Job Vacancy Trend Daily Rate Trend Daily Rate Histogram Hourly Rate Trend Hourly Rate Histogram Job Locations Skill Sets
Period
to 19 October 2021

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 19 October 2021 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
19 Oct 2021		 Same period 2020 Same period 2019
Rank 57 69 79
Rank change year-on-year +12 +10 +35
Contract jobs citing Data Modelling 1,515 530 1,185
As % of all contract jobs advertised in London 4.24% 3.81% 3.23%
As % of the Processes & Methodologies category 4.64% 4.27% 3.64%
Number of daily rates quoted 1,040 325 846
10th Percentile £402 £375 £400
25th Percentile £463 £438 £454
Median daily rate (50th Percentile) £550 £525 £525
Median % change year-on-year +4.76% - -0.57%
75th Percentile £675 £638 £613
90th Percentile £738 £700 £698
England median daily rate £535 £500 £500
% change year-on-year +7.00% - -
Number of hourly rates quoted 12 4 3
10th Percentile " £42.48 £18.45
25th Percentile £8.00 £51.81 £30.75
Median hourly rate £40.88 £59.50 £52.50
Median % change year-on-year -31.30% +13.33% +16.67%
75th Percentile £58.38 £61.19 £53.75
90th Percentile £64.60 £61.53 "
England median hourly rate £32.50 £55.00 £52.50
% change year-on-year -40.91% +4.76% +27.27%

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 32,632 12,424 32,597
As % of all contract IT jobs advertised in London 91.34% 89.28% 88.99%
Number of daily rates quoted 23,538 8,939 23,826
10th Percentile £365 £323 £325
25th Percentile £460 £413 £413
Median daily rate (50th Percentile) £550 £510 £513
Median % change year-on-year +7.84% -0.49% +2.50%
75th Percentile £650 £615 £600
90th Percentile £738 £713 £688
England median daily rate £520 £475 £475
% change year-on-year +9.47% - +1.60%
Number of hourly rates quoted 282 101 379
10th Percentile £15.00 £15.00 £12.04
25th Percentile £20.12 £20.50 £15.50
Median hourly rate £35.00 £34.53 £22.50
Median % change year-on-year +1.36% +53.47% +12.50%
75th Percentile £53.75 £43.00 £43.75
90th Percentile £65.00 £52.50 £52.50
England median hourly rate £24.36 £25.33 £22.50
% change year-on-year -3.83% +12.58% +12.50%

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 19 October 2021.

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 19 October 2021.

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 19 October 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
Contract
IT Job Ads		 Median
Daily Rate
Past 6 Months		 Median Daily Rate
% Change
on Same Period
Last Year		 Live
Job
Vacancies
Central London -10 146 £550 +15.79% 86
West London -9 28 £500 -18.70% 12
South London +5 11 £575 +35.29% 5
East London - 9 £650 - 27
North London 0 1 £350 -44.00% 4
Data Modelling
England

For the 6 months to 19 October 2021, 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.

