Period
to 28 May 2020

The following table provides summary statistics for contract job vacancies advertised in England 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 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
UK > England
6 months to
28 May 2020
Same period 2019 Same period 2018
Rank 68 86 100
Rank change year-on-year +18 +14 -5
Contract jobs citing Data Modelling 1,402 2,391 2,312
As % of all contract jobs advertised in England 3.35% 2.88% 2.51%
As % of the Processes & Methodologies category 3.90% 3.29% 2.88%
Number of daily rates quoted 923 1,622 1,591
Median daily rate £500 £500 £500
10th Percentile £366 £369 £358
90th Percentile £675 £650 £650
UK median daily rate £500 £500 £500
Number of hourly rates quoted 28 6 17
Median hourly rate £35.00 £30.75 £18.80
Median hourly rate % change year-on-year +13.82% +63.61% -44.72%
10th Percentile £32.13 £21.38 £12.25
90th Percentile £50.00 £42.50 £45.00
UK median hourly rate £35.00 £35.00 £20.00
% change year-on-year - +75.00% -52.94%

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 England with a requirement for process or methodology skills.

All Process and Methodology Skills
England
Contract vacancies with a requirement for process or methodology skills 35,937 72,687 80,249
As % of all contract IT jobs advertised in England 85.76% 87.62% 87.08%
Number of daily rates quoted 22,983 48,377 53,276
Median daily rate £475 £475 £463
Median daily rate % change year-on-year - +2.70% +2.78%
10th Percentile £300 £306 £300
90th Percentile £675 £650 £638
UK median daily rate £475 £475 £450
% change year-on-year - +5.56% +2.86%
Number of hourly rates quoted 1,188 1,876 2,125
Median hourly rate £28.00 £24.91 £22.00
Median hourly rate % change year-on-year +12.40% +13.23% -13.73%
10th Percentile £12.75 £12.00 £11.18
90th Percentile £53.00 £52.50 £50.00
Median hourly rate £29.88 £24.83 £22.00
% change year-on-year +20.31% +12.88% -13.73%

Data Modelling
Job Vacancy Trend in England

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

Job vacancy trend for Data Modelling in England

Data Modelling
Contractor Daily Rate Trend in England

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

Daily rate trend for Data Modelling in England

Data Modelling
Daily Rate Histogram in England

Daily rate distribution for jobs citing Data Modelling in England over the 6 months to 28 May 2020.

Daily rate histogram for Data Modelling in England

Data Modelling
Contractor Hourly Rate Trend in England

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

Hourly rate trend for Data Modelling in England

Data Modelling
Hourly Rate Histogram in England

Hourly rate distribution of jobs citing Data Modelling in England over the 6 months to 28 May 2020.

Hourly rate histogram for Data Modelling in England

Data Modelling
Contract Job Locations in England

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 England region over the 6 months to 28 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
London +1 627 £525 - 60
South East +58 344 £500 +5.26% 29
Midlands +29 128 £445 -1.11% 11
North of England +27 124 £495 +4.21% 25
South West +55 92 £525 +10.53% 12
West Midlands +16 84 £450 +1.12% 4
East of England -1 70 £475 -5.00% 13
North West -7 52 £465 -5.34% 17
Yorkshire +40 45 £534 +25.59% 3
East Midlands +47 43 £390 -13.33% 7
North East +34 26 £490 -2.00% 5
Data Modelling
UK

For the 6 months to 28 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 England region with a requirement for Data Modelling.

