Period
to 1 December 2020

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 1 December 2020 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
1 Dec 2020
Same period 2019 Same period 2018
Rank 58 79 106
Rank change year-on-year +21 +27 -14
Contract jobs citing Data Modelling 706 1,071 1,161
As % of all contract jobs advertised in London 4.36% 3.09% 2.54%
As % of the Processes & Methodologies category 4.95% 3.51% 2.87%
Number of daily rates quoted 477 736 855
Median daily rate £525 £525 £525
10th Percentile £375 £388 £374
90th Percentile £713 £700 £700
England median daily rate £500 £500 £489
% change year-on-year - +2.30% -1.26%
Number of hourly rates quoted 6 4 6
Median hourly rate £60.00 £52.50 £40.00
Median hourly rate % change year-on-year +14.29% +31.25% -6.43%
10th Percentile £46.00 £39.88 £19.25
90th Percentile £64.13 £53.75 £74.13
England median hourly rate £55.00 £52.50 £39.00
% change year-on-year +4.76% +34.62% -0.13%

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 14,256 30,482 40,448
As % of all contract IT jobs advertised in London 87.98% 87.97% 88.44%
Number of daily rates quoted 9,622 21,786 29,187
Median daily rate £500 £513 £500
Median daily rate % change year-on-year -2.44% +2.50% -
10th Percentile £319 £325 £325
90th Percentile £700 £688 £675
England median daily rate £475 £475 £475
Number of hourly rates quoted 207 403 478
Median hourly rate £35.00 £24.50 £23.94
Median hourly rate % change year-on-year +42.86% +2.34% +6.40%
10th Percentile £18.60 £12.44 £13.26
90th Percentile £56.80 £53.75 £54.87
Median hourly rate £35.00 £23.75 £22.00
% change year-on-year +47.37% +7.95% -4.79%

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 1 December 2020.

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 1 December 2020.

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 1 December 2020. 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
Job
Vacancies
Central London +24 94 £475 -12.04% 48
West London +19 21 £510 +15.91% 16
South London +29 7 £425 -8.11% 2
East London +27 1 £450 -22.58% 5
North London +12 1 £625 - 1
Data Modelling
England

For the 6 months to 1 December 2020, 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.

