Period
to 19 January 2021

The following table provides summary statistics for contract job vacancies advertised in the East of 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 19 January 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 > East of England
6 months to
19 Jan 2021
Same period 2020 Same period 2019
Rank 49 73 70
Rank change year-on-year +24 -3 +4
Contract jobs citing Data Modelling 45 92 143
As % of all contract jobs advertised in the East of England 3.10% 2.60% 3.21%
As % of the Processes & Methodologies category 3.75% 3.11% 3.73%
Number of daily rates quoted 36 54 79
Median daily rate £475 £496 £500
Median daily rate % change year-on-year -4.28% -0.75% +11.11%
10th Percentile £325 £400 £377
90th Percentile £663 £618 £608
England median daily rate £500 £500 £500
Number of hourly rates quoted 1 4 1
Median hourly rate £13.91 £52.50 £40.00
Median hourly rate % change year-on-year -73.50% +31.25% +100.00%
England median hourly rate £54.12 £52.50 £19.50
% change year-on-year +3.08% +169.23% -45.15%

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 the East of England with a requirement for process or methodology skills.

All Process and Methodology Skills
East of England
Contract vacancies with a requirement for process or methodology skills 1,199 2,954 3,829
As % of all contract IT jobs advertised in the East of England 82.58% 83.38% 86.01%
Number of daily rates quoted 686 1,788 2,300
Median daily rate £425 £425 £450
Median daily rate % change year-on-year - -5.56% +5.88%
10th Percentile £200 £206 £250
90th Percentile £588 £600 £588
England median daily rate £475 £475 £475
Number of hourly rates quoted 121 190 181
Median hourly rate £33.50 £17.75 £17.70
Median hourly rate % change year-on-year +88.73% +0.28% -35.64%
10th Percentile £13.00 £11.17 £11.17
90th Percentile £50.00 £50.00 £50.50
Median hourly rate £26.81 £20.79 £21.76
% change year-on-year +28.93% -4.46% -0.14%

Data Modelling
Job Vacancy Trend in the East of England

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

Job vacancy trend for Data Modelling in the East of England

Data Modelling
Contractor Daily Rate Trend in the East of England

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

Daily rate trend for Data Modelling in the East of England

Data Modelling
Daily Rate Histogram in the East of England

Daily rate distribution for jobs citing Data Modelling in the East of England over the 6 months to 19 January 2021.

Daily rate histogram for Data Modelling in the East of England

Data Modelling
Contractor Hourly Rate Trend in the East of England

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

Hourly rate trend for Data Modelling in the East of England

Data Modelling
Contract Job Locations in the East of 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 East of England region over the 6 months to 19 January 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
Essex +12 15 £333 -17.39% 2
Cambridgeshire +22 13 £550 +10.00% 2
Hertfordshire +23 12 £500 +4.44% 6
Suffolk - 4 £450 -
Bedfordshire +10 1 £350 -30.00%
Data Modelling
England

For the 6 months to 19 January 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 East of England region with a requirement for Data Modelling.

1 20 (44.44%) SQL
1 20 (44.44%) Agile Software Development
2 18 (40.00%) Scrum
3 16 (35.56%) ETL
4 13 (28.89%) Pentaho
5 12 (26.67%) Migration
5 12 (26.67%) Data Migration
6 11 (24.44%) Unix
7 10 (22.22%) Configuration Management
8 9 (20.00%) Oracle
9 8 (17.78%) Data Analysis
9 8 (17.78%) Security Cleared
10 7 (15.56%) Data Warehouse
10 7 (15.56%) Business Intelligence
11 6 (13.33%) MS Visio
11 6 (13.33%) Microsoft Excel
11 6 (13.33%) Data Management
11 6 (13.33%) Finance
11 6 (13.33%) JIRA
11 6 (13.33%) SC Cleared
11 6 (13.33%) Test Strategy
12 5 (11.11%) Process Improvement
12 5 (11.11%) Reference Data
12 5 (11.11%) Product Management
12 5 (11.11%) Conceptual Models
12 5 (11.11%) Taxonomies
12 5 (11.11%) E-Commerce
12 5 (11.11%) XML
12 5 (11.11%) SAP
12 5 (11.11%) Salesforce.com

