Period
to 30 May 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 30 May 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
30 May 2020
Same period 2019 Same period 2018
Rank 76 76 91
Rank change year-on-year 0 +15 -4
Contract jobs citing Data Modelling 624 1,375 1,280
As % of all contract jobs advertised in London 3.24% 3.43% 2.81%
As % of the Processes & Methodologies category 3.67% 3.84% 3.17%
Number of daily rates quoted 417 999 945
Median daily rate £525 £525 £525
10th Percentile £405 £388 £375
90th Percentile £680 £675 £688
England median daily rate £500 £500 £500
Number of hourly rates quoted 5 5 3
Median hourly rate £35.00 £35.00 £24.00
Median hourly rate % change year-on-year - +45.83% -29.41%
10th Percentile £33.50 £27.35 £19.17
90th Percentile £38.25 £44.00 £56.80
England median hourly rate £35.00 £35.00 £18.80
% change year-on-year - +86.22% -44.72%

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 17,007 35,770 40,410
As % of all contract IT jobs advertised in London 88.44% 89.11% 88.56%
Number of daily rates quoted 11,695 25,480 29,179
Median daily rate £525 £520 £500
Median daily rate % change year-on-year +0.96% +4.00% +5.26%
10th Percentile £325 £338 £325
90th Percentile £700 £675 £675
England median daily rate £475 £475 £463
% change year-on-year - +2.70% +2.78%
Number of hourly rates quoted 294 403 560
Median hourly rate £35.00 £25.50 £25.00
Median hourly rate % change year-on-year +37.25% +2.00% -
10th Percentile £15.00 £12.50 £14.00
90th Percentile £54.63 £53.75 £50.50
Median hourly rate £28.75 £25.00 £22.42
% change year-on-year +15.00% +11.51% -12.08%

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 May 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
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 May 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 +11 145 £525 - 16
West London +19 23 £520 +15.56% 7
South London +9 23 £475 -11.63% 1
East London +33 6 £452 +0.44%
North London +16 1 - -
Data Modelling
England

For the 6 months to 30 May 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.

1 292 (46.79%) SQL
2 234 (37.50%) Agile Software Development
3 194 (31.09%) Business Intelligence
4 174 (27.88%) Analytics
5 153 (24.52%) ETL
6 151 (24.20%) Finance
7 136 (21.79%) Data Warehouse
8 127 (20.35%) Python
9 126 (20.19%) SQL Server
10 121 (19.39%) Microsoft
11 119 (19.07%) Azure
12 108 (17.31%) AWS
13 96 (15.38%) Big Data
14 92 (14.74%) Data Architecture
15 91 (14.58%) Power BI
15 91 (14.58%) Power Platform
16 90 (14.42%) DevOps
17 84 (13.46%) Visualisation
17 84 (13.46%) Java
18 74 (11.86%) Data Analysis
18 74 (11.86%) JIRA
19 70 (11.22%) Analytical Skills
20 67 (10.74%) Relational Database
21 65 (10.42%) SQL Server Integration Services
21 65 (10.42%) Data Management
21 65 (10.42%) Oracle
22 63 (10.10%) Data Governance
23 62 (9.94%) Logical Data Model
23 62 (9.94%) XML