1 287 (40.65%) SQL
2 227 (32.15%) Agile Software Development
3 215 (30.45%) Business Intelligence
4 200 (28.33%) Finance
5 182 (25.78%) Data Warehouse
6 168 (23.80%) Azure
7 149 (21.10%) Python
8 146 (20.68%) Analytics
9 137 (19.41%) ETL
10 121 (17.14%) Data Architecture
11 120 (17.00%) AWS
12 111 (15.72%) Power Platform
13 108 (15.30%) SQL Server
14 107 (15.16%) Oracle
14 107 (15.16%) Power BI
15 105 (14.87%) Analytical Skills
16 102 (14.45%) Microsoft
17 94 (13.31%) Data Management
18 89 (12.61%) Data Analysis
18 89 (12.61%) Data Lake
19 87 (12.32%) Java
20 85 (12.04%) Migration
21 80 (11.33%) Security Cleared
22 79 (11.19%) Big Data
22 79 (11.19%) Visualisation
23 77 (10.91%) Scrum
24 75 (10.62%) Problem-Solving
25 71 (10.06%) Banking
26 69 (9.77%) SC Cleared
26 69 (9.77%) 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 51 (7.22%) Apache Spark
2 42 (5.95%) Confluence
3 19 (2.69%) Apache
3 19 (2.69%) Apache Airflow
3 19 (2.69%) WebSphere
4 17 (2.41%) CMS
5 16 (2.27%) SharePoint
6 14 (1.98%) Elasticsearch
6 14 (1.98%) SAS
7 11 (1.56%) JBoss
8 10 (1.42%) Apache Pig
8 10 (1.42%) Apache ServiceMix
8 10 (1.42%) BizTalk Server
8 10 (1.42%) Red Hat Fuse
9 8 (1.13%) WebSphere Application Server
10 7 (0.99%) WebLogic
11 5 (0.71%) nginx
12 4 (0.57%) EPiServer
12 4 (0.57%) Mule
12 4 (0.57%) Tornado
Applications
1 17 (2.41%) Microsoft Excel
2 16 (2.27%) Microsoft Office
3 11 (1.56%) MS Visio
4 8 (1.13%) Spreadsheet
5 3 (0.42%) Microsoft Project
6 2 (0.28%) Microsoft PowerPoint
7 1 (0.14%) Adobe Creative Suite
7 1 (0.14%) Casewise Modeler
7 1 (0.14%) Figma
Business Applications
1 23 (3.26%) Sparx Enterprise Architect
2 14 (1.98%) Oracle ERP
3 9 (1.27%) SAP MDG
4 8 (1.13%) ION MarketView
5 6 (0.85%) SAP S/4HANA
6 5 (0.71%) HiPortfolio
7 4 (0.57%) Oracle Financials
7 4 (0.57%) Oracle Procure-to-Pay
8 3 (0.42%) Dynamics CRM
9 2 (0.28%) Aligne
9 2 (0.28%) Distributed Ledger
9 2 (0.28%) Loan IQ
9 2 (0.28%) Oracle EBS
9 2 (0.28%) Oracle EBS R12
9 2 (0.28%) R3 Corda
9 2 (0.28%) Teamcenter
10 1 (0.14%) Dynamics NAV
10 1 (0.14%) Oracle BPM
10 1 (0.14%) PolarLake
10 1 (0.14%) SAP BPC
Cloud Services
1 168 (23.80%) Azure
2 120 (17.00%) AWS
3 111 (15.72%) Power Platform
4 39 (5.52%) GCP
5 38 (5.38%) Azure Data Factory
6 27 (3.82%) Amazon S3
7 20 (2.83%) Dynamics 365
7 20 (2.83%) PaaS
7 20 (2.83%) Serverless
8 16 (2.27%) PowerApps
9 15 (2.12%) Amazon EMR
9 15 (2.12%) Cloud Computing
9 15 (2.12%) SaaS
10 14 (1.98%) AWS Lambda
10 14 (1.98%) Salesforce Sales Cloud
11 13 (1.84%) Apigee
12 12 (1.70%) Logic Apps
13 11 (1.56%) Amazon ECS
14 10 (1.42%) Boomi
14 10 (1.42%) IaaS
Communications & Networking
1 17 (2.41%) HTTP
2 5 (0.71%) Broadband
3 3 (0.42%) Internet
3 3 (0.42%) Wireless
4 2 (0.28%) Firewall
4 2 (0.28%) LAN
4 2 (0.28%) WAN
4 2 (0.28%) X.21
5 1 (0.14%) DECT
5 1 (0.14%) DNS
5 1 (0.14%) FTP
5 1 (0.14%) IPv4
5 1 (0.14%) IPv6
5 1 (0.14%) Multicast
5 1 (0.14%) PPP
5 1 (0.14%) PuTTY
5 1 (0.14%) UPnP
5 1 (0.14%) Wi-Fi
Database & Business Intelligence
1 182 (25.78%) Data Warehouse
2 108 (15.30%) SQL Server
3 107 (15.16%) Power BI
4 89 (12.61%) Data Lake
5 79 (11.19%) Big Data