1 611 (43.58%) SQL
2 512 (36.52%) Agile Software Development
3 475 (33.88%) Business Intelligence
4 380 (27.10%) Analytics
5 337 (24.04%) ETL
6 292 (20.83%) Data Warehouse
7 276 (19.69%) Azure
8 265 (18.90%) Microsoft
9 251 (17.90%) Finance
10 247 (17.62%) Power Platform
11 245 (17.48%) Power BI
12 233 (16.62%) Data Architecture
13 224 (15.98%) Python
14 216 (15.41%) DevOps
15 207 (14.76%) SQL Server
16 202 (14.41%) Big Data
17 197 (14.05%) Visualisation
17 197 (14.05%) Data Analysis
18 196 (13.98%) Oracle
19 188 (13.41%) AWS
20 181 (12.91%) Analytical Skills
21 176 (12.55%) Java
22 173 (12.34%) Security Cleared
23 167 (11.91%) Data Management
24 158 (11.27%) JIRA
25 153 (10.91%) SC Cleared
26 148 (10.56%) Scrum
27 146 (10.41%) Migration
28 144 (10.27%) SQL Server Integration Services
29 142 (10.13%) Data Science

Data Modelling
Co-occurring IT Skills in England 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
1 111 (7.92%) Apache Spark
2 104 (7.42%) Confluence
3 58 (4.14%) WebLogic
4 29 (2.07%) Apache
5 28 (2.00%) SAS
6 22 (1.57%) Elasticsearch
6 22 (1.57%) SharePoint
7 12 (0.86%) Tomcat
8 11 (0.78%) CMS
9 8 (0.57%) OpenStack
9 8 (0.57%) Oracle SOA Suite
10 7 (0.50%) SAP Portal
11 6 (0.43%) Apache Airflow
11 6 (0.43%) Jupyter
12 5 (0.36%) BizTalk Server
12 5 (0.36%) EPiServer
13 4 (0.29%) ArcGIS
13 4 (0.29%) WebSphere
14 3 (0.21%) IIS
14 3 (0.21%) Oracle Application Server
Applications
1 99 (7.06%) Microsoft Excel
2 47 (3.35%) Microsoft Office
3 12 (0.86%) MS Visio
4 10 (0.71%) Microsoft PowerPoint
5 6 (0.43%) Spreadsheet
6 5 (0.36%) Microsoft Project
7 4 (0.29%) Chatbot
8 3 (0.21%) SPSS
9 2 (0.14%) InVision
9 2 (0.14%) Photoshop
9 2 (0.14%) Sketch
10 1 (0.071%) Stata
Business Applications
1 17 (1.21%) Sparx Enterprise Architect
2 15 (1.07%) Oracle EBS
3 13 (0.93%) SAP S/4HANA
4 12 (0.86%) Dynamics CRM
4 12 (0.86%) Oracle Payroll
5 8 (0.57%) Oracle ERP
6 7 (0.50%) SAP ERP
6 7 (0.50%) SAP Oil and Gas
7 6 (0.43%) Dynamics AX
7 6 (0.43%) Elite 3E
7 6 (0.43%) Salesforce.com CRM
7 6 (0.43%) SAP MDM
7 6 (0.43%) SAP PSCD
8 4 (0.29%) Endur
8 4 (0.29%) Magento
8 4 (0.29%) Markit EDM
8 4 (0.29%) NetSuite
8 4 (0.29%) SAP MDG
8 4 (0.29%) Shopify
9 3 (0.21%) Remedy ITSM
Cloud Services
1 276 (19.69%) Azure
2 247 (17.62%) Power Platform
3 188 (13.41%) AWS
4 73 (5.21%) GCP
5 49 (3.50%) Azure Data Factory
6 46 (3.28%) PaaS
7 35 (2.50%) IaaS
8 29 (2.07%) Amazon S3
9 26 (1.85%) PowerApps
10 23 (1.64%) SaaS
11 21 (1.50%) Amazon EMR
12 16 (1.14%) Dynamics 365
12 16 (1.14%) Serverless
13 15 (1.07%) Amazon Kinesis