1 644 (42.51%) SQL
2 445 (29.37%) Agile Software Development
3 443 (29.24%) Analytics
4 409 (27.00%) Azure
5 398 (26.27%) Finance
6 377 (24.88%) Social Skills
7 372 (24.55%) Business Intelligence
8 369 (24.36%) Data Warehouse
9 321 (21.19%) Python
10 309 (20.40%) ETL
11 244 (16.11%) Data Analysis
12 239 (15.78%) Analytical Skills
13 237 (15.64%) AWS
14 233 (15.38%) Data Architecture
15 224 (14.79%) Power Platform
16 220 (14.52%) Big Data
17 219 (14.46%) Power BI
18 207 (13.66%) DevOps
19 203 (13.40%) Migration
20 200 (13.20%) Banking
21 197 (13.00%) Microsoft
22 193 (12.74%) Data Lake
23 186 (12.28%) Data Management
23 186 (12.28%) Data Quality
24 176 (11.62%) Apache Spark
25 170 (11.22%) Visualisation
26 163 (10.76%) Java
27 161 (10.63%) Scrum
27 161 (10.63%) Problem-Solving
28 159 (10.50%) 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
1 176 (11.62%) Apache Spark
2 63 (4.16%) Confluence
3 35 (2.31%) Apache
4 34 (2.24%) Apache Airflow
5 23 (1.52%) Elasticsearch
6 21 (1.39%) SAS
7 18 (1.19%) SharePoint
8 11 (0.73%) WebLogic
9 10 (0.66%) CMS
10 8 (0.53%) Oracle SOA Suite
11 6 (0.40%) BizTalk Server
12 4 (0.26%) Luigi
12 4 (0.26%) Tomcat
13 3 (0.20%) Adobe Experience Manager
13 3 (0.20%) ArcGIS
13 3 (0.20%) IIS
13 3 (0.20%) Mule
13 3 (0.20%) WebSphere
14 2 (0.13%) Drupal
14 2 (0.13%) Oracle Workflow
Applications
1 74 (4.88%) Microsoft Excel
2 29 (1.91%) Microsoft Office
3 28 (1.85%) MS Visio
4 25 (1.65%) Microsoft PowerPoint
5 6 (0.40%) Microsoft Project
5 6 (0.40%) PTC Creo
6 5 (0.33%) Chatbot
6 5 (0.33%) Spreadsheet
7 4 (0.26%) Windchill
8 2 (0.13%) Adobe Creative Suite
8 2 (0.13%) InVision
8 2 (0.13%) Sketch
9 1 (0.066%) AutoCAD
9 1 (0.066%) SPSS
Business Applications
1 22 (1.45%) Sparx Enterprise Architect
2 15 (0.99%) Dynamics CRM
3 13 (0.86%) SAP Oil and Gas
4 9 (0.59%) SAP Hybris
5 7 (0.46%) Salesforce.com CRM
6 6 (0.40%) Oracle ERP
6 6 (0.40%) Teamcenter
7 5 (0.33%) Markit EDM
7 5 (0.33%) SAP S/4HANA
8 4 (0.26%) Dynamics AX
8 4 (0.26%) NetSuite
9 3 (0.20%) Endur
9 3 (0.20%) Loan IQ
9 3 (0.20%) Maximo
10 2 (0.13%) Workfront
11 1 (0.066%) Dynamics NAV
11 1 (0.066%) PeopleSoft HCM
11 1 (0.066%) SAP BRIM
11 1 (0.066%) SAP CAR
11 1 (0.066%) Unica
Cloud Services
1 409 (27.00%) Azure
2 237 (15.64%) AWS
3 224 (14.79%) Power Platform
4 116 (7.66%) Azure Data Factory
5 80 (5.28%) GCP
6 76 (5.02%) Azure Synapse Analytics
7 54 (3.56%) Serverless
8 42 (2.77%) Amazon S3
8 42 (2.77%) GitHub
9 37 (2.44%) Collibra
10 36 (2.38%) PaaS
11 29 (1.91%) AWS Lambda
12 27 (1.78%) SaaS
13 26 (1.72%) Dynamics 365
14 24 (1.58%) Snowflake
15 22 (1.45%) Azure Cosmos DB
15 22 (1.45%) Azure Functions
16 21 (1.39%) PowerApps
17 20 (1.32%) Azure Logic Apps
18 18 (1.19%) OpenShift
Communications & Networking
1 15 (0.99%) HTTP
2 12 (0.79%) FTP
3 4 (0.26%) FIX Connectivity
4 3 (0.20%) Intranet
4 3 (0.20%) Network Security
4 3 (0.20%) SMS
5 2 (0.13%) Broadband
5 2 (0.13%) LAN
5 2 (0.13%) SAN
5 2 (0.13%) WAN
6 1 (0.066%) DECT
6 1 (0.066%) DKIM
6 1 (0.066%) DMARC
6 1 (0.066%) Internet
6 1 (0.066%) MQTT
6 1 (0.066%) Multicast
6 1 (0.066%) SSH
6 1 (0.066%) UPnP
6 1 (0.066%) Wi-Fi
6 1 (0.066%) X.509
Database & Business Intelligence
1 369 (24.36%) Data Warehouse
2 220 (14.52%) Big Data
3 219 (14.46%) Power BI
4 193 (12.74%) Data Lake
5 149 (9.83%) Metadata