6 65 (9.21%) Relational Database
7 51 (7.22%) Tableau
8 49 (6.94%) SQL Server Integration Services
9 38 (5.38%) NoSQL
10 36 (5.10%) Hadoop
11 35 (4.96%) Oracle Database
12 30 (4.25%) Apache Hive
12 30 (4.25%) RDBMS
13 29 (4.11%) Azure SQL Database
14 22 (3.12%) Oracle Database 12c
15 21 (2.97%) SQL Server Analysis Services
16 20 (2.83%) Amazon Redshift
16 20 (2.83%) PostgreSQL
17 19 (2.69%) MongoDB
18 18 (2.55%) MySQL
Development Applications
1 64 (9.07%) JIRA
2 49 (6.94%) Git (software)
3 25 (3.54%) Jenkins
4 19 (2.69%) GitLab
5 16 (2.27%) ERwin
6 13 (1.84%) SonarQube
7 11 (1.56%) JUnit
7 11 (1.56%) Maven
8 9 (1.27%) Cypress.io
8 9 (1.27%) Subversion
8 9 (1.27%) webpack
9 8 (1.13%) Cucumber
9 8 (1.13%) ER Studio
10 7 (0.99%) Ant
10 7 (0.99%) Atlassian Bamboo
10 7 (0.99%) PowerDesigner
10 7 (0.99%) Visual Studio
11 6 (0.85%) Team Foundation Server
12 5 (0.71%) kappa
12 5 (0.71%) ProC
General
1 200 (28.33%) Finance
2 71 (10.06%) Banking
3 54 (7.65%) Public Sector
4 49 (6.94%) Marketing
5 31 (4.39%) Telecoms
6 30 (4.25%) Manufacturing
7 28 (3.97%) Investment Banking
8 23 (3.26%) Retail
9 17 (2.41%) Electronics
10 15 (2.12%) Front Office
11 14 (1.98%) Legal
12 11 (1.56%) Games
13 9 (1.27%) Back Office
14 7 (0.99%) Publishing
15 6 (0.85%) Billing
15 6 (0.85%) Law
15 6 (0.85%) Pharmaceutical
16 5 (0.71%) Advertising
16 5 (0.71%) Corporate Banking
17 4 (0.57%) Retail Banking
Job Titles
1 203 (28.75%) Architect
2 149 (21.10%) Developer
3 122 (17.28%) Data Architect
4 101 (14.31%) Analyst
5 88 (12.46%) Data Engineer
6 52 (7.37%) Business Analyst
7 48 (6.80%) Data Analyst
8 47 (6.66%) Data Modeller
9 36 (5.10%) Consultant
10 35 (4.96%) Solutions Architect
11 34 (4.82%) Python Engineer
12 25 (3.54%) Data Business Analyst
12 25 (3.54%) Java Developer
13 24 (3.40%) Business Intelligence Developer
14 22 (3.12%) Technical Analyst
15 20 (2.83%) AWS Engineer
16 19 (2.69%) Technical Business Analyst
17 18 (2.55%) Power BI Developer
18 17 (2.41%) Business Intelligence Consultant
18 17 (2.41%) SQL Developer
Libraries, Frameworks & Software Standards
1 69 (9.77%) Web Services
2 47 (6.66%) JSON
3 44 (6.23%) XML
4 42 (5.95%) REST
5 30 (4.25%) HTML
6 29 (4.11%) Kafka
7 28 (3.97%) Spring
8 27 (3.82%) RESTful
9 26 (3.68%) Middleware
9 26 (3.68%) PySpark
10 25 (3.54%) Node.js
11 23 (3.26%) CSS
12 21 (2.97%) .NET
13 18 (2.55%) SOAP
14 17 (2.41%) React
14 17 (2.41%) Spring Boot
15 16 (2.27%) Oracle Fusion
16 14 (1.98%) XML Schema
17 13 (1.84%) Ajax
17 13 (1.84%) J2EE
Miscellaneous
1 105 (14.87%) Analytical Skills
2 35 (4.96%) Data Structures
3 34 (4.82%) Management Information System
4 28 (3.97%) User Experience
5 23 (3.26%) Reference Data
6 20 (2.83%) Credit Risk
6 20 (2.83%) Greenfield Project
7 17 (2.41%) Public Cloud
8 15 (2.12%) Virtual Team
9 13 (1.84%) Fixed Income
10 12 (1.70%) Algorithms
11 11 (1.56%) CMDB
12 9 (1.27%) Cloud Native
12 9 (1.27%) Enterprise Software
13 8 (1.13%) Foreign Exchange (FX)
14 7 (0.99%) Life Science
14 7 (0.99%) Replication
14 7 (0.99%) Social Media
14 7 (0.99%) W3C
15 6 (0.85%) FMCG
Operating Systems
1 20 (2.83%) Unix