13 15 (1.07%) AWS Lambda
13 15 (1.07%) Office 365
14 12 (0.86%) Power Automate
15 11 (0.78%) Amazon Glacier
15 11 (0.78%) Cloud Computing
16 10 (0.71%) Slack
Communications & Networking
1 13 (0.93%) HTTP
2 7 (0.50%) 5G
3 6 (0.43%) FTP
4 5 (0.36%) Skype
5 4 (0.29%) DNS
5 4 (0.29%) Internet
6 3 (0.21%) Firewall
7 2 (0.14%) 2G
7 2 (0.14%) 3G
7 2 (0.14%) 4G
7 2 (0.14%) Broadband
7 2 (0.14%) Radio Access Network
7 2 (0.14%) SAN
7 2 (0.14%) SMTP
7 2 (0.14%) SNMP
7 2 (0.14%) VLAN
8 1 (0.071%) LTE
8 1 (0.071%) MVNO
8 1 (0.071%) SIGTRAN
8 1 (0.071%) Unified Communications
Database & Business Intelligence
1 292 (20.83%) Data Warehouse
2 245 (17.48%) Power BI
3 207 (14.76%) SQL Server
4 202 (14.41%) Big Data
5 144 (10.27%) SQL Server Integration Services
6 127 (9.06%) Data Lake
7 122 (8.70%) Hadoop
7 122 (8.70%) Relational Database
8 94 (6.70%) NoSQL
9 73 (5.21%) SQL Server Reporting Services
10 60 (4.28%) Apache Hive
11 59 (4.21%) PostgreSQL
12 55 (3.92%) MySQL
13 54 (3.85%) SQL Server Analysis Services
14 51 (3.64%) QlikView
15 46 (3.28%) BusinessObjects
16 42 (3.00%) Data Mining
17 38 (2.71%) Amazon Redshift
18 35 (2.50%) MongoDB
18 35 (2.50%) Oracle Database
Development Applications
1 158 (11.27%) JIRA
2 94 (6.70%) Git (software)
3 52 (3.71%) Jenkins
4 38 (2.71%) Maven
5 36 (2.57%) Visual Studio
6 33 (2.35%) Bitbucket
7 31 (2.21%) SQL Server Management Studio (SSMS)
8 30 (2.14%) ERwin
9 21 (1.50%) Toad
10 19 (1.36%) Sonatype Nexus
11 17 (1.21%) Team Foundation Server
12 16 (1.14%) Gradle
13 14 (1.00%) IBM UrbanCode
13 14 (1.00%) Oracle Forms
14 13 (0.93%) Visual Studio Team System
15 12 (0.86%) Oracle APEX
16 11 (0.78%) Eclipse
17 10 (0.71%) ER Studio
18 8 (0.57%) Atlassian Bamboo
18 8 (0.57%) JUnit
General
1 251 (17.90%) Finance
2 115 (8.20%) Public Sector
3 56 (3.99%) Banking
4 43 (3.07%) Retail
5 41 (2.92%) Marketing
6 37 (2.64%) Legal
7 34 (2.43%) Telecoms
8 23 (1.64%) Investment Banking
9 22 (1.57%) Pharmaceutical
10 18 (1.28%) Manufacturing
11 16 (1.14%) Law
12 14 (1.00%) Front Office
13 13 (0.93%) Back Office
13 13 (0.93%) Publishing
14 10 (0.71%) Electronics
15 9 (0.64%) Billing
16 7 (0.50%) Automotive
17 4 (0.29%) Financial Institution
18 3 (0.21%) Aerospace
18 3 (0.21%) General Ledger
Job Titles
1 363 (25.89%) Developer
2 318 (22.68%) Architect
3 252 (17.97%) Analyst
4 193 (13.77%) Data Architect
5 148 (10.56%) Data Engineer
6 132 (9.42%) Business Analyst
7 103 (7.35%) Data Analyst
8 92 (6.56%) Business Intelligence Developer
9 75 (5.35%) Data Modeller
10 69 (4.92%) Consultant
11 53 (3.78%) SQL Developer