6 148 (9.77%) SQL Server
7 115 (7.59%) Hadoop
8 104 (6.86%) Tableau
9 96 (6.34%) Relational Database
10 82 (5.41%) SQL Server Integration Services
11 73 (4.82%) NoSQL
12 64 (4.22%) Apache Hive
13 61 (4.03%) Azure SQL Database
14 51 (3.37%) RDBMS
15 48 (3.17%) SQL Server Analysis Services
16 41 (2.71%) Amazon Redshift
17 38 (2.51%) BigQuery
17 38 (2.51%) Data Mining
17 38 (2.51%) MongoDB
18 37 (2.44%) PostgreSQL
Development Applications
1 125 (8.25%) JIRA
2 120 (7.92%) Git (software)
3 84 (5.54%) PowerDesigner
4 76 (5.02%) ERwin
5 68 (4.49%) Jenkins
6 34 (2.24%) GitLab
7 27 (1.78%) Visual Studio
8 25 (1.65%) ER Studio
9 24 (1.58%) Hudson
10 21 (1.39%) Team Foundation Server
10 21 (1.39%) TeamCity
11 18 (1.19%) Bitbucket
12 17 (1.12%) Atlassian Bamboo
13 14 (0.92%) Maven
14 13 (0.86%) JUnit
15 11 (0.73%) Selenium
16 10 (0.66%) kappa
16 10 (0.66%) Subversion
16 10 (0.66%) Toad
17 7 (0.46%) Visual Studio Team System
General
1 398 (26.27%) Finance
2 377 (24.88%) Social Skills
3 239 (15.78%) Analytical Skills
4 200 (13.20%) Banking
5 85 (5.61%) Investment Banking
6 74 (4.88%) Marketing
7 71 (4.69%) Presentation Skills
8 55 (3.63%) Telecoms
9 50 (3.30%) Public Sector
10 43 (2.84%) Retail
11 37 (2.44%) Front Office
12 31 (2.05%) Influencing Skills
12 31 (2.05%) Manufacturing
13 26 (1.72%) Electronics
14 23 (1.52%) Pharmaceutical
15 18 (1.19%) Advertising
15 18 (1.19%) Law
15 18 (1.19%) Publishing
16 17 (1.12%) Retail Banking
17 15 (0.99%) Documentation Skills
Job Titles
1 401 (26.47%) Architect
2 286 (18.88%) Data Architect
3 251 (16.57%) Developer
4 238 (15.71%) Analyst
5 230 (15.18%) Data Engineer
6 159 (10.50%) Data Modeller
7 124 (8.18%) Data Analyst
8 119 (7.85%) Business Analyst
9 106 (7.00%) Solutions Architect
10 67 (4.42%) Consultant
11 54 (3.56%) Azure Architect
12 53 (3.50%) Business Intelligence Developer
13 43 (2.84%) Azure Engineer
14 40 (2.64%) Data Business Analyst
15 39 (2.57%) Senior Data Engineer
16 37 (2.44%) Power BI Developer
17 27 (1.78%) Big Data Engineer
17 27 (1.78%) Senior Developer
18 23 (1.52%) Data Scientist
19 22 (1.45%) Salesforce Architect
Libraries, Frameworks & Software Standards
1 87 (5.74%) Kafka
2 83 (5.48%) PySpark
3 80 (5.28%) JSON
4 75 (4.95%) XML
5 69 (4.55%) REST
6 45 (2.97%) Web Services
7 39 (2.57%) Spring
8 36 (2.38%) RESTful
8 36 (2.38%) SOAP
9 34 (2.24%) HTML
10 32 (2.11%) Node.js
11 30 (1.98%) .NET
12 27 (1.78%) React
13 23 (1.52%) Spring Boot
14 20 (1.32%) GraphQL
14 20 (1.32%) pytest
15 17 (1.12%) AngularJS
15 17 (1.12%) CSS
16 15 (0.99%) Spark Streaming
17 14 (0.92%) Pandas
Miscellaneous
1 64 (4.22%) Reference Data
2 56 (3.70%) Management Information System
2 56 (3.70%) Virtual Team
3 54 (3.56%) Data Structures
4 43 (2.84%) User Experience
5 30 (1.98%) Self-Motivation
6 29 (1.91%) Algorithms
7 28 (1.85%) Cloud Native
8 22 (1.45%) Enterprise Software
9 20 (1.32%) Equities
10 19 (1.25%) Taxonomies
11 15 (0.99%) Greenfield Project
12 14 (0.92%) Data Centre
12 14 (0.92%) Social Media
13 13 (0.86%) Fixed Income
14 12 (0.79%) Clustering
15 11 (0.73%) Analytical Mindset
15 11 (0.73%) Credit Risk
15 11 (0.73%) Derivative
16 10 (0.66%) NHS
Operating Systems
1 30 (1.98%) Unix
2 23 (1.52%) Linux
3 15 (0.99%) Windows
4 3 (0.20%) VMS
5 2 (0.13%) Windows Server 2012
6 1 (0.066%) Android