2 19 (2.69%) Linux
3 11 (1.56%) Windows
4 4 (0.57%) Windows 10
5 2 (0.28%) Apple iOS
5 2 (0.28%) VMS
6 1 (0.14%) AIX
6 1 (0.14%) OpenWrt
6 1 (0.14%) Windows Server
Processes & Methodologies
1 227 (32.15%) Agile Software Development
2 215 (30.45%) Business Intelligence
3 146 (20.68%) Analytics
4 137 (19.41%) ETL
5 121 (17.14%) Data Architecture
6 94 (13.31%) Data Management
7 89 (12.61%) Data Analysis
8 85 (12.04%) Migration
9 79 (11.19%) Visualisation
10 77 (10.91%) Scrum
11 75 (10.62%) Problem-Solving
12 69 (9.77%) Stakeholder Management
13 68 (9.63%) Data Governance
14 65 (9.21%) Data Integration
15 62 (8.78%) DevOps
16 54 (7.65%) Requirements Gathering
17 48 (6.80%) Data Engineering
17 48 (6.80%) SDLC
18 46 (6.52%) Data Science
19 45 (6.37%) Logical Data Model
Programming Languages
1 287 (40.65%) SQL
2 149 (21.10%) Python
3 87 (12.32%) Java
4 36 (5.10%) JavaScript
5 31 (4.39%) PL/SQL
6 30 (4.25%) T-SQL
7 23 (3.26%) Scala
8 22 (3.12%) C#
9 17 (2.41%) R
9 17 (2.41%) Shell Script
10 16 (2.27%) Apex Code
10 16 (2.27%) Data Analysis Expressions (DAX)
11 14 (1.98%) PowerShell
12 10 (1.42%) Bash Shell
12 10 (1.42%) Kotlin
13 9 (1.27%) VBA
14 7 (0.99%) Perl
14 7 (0.99%) SPARQL
14 7 (0.99%) VB
15 6 (0.85%) TypeScript
Qualifications
1 80 (11.33%) Security Cleared
2 69 (9.77%) SC Cleared
3 26 (3.68%) Degree
4 15 (2.12%) TOGAF Certification
5 8 (1.13%) ISEB
6 7 (0.99%) DV Cleared
7 5 (0.71%) CTC Cleared
8 4 (0.57%) Computer Science Degree
9 3 (0.42%) Microsoft Certification
9 3 (0.42%) Numerate Degree
10 2 (0.28%) BPSS Clearance
11 1 (0.14%) ACCA
11 1 (0.14%) AWS Certification
11 1 (0.14%) CIPFA
11 1 (0.14%) Master's Degree
11 1 (0.14%) PhD
11 1 (0.14%) Postgraduate
Quality Assurance & Compliance
1 66 (9.35%) Data Quality
2 35 (4.96%) QA
3 18 (2.55%) GDPR
4 7 (0.99%) Dublin Core
5 3 (0.42%) IFRS
5 3 (0.42%) ISO/IEC 20000
6 2 (0.28%) ISO 20022
6 2 (0.28%) PMO
6 2 (0.28%) SLA
7 1 (0.14%) COREP
7 1 (0.14%) Cyber Essentials
7 1 (0.14%) Cyber Essentials PLUS
7 1 (0.14%) DICOM
7 1 (0.14%) JTAG
7 1 (0.14%) MiFID
7 1 (0.14%) NCSC
7 1 (0.14%) P3O
7 1 (0.14%) PCI DSS
7 1 (0.14%) Sarbanes-Oxley
7 1 (0.14%) Solvency II
System Software
1 23 (3.26%) Docker
2 22 (3.12%) HDFS
3 6 (0.85%) Oracle RAC
4 4 (0.57%) Active Directory
5 1 (0.14%) Apache Flume
5 1 (0.14%) VMware Infrastructure
Systems Management
1 11 (1.56%) Kubernetes
2 8 (1.13%) Terraform
3 6 (0.85%) HP Quality Center
4 5 (0.71%) Control-M
4 5 (0.71%) Hadoop YARN
5 4 (0.57%) Ansible
5 4 (0.57%) Enterprise Manager Cloud Control
5 4 (0.57%) Foglight
6 2 (0.28%) Data Guard
6 2 (0.28%) Oracle Enterprise Manager
6 2 (0.28%) Oracle RMAN
7 1 (0.14%) Puppet
7 1 (0.14%) Rancher
Vendors
1 107 (15.16%) Oracle
2 102 (14.45%) Microsoft
3 47 (6.66%) SAP
4 39 (5.52%) Salesforce.com
5 37 (5.24%) Databricks
5 37 (5.24%) Informatica
6 25 (3.54%) Sparx
7 24 (3.40%) Cloudera
8 21 (2.97%) Google
9 20 (2.83%) Talend
9 20 (2.83%) TIBCO
10 18 (2.55%) MuleSoft
11 16 (2.27%) Atlassian
12 14 (1.98%) webMethods
13 12 (1.70%) ServiceNow
14 11 (1.56%) Ab Initio
14 11 (1.56%) Remedy
15 10 (1.42%) Alteryx
15 10 (1.42%) Fiorano
15 10 (1.42%) Jitterbit