12 52 (3.71%) Solutions Architect
13 45 (3.21%) Power BI Developer
14 43 (3.07%) Data Business Analyst
15 39 (2.78%) Java Developer
16 34 (2.43%) Data Scientist
17 30 (2.14%) DevOps Engineer
18 28 (2.00%) Enterprise Architect
18 28 (2.00%) Technical Architect
19 27 (1.93%) Big Data Engineer
Libraries, Frameworks & Software Standards
1 104 (7.42%) XML
2 67 (4.78%) Kafka
3 63 (4.49%) J2EE
4 58 (4.14%) Web Services
5 56 (3.99%) REST
6 45 (3.21%) JSON
7 42 (3.00%) Spring
8 38 (2.71%) .NET
9 31 (2.21%) HTML
10 29 (2.07%) CSS
11 26 (1.85%) Middleware
12 25 (1.78%) Spring Boot
13 24 (1.71%) SOAP
14 20 (1.43%) Node.js
14 20 (1.43%) PySpark
15 17 (1.21%) XML Schema
15 17 (1.21%) XSD
16 15 (1.07%) RESTful
17 14 (1.00%) AngularJS
18 13 (0.93%) Oracle Fusion
Miscellaneous
1 181 (12.91%) Analytical Skills
2 74 (5.28%) Data Structures
3 65 (4.64%) Management Information System
4 49 (3.50%) Reference Data
5 33 (2.35%) User Experience
6 28 (2.00%) Algorithms
7 27 (1.93%) Greenfield Project
8 26 (1.85%) Self-Motivation
9 24 (1.71%) Replication
10 23 (1.64%) Public Cloud
10 23 (1.64%) Taxonomies
11 19 (1.36%) Enterprise Software
12 18 (1.28%) Credit Risk
13 15 (1.07%) NHS
14 12 (0.86%) Data Centre
14 12 (0.86%) FMCG
15 11 (0.78%) Reinsurance
16 8 (0.57%) Fixed Income
16 8 (0.57%) W3C
17 7 (0.50%) Mobile App
Operating Systems
1 65 (4.64%) Windows
2 61 (4.35%) Unix
3 43 (3.07%) Linux
4 19 (1.36%) VMS
5 8 (0.57%) Red Hat Enterprise Linux
5 8 (0.57%) Ubuntu
6 7 (0.50%) Oracle Linux
7 6 (0.43%) AIX
8 5 (0.36%) Solaris
9 3 (0.21%) Apple iOS
9 3 (0.21%) Windows 10
9 3 (0.21%) Windows XP
9 3 (0.21%) zOS
10 2 (0.14%) Android
11 1 (0.071%) Debian
11 1 (0.071%) OS/390
11 1 (0.071%) OS/400
11 1 (0.071%) VME
11 1 (0.071%) Windows NT
11 1 (0.071%) Windows Vista
Processes & Methodologies
1 512 (36.52%) Agile Software Development
2 475 (33.88%) Business Intelligence
3 380 (27.10%) Analytics
4 337 (24.04%) ETL
5 233 (16.62%) Data Architecture
6 216 (15.41%) DevOps
7 197 (14.05%) Data Analysis
7 197 (14.05%) Visualisation
8 167 (11.91%) Data Management
9 148 (10.56%) Scrum
10 146 (10.41%) Migration
11 142 (10.13%) Data Science
12 128 (9.13%) Logical Data Model
13 122 (8.70%) Data Governance
13 122 (8.70%) Data Visualisation
14 115 (8.20%) Stakeholder Management
15 107 (7.63%) Project Delivery
16 102 (7.28%) SDLC
17 92 (6.56%) Data Migration
17 92 (6.56%) Problem-Solving
Programming Languages
1 611 (43.58%) SQL
2 224 (15.98%) Python
3 176 (12.55%) Java
4 103 (7.35%) Scala
5 77 (5.49%) T-SQL
6 74 (5.28%) PL/SQL
7 60 (4.28%) PowerShell