6 1 (0.066%) Apple iOS
6 1 (0.066%) OpenWrt
6 1 (0.066%) Windows 10
Processes & Methodologies
1 445 (29.37%) Agile Software Development
2 443 (29.24%) Analytics
3 372 (24.55%) Business Intelligence
4 309 (20.40%) ETL
5 244 (16.11%) Data Analysis
6 233 (15.38%) Data Architecture
7 207 (13.66%) DevOps
8 203 (13.40%) Migration
9 186 (12.28%) Data Management
10 170 (11.22%) Visualisation
11 161 (10.63%) Problem-Solving
11 161 (10.63%) Scrum
12 159 (10.50%) Logical Data Model
13 154 (10.17%) Data Integration
14 153 (10.10%) Stakeholder Management
15 148 (9.77%) Data Governance
16 141 (9.31%) Data Migration
16 141 (9.31%) Physical Data Model
17 138 (9.11%) Master Data Management
18 131 (8.65%) Data Engineering
Programming Languages
1 644 (42.51%) SQL
2 321 (21.19%) Python
3 163 (10.76%) Java
4 80 (5.28%) Scala
5 65 (4.29%) T-SQL
6 63 (4.16%) JavaScript
7 56 (3.70%) C#
8 45 (2.97%) R
9 37 (2.44%) Data Analysis Expressions (DAX)
10 33 (2.18%) PL/SQL
11 21 (1.39%) C++
11 21 (1.39%) VB
12 20 (1.32%) C
12 20 (1.32%) TypeScript
13 16 (1.06%) Apex Code
14 15 (0.99%) PowerShell
15 10 (0.66%) CQL
15 10 (0.66%) Go
15 10 (0.66%) Perl
16 8 (0.53%) SPARQL
Qualifications
1 101 (6.67%) Degree
2 64 (4.22%) Security Cleared
3 52 (3.43%) SC Cleared
4 28 (1.85%) Computer Science Degree
5 8 (0.53%) ISEB
5 8 (0.53%) Numerate Degree
6 7 (0.46%) Microsoft Certification
7 4 (0.26%) MBA
7 4 (0.26%) TOGAF Certification
8 3 (0.20%) ISTQB Foundation Certification
8 3 (0.20%) ITIL Certification
8 3 (0.20%) Master's Degree
8 3 (0.20%) Postgraduate
9 2 (0.13%) AWS Certification
9 2 (0.13%) BPSS Clearance
9 2 (0.13%) DV Cleared
9 2 (0.13%) SAS Certification
10 1 (0.066%) CFA
10 1 (0.066%) CTC Cleared
10 1 (0.066%) GSEC
Quality Assurance & Compliance
1 186 (12.28%) Data Quality
2 53 (3.50%) QA
3 51 (3.37%) GDPR
4 16 (1.06%) IFRS
5 15 (0.99%) MiFID
6 10 (0.66%) Dodd-Frank
6 10 (0.66%) EMIR
6 10 (0.66%) SLA
7 6 (0.40%) ISO 20022
8 5 (0.33%) Accessibility
9 4 (0.26%) PMO
9 4 (0.26%) Sarbanes-Oxley
10 3 (0.20%) Basel II
10 3 (0.20%) IFRS 9
10 3 (0.20%) Solvency II
11 2 (0.13%) GMP
11 2 (0.13%) SNOMED CT
11 2 (0.13%) WCAG
12 1 (0.066%) HL7
12 1 (0.066%) ISO/IEC 20000
System Software
1 38 (2.51%) Docker
2 14 (0.92%) HDFS
3 6 (0.40%) Apache ZooKeeper
4 3 (0.20%) Active Directory
5 2 (0.13%) Virtual Desktop
6 1 (0.066%) Oracle RAC
Systems Management
1 42 (2.77%) Kubernetes
2 34 (2.24%) Ansible
3 12 (0.79%) Hadoop YARN
4 10 (0.66%) Kibana
5 8 (0.53%) Control-M
6 7 (0.46%) Microsoft Intune
7 6 (0.40%) Terraform
8 4 (0.26%) Grafana
9 3 (0.20%) Core Impact
9 3 (0.20%) Single Sign-On
10 2 (0.13%) Ambari
10 2 (0.13%) Consul
10 2 (0.13%) Kubeflow
10 2 (0.13%) logstash
11 1 (0.066%) Data Guard
11 1 (0.066%) Mesos
11 1 (0.066%) Oracle RMAN
11 1 (0.066%) Prometheus
11 1 (0.066%) Puppet
11 1 (0.066%) ZABBIX
Vendors
1 197 (13.00%) Microsoft
2 153 (10.10%) Databricks
3 132 (8.71%) Salesforce.com
4 105 (6.93%) Oracle
5 104 (6.86%) SAP
6 80 (5.28%) BiZZdesign
7 57 (3.76%) Informatica
8 54 (3.56%) Google
9 48 (3.17%) IBM
10 44 (2.90%) Sparx
11 39 (2.57%) Cloudera
12 27 (1.78%) Hortonworks
13 22 (1.45%) Teradata
14 21 (1.39%) MuleSoft
15 18 (1.19%) Alteryx
16 17 (1.12%) Remedy
17 15 (0.99%) Salesforce Marketing Cloud
17 15 (0.99%) ServiceNow
18 13 (0.86%) hybris
19 9 (0.59%) Splunk