24 61 (9.78%) Microsoft Excel

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 44 (7.05%) Apache Spark
2 40 (6.41%) Confluence
3 26 (4.17%) WebLogic
4 16 (2.56%) SAS
5 13 (2.08%) Elasticsearch
6 9 (1.44%) SharePoint
6 9 (1.44%) Tomcat
7 7 (1.12%) CMS
8 5 (0.80%) Apache Airflow
9 4 (0.64%) Apache
9 4 (0.64%) EPiServer
9 4 (0.64%) WebSphere
10 3 (0.48%) Apache Pig
10 3 (0.48%) IBM Transformation Extender
10 3 (0.48%) IIS
10 3 (0.48%) Jupyter
10 3 (0.48%) Oracle Application Server
10 3 (0.48%) Oracle SOA Suite
10 3 (0.48%) Red Hat Fuse
10 3 (0.48%) Tornado
Applications
1 61 (9.78%) Microsoft Excel
2 12 (1.92%) Microsoft Office
3 6 (0.96%) Microsoft PowerPoint
4 4 (0.64%) Chatbot
4 4 (0.64%) Spreadsheet
5 3 (0.48%) MS Visio
5 3 (0.48%) SPSS
6 2 (0.32%) Microsoft Project
7 1 (0.16%) Stata
Business Applications
1 7 (1.12%) Sparx Enterprise Architect
2 6 (0.96%) Elite 3E
2 6 (0.96%) SAP Oil and Gas
3 5 (0.80%) SAP S/4HANA
4 4 (0.64%) Endur
4 4 (0.64%) Magento
4 4 (0.64%) Markit EDM
4 4 (0.64%) Shopify
5 3 (0.48%) PolarLake
5 3 (0.48%) SAP MDM
6 2 (0.32%) ION MarketView
6 2 (0.32%) NetSuite
6 2 (0.32%) SAP ERP
6 2 (0.32%) SAP PM
7 1 (0.16%) Dynamics CRM
7 1 (0.16%) Loan IQ
7 1 (0.16%) Misys Opics
7 1 (0.16%) Oracle ERP
7 1 (0.16%) Sage BI
7 1 (0.16%) SAP Hybris
Cloud Services
1 119 (19.07%) Azure
2 108 (17.31%) AWS
3 91 (14.58%) Power Platform
4 56 (8.97%) GCP
5 26 (4.17%) Azure Data Factory
6 15 (2.40%) PaaS
7 14 (2.24%) Amazon S3
8 13 (2.08%) IaaS
9 11 (1.76%) Amazon EMR
10 10 (1.60%) AWS Lambda
10 10 (1.60%) Slack
11 9 (1.44%) Serverless
12 8 (1.28%) SaaS
13 7 (1.12%) Amazon Glacier
13 7 (1.12%) Amazon Kinesis
13 7 (1.12%) Salesforce Sales Cloud
14 6 (0.96%) Amazon EC2
14 6 (0.96%) OpenShift
15 5 (0.80%) Force.com
15 5 (0.80%) Office 365
Communications & Networking
1 6 (0.96%) 5G
1 6 (0.96%) HTTP
2 3 (0.48%) Firewall
3 2 (0.32%) Broadband
3 2 (0.32%) DNS
3 2 (0.32%) Internet
3 2 (0.32%) SAN
3 2 (0.32%) Skype
4 1 (0.16%) LAN
4 1 (0.16%) PuTTY
4 1 (0.16%) Unified Communications
4 1 (0.16%) WAN
Database & Business Intelligence
1 136 (21.79%) Data Warehouse
2 126 (20.19%) SQL Server
3 96 (15.38%) Big Data
4 91 (14.58%) Power BI
5 67 (10.74%) Relational Database
6 65 (10.42%) SQL Server Integration Services
7 56 (8.97%) NoSQL
8 47 (7.53%) Data Lake
9 41 (6.57%) Hadoop
10 38 (6.09%) PostgreSQL
11 36 (5.77%) SQL Server Reporting Services
12 32 (5.13%) SQL Server Analysis Services
13 26 (4.17%) MySQL
14 23 (3.69%) Azure SQL Data Warehouse
15 22 (3.53%) Data Mining
16 21 (3.37%) QlikView
17 20 (3.21%) BigQuery
18 19 (3.04%) Azure SQL Database
19 18 (2.88%) Oracle Database
19 18 (2.88%) SQL Server 2016
Development Applications
1 74 (11.86%) JIRA
2 49 (7.85%) Git (software)
3 30 (4.81%) SQL Server Management Studio (SSMS)
4 25 (4.01%) Jenkins
5 18 (2.88%) Visual Studio
6 15 (2.40%) Maven
6 15 (2.40%) Team Foundation Server