8 47 (3.35%) JavaScript
9 44 (3.14%) R
10 40 (2.85%) Data Analysis Expressions (DAX)
10 40 (2.85%) Shell Script
11 34 (2.43%) C
12 32 (2.28%) C#
13 25 (1.78%) Perl
14 24 (1.71%) Bash Shell
15 23 (1.64%) ABAP
16 21 (1.50%) VBA
17 15 (1.07%) Ruby
18 11 (0.78%) Go
19 8 (0.57%) Apex Code
Qualifications
1 173 (12.34%) Security Cleared
2 153 (10.91%) SC Cleared
3 85 (6.06%) Degree
4 23 (1.64%) BPSS Clearance
5 19 (1.36%) Computer Science Degree
6 12 (0.86%) CISM
7 11 (0.78%) DV Cleared
8 9 (0.64%) Microsoft Certification
9 7 (0.50%) DBS Check
10 6 (0.43%) Postgraduate
11 4 (0.29%) TOGAF Certification
12 3 (0.21%) ACCA
12 3 (0.21%) CIMA
12 3 (0.21%) ISEB
13 2 (0.14%) AWS Certification
13 2 (0.14%) CISSP
13 2 (0.14%) Master's Degree
13 2 (0.14%) MCDBA
13 2 (0.14%) PMI Certification
14 1 (0.071%) Numerate Degree
Quality Assurance & Compliance
1 105 (7.49%) Data Quality
2 50 (3.57%) GDPR
3 47 (3.35%) QA
4 32 (2.28%) IFRS
5 16 (1.14%) Solvency II
6 13 (0.93%) COBIT
7 8 (0.57%) ISO/IEC 20000
8 6 (0.43%) PMO
9 5 (0.36%) Basel III
9 5 (0.36%) HL7
9 5 (0.36%) ISO/IEC 27001
10 4 (0.29%) CDISC
11 3 (0.21%) Government Security Classifications
11 3 (0.21%) NCSC
11 3 (0.21%) SLA
11 3 (0.21%) WCAG
12 2 (0.14%) Disclosure Scotland
13 1 (0.071%) DICOM
13 1 (0.071%) IFRS 9
13 1 (0.071%) Sarbanes-Oxley
System Software
1 37 (2.64%) Docker
2 35 (2.50%) HDFS
3 20 (1.43%) Virtual Machines
4 11 (0.78%) Apache Flume
5 9 (0.64%) Oracle RAC
6 8 (0.57%) NFS
7 3 (0.21%) Active Directory
8 2 (0.14%) VMware Infrastructure
9 1 (0.071%) Apache ZooKeeper
9 1 (0.071%) Oracle Clusterware
Systems Management
1 37 (2.64%) Kubernetes
2 22 (1.57%) Hadoop YARN
3 11 (0.78%) Data Guard
4 10 (0.71%) Ansible
5 9 (0.64%) Oracle RMAN
6 7 (0.50%) Kibana
7 6 (0.43%) logstash
7 6 (0.43%) Puppet
7 6 (0.43%) SCCM
7 6 (0.43%) Terraform
8 5 (0.36%) Opscode Chef
9 4 (0.29%) CFEngine
9 4 (0.29%) HP SiteScope
9 4 (0.29%) Nagios
10 3 (0.21%) Oracle Enterprise Manager
10 3 (0.21%) Oracle Statspack
10 3 (0.21%) ZABBIX
11 2 (0.14%) Cisco CUCM
11 2 (0.14%) HP Quality Center
11 2 (0.14%) NetIQ Identity Manager
Vendors
1 265 (18.90%) Microsoft
2 196 (13.98%) Oracle
3 114 (8.13%) SAP
4 106 (7.56%) Tableau
5 92 (6.56%) Informatica
6 48 (3.42%) Talend
7 47 (3.35%) webMethods
8 43 (3.07%) BEA
9 42 (3.00%) Google
10 40 (2.85%) IBM
10 40 (2.85%) Salesforce.com
11 32 (2.28%) Cloudera
12 23 (1.64%) Sparx
13 22 (1.57%) Alteryx
13 22 (1.57%) Databricks
14 18 (1.28%) Adobe
14 18 (1.28%) Hortonworks
15 16 (1.14%) MicroStrategy
16 14 (1.00%) Cognos
16 14 (1.00%) Teradata