Data Modelling
Co-occurring IT Skills in the East of 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 4 (8.89%) CMS
1 4 (8.89%) Headless CMS
2 1 (2.22%) Apache
2 1 (2.22%) Apache Spark
2 1 (2.22%) Confluence
2 1 (2.22%) Elasticsearch
2 1 (2.22%) Oracle Workflow
2 1 (2.22%) WebLogic
2 1 (2.22%) WebSphere
2 1 (2.22%) WebSphere Application Server
Applications
1 6 (13.33%) Microsoft Excel
1 6 (13.33%) MS Visio
2 4 (8.89%) OmniGraffle
2 4 (8.89%) Spreadsheet
3 2 (4.44%) Microsoft Office
3 2 (4.44%) Microsoft PowerPoint
Business Applications
1 3 (6.67%) SAP S/4HANA
2 2 (4.44%) Remedy ITSM
3 1 (2.22%) SAP SD
3 1 (2.22%) Sparx Enterprise Architect
Cloud Services
1 4 (8.89%) Power Platform
2 3 (6.67%) Azure
3 2 (4.44%) Cloud Computing
4 1 (2.22%) Amazon ECS
4 1 (2.22%) Amazon S3
4 1 (2.22%) Amazon SQS
4 1 (2.22%) Apigee
4 1 (2.22%) AWS
4 1 (2.22%) AWS CloudFormation
4 1 (2.22%) AWS Fargate
4 1 (2.22%) AWS Lambda
4 1 (2.22%) Serverless
4 1 (2.22%) Taleo
Communications & Networking
1 1 (2.22%) DECT
1 1 (2.22%) IPv4
1 1 (2.22%) IPv6
1 1 (2.22%) Multicast
1 1 (2.22%) PPP
1 1 (2.22%) UPnP
1 1 (2.22%) Wi-Fi
Database & Business Intelligence
1 13 (28.89%) Pentaho
2 7 (15.56%) Data Warehouse
3 4 (8.89%) Power BI
3 4 (8.89%) Relational Database
4 3 (6.67%) Hadoop
4 3 (6.67%) MySQL
4 3 (6.67%) RDBMS
4 3 (6.67%) SQL Server
5 2 (4.44%) Apache Hive
5 2 (4.44%) BusinessObjects
5 2 (4.44%) Impala
5 2 (4.44%) Oracle BI EE
5 2 (4.44%) Oracle BI Publisher
5 2 (4.44%) Oracle Reports
5 2 (4.44%) Parquet
5 2 (4.44%) Qlik Sense
5 2 (4.44%) Spotfire
5 2 (4.44%) Tableau
6 1 (2.22%) Amazon Redshift
6 1 (2.22%) Enterprise Data Warehouse
Development Applications
1 6 (13.33%) JIRA
2 3 (6.67%) ER Studio
2 3 (6.67%) ERwin
3 2 (4.44%) Git (software)
3 2 (4.44%) Postman
4 1 (2.22%) CA Gen
4 1 (2.22%) GDB
4 1 (2.22%) GitLab
4 1 (2.22%) Subversion
General
1 6 (13.33%) Finance
2 4 (8.89%) Pharmaceutical
3 3 (6.67%) Retail
4 1 (2.22%) Billing
4 1 (2.22%) Games
4 1 (2.22%) Manufacturing
4 1 (2.22%) Marketing
4 1 (2.22%) Public Sector
4 1 (2.22%) Telecoms
Job Titles
1 13 (28.89%) Analyst
2 12 (26.67%) Developer
3 10 (22.22%) Architect
4 8 (17.78%) Information Architect
5 7 (15.56%) Data Analyst
6 4 (8.89%) Pentaho Developer
6 4 (8.89%) Test Analyst
7 2 (4.44%) Administrator
7 2 (4.44%) Cloud Administrator
7 2 (4.44%) Consultant
7 2 (4.44%) Data Architect
7 2 (4.44%) Data Engineer
7 2 (4.44%) ETL Developer
7 2 (4.44%) Salesforce Developer
7 2 (4.44%) Software Engineer
7 2 (4.44%) Systems Administrator
7 2 (4.44%) Unix Developer
8 1 (2.22%) Java Developer
8 1 (2.22%) Product Manager
8 1 (2.22%) Software Development Engineer