7 13 (2.08%) ERwin
7 13 (2.08%) Visual Studio Team System
8 8 (1.28%) Atlassian Bamboo
9 7 (1.12%) Bitbucket
9 7 (1.12%) Gradle
10 6 (0.96%) CA Gen
10 6 (0.96%) Toad
11 5 (0.80%) Ant
11 5 (0.80%) ER Studio
11 5 (0.80%) GitLab
11 5 (0.80%) PowerDesigner
12 4 (0.64%) Eclipse
12 4 (0.64%) TeamCity
General
1 151 (24.20%) Finance
2 44 (7.05%) Banking
3 35 (5.61%) Public Sector
4 23 (3.69%) Investment Banking
4 23 (3.69%) Retail
5 21 (3.37%) Legal
6 20 (3.21%) Marketing
6 20 (3.21%) Telecoms
7 13 (2.08%) Back Office
8 12 (1.92%) Front Office
8 12 (1.92%) Law
8 12 (1.92%) Manufacturing
8 12 (1.92%) Pharmaceutical
9 7 (1.12%) Billing
10 5 (0.80%) Publishing
11 2 (0.32%) Electronics
11 2 (0.32%) Financial Institution
12 1 (0.16%) Games
12 1 (0.16%) Military
12 1 (0.16%) Retail Banking
Job Titles
1 152 (24.36%) Developer
2 145 (23.24%) Architect
3 97 (15.54%) Analyst
4 84 (13.46%) Data Architect
5 80 (12.82%) Data Engineer
6 58 (9.29%) Data Analyst
7 44 (7.05%) Business Analyst
8 42 (6.73%) Data Modeller
9 35 (5.61%) Consultant
9 35 (5.61%) SQL Developer
10 31 (4.97%) Business Intelligence Developer
11 23 (3.69%) Solutions Architect
12 22 (3.53%) Power BI Developer
12 22 (3.53%) Python Engineer
13 18 (2.88%) Data Business Analyst
13 18 (2.88%) Java Developer
14 17 (2.72%) ETL Developer
15 16 (2.56%) AWS Engineer
15 16 (2.56%) Senior Developer
16 14 (2.24%) Lead Architect
Libraries, Frameworks & Software Standards
1 62 (9.94%) XML
2 43 (6.89%) Web Services
3 31 (4.97%) REST
4 25 (4.01%) J2EE
4 25 (4.01%) Spring
5 24 (3.85%) Kafka
6 23 (3.69%) JSON
7 21 (3.37%) HTML
8 19 (3.04%) CSS
9 17 (2.72%) .NET
10 16 (2.56%) Middleware
10 16 (2.56%) PySpark
11 15 (2.40%) Spring Boot
12 12 (1.92%) Node.js
13 11 (1.76%) RESTful
13 11 (1.76%) XML Schema
14 10 (1.60%) ASP.NET Web Forms
14 10 (1.60%) SOAP
14 10 (1.60%) TensorFlow
15 9 (1.44%) Elastic Stack
Miscellaneous
1 70 (11.22%) Analytical Skills
2 37 (5.93%) Data Structures
3 25 (4.01%) Management Information System
4 22 (3.53%) Replication
5 16 (2.56%) Greenfield Project
6 15 (2.40%) Reference Data
7 13 (2.08%) Credit Risk
7 13 (2.08%) User Experience
8 11 (1.76%) Reinsurance
9 10 (1.60%) Taxonomies
10 9 (1.44%) Algorithms
11 8 (1.28%) Fixed Income
11 8 (1.28%) FMCG
11 8 (1.28%) Self-Motivation
12 6 (0.96%) Enterprise Software
13 5 (0.80%) Cloud Native
13 5 (0.80%) Equities
13 5 (0.80%) NHS
13 5 (0.80%) Private Cloud
13 5 (0.80%) Public Cloud
Operating Systems
1 35 (5.61%) Unix
2 32 (5.13%) Linux
3 11 (1.76%) Windows
4 8 (1.28%) Ubuntu
5 5 (0.80%) Oracle Linux
5 5 (0.80%) Red Hat Enterprise Linux
5 5 (0.80%) Solaris
6 3 (0.48%) Windows 10
6 3 (0.48%) Windows XP
7 1 (0.16%) Apple iOS
7 1 (0.16%) Debian
Processes & Methodologies
1 234 (37.50%) Agile Software Development
2 194 (31.09%) Business Intelligence
3 174 (27.88%) Analytics
4 153 (24.52%) ETL
5 92 (14.74%) Data Architecture
6 90 (14.42%) DevOps
