53%) Terraform
3 20 (1.37%) Ansible
4 4 (0.27%) Hadoop YARN
4 4 (0.27%) Kibana
4 4 (0.27%) Oozie
5 2 (0.14%) Control-M
5 2 (0.14%) logstash
5 2 (0.14%) Opscode Chef
6 1 (0.068%) CASB
6 1 (0.068%) Data Guard
6 1 (0.068%) Oracle Enterprise Manager
6 1 (0.068%) Oracle Identity Management
6 1 (0.068%) Oracle RMAN
6 1 (0.068%) Oracle Statspack
6 1 (0.068%) Prometheus
6 1 (0.068%) Puppet
6 1 (0.068%) SCCM
6 1 (0.068%) Single Sign-On
Vendors
1 195 (13.35%) Microsoft
2 165 (11.29%) Oracle
3 112 (7.67%) Databricks
4 88 (6.02%) SAP
5 87 (5.95%) Google
6 59 (4.04%) Salesforce.com
7 49 (3.35%) Sparx
8 47 (3.22%) BiZZdesign
9 46 (3.15%) Informatica
10 30 (2.05%) IBM
11 26 (1.78%) SimCorp
12 25 (1.71%) Teradata
13 23 (1.57%) TIBCO
14 22 (1.51%) Vermilion
15 21 (1.44%) Talend
16 17 (1.16%) Workday
17 16 (1.10%) Alteryx
18 15 (1.03%) Cloudera
18 15 (1.03%) Remedy
18 15 (1.03%) ServiceNow