Libraries, Frameworks & Software Standards
1 5 (11.11%) XML
2 4 (8.89%) REST
3 3 (6.67%) JSON
4 2 (4.44%) J2EE
4 2 (4.44%) Oracle Fusion
4 2 (4.44%) Spring
4 2 (4.44%) Visualforce
4 2 (4.44%) Web Services
5 1 (2.22%) Ajax
5 1 (2.22%) CSS
5 1 (2.22%) EJB
5 1 (2.22%) GraphQL
5 1 (2.22%) HTML
5 1 (2.22%) JPA
5 1 (2.22%) jQuery
5 1 (2.22%) JSP
5 1 (2.22%) Lambda Expressions
5 1 (2.22%) Node.js
5 1 (2.22%) Struts
5 1 (2.22%) Swagger
Miscellaneous
1 5 (11.11%) Reference Data
1 5 (11.11%) Taxonomies
2 4 (8.89%) User Experience
3 2 (4.44%) Analytical Skills
3 2 (4.44%) CMDB
3 2 (4.44%) Data Centre
3 2 (4.44%) Data Structures
3 2 (4.44%) Mainframe
3 2 (4.44%) Management Information System
3 2 (4.44%) VSAM
4 1 (2.22%) Embedded Systems
4 1 (2.22%) FMCG
4 1 (2.22%) Life Science
4 1 (2.22%) Reinsurance
4 1 (2.22%) Semantic Web
4 1 (2.22%) Virtual Team
Operating Systems
1 11 (24.44%) Unix
2 2 (4.44%) VME
3 1 (2.22%) Linux
3 1 (2.22%) OpenWrt
Processes & Methodologies
1 20 (44.44%) Agile Software Development
2 18 (40.00%) Scrum
3 16 (35.56%) ETL
4 12 (26.67%) Data Migration
4 12 (26.67%) Migration
5 10 (22.22%) Configuration Management
6 8 (17.78%) Data Analysis
7 7 (15.56%) Business Intelligence
8 6 (13.33%) Data Management
8 6 (13.33%) Test Strategy
9 5 (11.11%) Conceptual Models
9 5 (11.11%) E-Commerce
9 5 (11.11%) Process Improvement
9 5 (11.11%) Product Management
10 4 (8.89%) Analytics
10 4 (8.89%) Logical Data Model
10 4 (8.89%) Master Data Management
10 4 (8.89%) Metadata Management
10 4 (8.89%) Software Engineering
10 4 (8.89%) Visualisation
Programming Languages
1 20 (44.44%) SQL
2 4 (8.89%) Java
3 3 (6.67%) Python
4 2 (4.44%) Apex Code
4 2 (4.44%) Shell Script
4 2 (4.44%) SOQL
5 1 (2.22%) Bash Shell
5 1 (2.22%) C
5 1 (2.22%) COBOL
5 1 (2.22%) Perl
5 1 (2.22%) PL/SQL
5 1 (2.22%) R
5 1 (2.22%) Scala
5 1 (2.22%) SHACL
5 1 (2.22%) SPARQL
5 1 (2.22%) TypeScript
Qualifications
1 8 (17.78%) Security Cleared
2 6 (13.33%) SC Cleared
3 4 (8.89%) ISEB
3 4 (8.89%) ISTQB
3 4 (8.89%) ISTQB Foundation Certification
4 3 (6.67%) Degree
5 2 (4.44%) Computer Science Degree
Quality Assurance & Compliance
1 3 (6.67%) CDISC
2 1 (2.22%) Data Quality
2 1 (2.22%) JTAG
2 1 (2.22%) Sarbanes-Oxley
System Software
1 2 (4.44%) HDFS
2 1 (2.22%) Apache ZooKeeper
2 1 (2.22%) Docker
Systems Management
1 1 (2.22%) Kubernetes
1 1 (2.22%) Oozie
Vendors
1 9 (20.00%) Oracle
2 5 (11.11%) Salesforce.com
2 5 (11.11%) SAP
3 3 (6.67%) Microsoft
4 2 (4.44%) BMC
4 2 (4.44%) Cloudera
4 2 (4.44%) Remedy
5 1 (2.22%) BEA
5 1 (2.22%) Informatica
5 1 (2.22%) Pega
5 1 (2.22%) Sparx
5 1 (2.22%) StreamSets
5 1 (2.22%) webMethods