7 84 (13.46%) Visualisation
8 74 (11.86%) Data Analysis
9 65 (10.42%) Data Management
10 63 (10.10%) Data Governance
11 62 (9.94%) Logical Data Model
12 54 (8.65%) Migration
13 53 (8.49%) Physical Data Model
13 53 (8.49%) SDLC
14 52 (8.33%) Data Science
15 49 (7.85%) Validation
16 48 (7.69%) Scrum
17 46 (7.37%) Data Visualisation
18 44 (7.05%) Machine Learning
19 42 (6.73%) Stakeholder Management
Programming Languages
1 292 (46.79%) SQL
2 127 (20.35%) Python
3 84 (13.46%) Java
4 45 (7.21%) T-SQL
5 38 (6.09%) Scala
6 31 (4.97%) PowerShell
7 30 (4.81%) JavaScript
8 29 (4.65%) PL/SQL
9 24 (3.85%) R
10 21 (3.37%) Data Analysis Expressions (DAX)
11 16 (2.56%) Shell Script
12 13 (2.08%) Perl
12 13 (2.08%) Ruby
13 12 (1.92%) C#
14 9 (1.44%) Bash Shell
14 9 (1.44%) C
15 8 (1.28%) Apex Code
15 8 (1.28%) VBA
16 6 (0.96%) PHP
17 5 (0.80%) C++
Qualifications
1 59 (9.46%) Security Cleared
2 50 (8.01%) SC Cleared
3 23 (3.69%) Degree
4 6 (0.96%) BPSS Clearance
5 5 (0.80%) DV Cleared
6 4 (0.64%) CISM
7 3 (0.48%) Computer Science Degree
7 3 (0.48%) DBS Check
8 2 (0.32%) Master's Degree
8 2 (0.32%) MCDBA
8 2 (0.32%) Microsoft Certification
8 2 (0.32%) TOGAF Certification
9 1 (0.16%) AWS Certification
9 1 (0.16%) CTC Cleared
9 1 (0.16%) ISEB
9 1 (0.16%) ISEB Practitioner
9 1 (0.16%) Numerate Degree
9 1 (0.16%) OCPJP
9 1 (0.16%) PRINCE2 Practitioner
Quality Assurance & Compliance
1 48 (7.69%) Data Quality
2 32 (5.13%) GDPR
3 31 (4.97%) QA
4 30 (4.81%) IFRS
5 16 (2.56%) Solvency II
6 8 (1.28%) ISO/IEC 20000
7 5 (0.80%) Basel III
8 4 (0.64%) COBIT
9 3 (0.48%) Government Security Classifications
9 3 (0.48%) NCSC
9 3 (0.48%) PMO
10 1 (0.16%) COREP
10 1 (0.16%) FINREP
10 1 (0.16%) IFRS 9
10 1 (0.16%) ISO/IEC 27001
10 1 (0.16%) Sarbanes-Oxley
10 1 (0.16%) SLA
10 1 (0.16%) WCAG
System Software
1 27 (4.33%) Docker
2 9 (1.44%) Oracle RAC
3 2 (0.32%) Active Directory
4 1 (0.16%) Apache ZooKeeper
4 1 (0.16%) Oracle Clusterware
4 1 (0.16%) VMware Infrastructure
Systems Management
1 26 (4.17%) Kubernetes
2 9 (1.44%) Data Guard
2 9 (1.44%) Oracle RMAN
3 8 (1.28%) Ansible
4 7 (1.12%) Kibana
5 6 (0.96%) logstash
5 6 (0.96%) Puppet
5 6 (0.96%) Terraform
6 4 (0.64%) CFEngine
6 4 (0.64%) HP SiteScope
6 4 (0.64%) Nagios
6 4 (0.64%) Opscode Chef
6 4 (0.64%) SCCM
7 3 (0.48%) Oracle Enterprise Manager
7 3 (0.48%) Oracle Statspack
7 3 (0.48%) ZABBIX
8 2 (0.32%) HP Quality Center
8 2 (0.32%) Kubeflow
9 1 (0.16%) Galera Cluster
9 1 (0.16%) Marathon
Vendors
1 121 (19.39%) Microsoft
2 65 (10.42%) Oracle
3 50 (8.01%) Tableau
4 45 (7.21%) SAP
5 37 (5.93%) Informatica
6 31 (4.97%) Google
7 20 (3.21%) Alteryx
8 17 (2.72%) Talend
8 17 (2.72%) webMethods
9 16 (2.56%) IBM
10 14 (2.24%) Databricks
10 14 (2.24%) Salesforce.com
11 13 (2.08%) BEA
11 13 (2.08%) Cloudera
12 11 (1.76%) Ab Initio
13 9 (1.44%) Sparx
13 9 (1.44%) Teradata
14 8 (1.28%) HP
14 8 (1.28%) Pega
14 8 (1.28%) Red Hat