Period
to

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 27 June 2022 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
27 Jun 2022
Same period 2021 Same period 2020
Rank 82 72 63
Rank change year-on-year -10 -9 +6
Contract jobs citing Data Modelling 60 44 60
As % of all contract jobs advertised in the East of England 2.39% 2.28% 2.96%
As % of the Processes & Methodologies category 2.86% 2.67% 3.56%
Number of daily rates quoted 34 27 35
10th Percentile £408 £211 £378
25th Percentile £411 £313 £388
Median daily rate (50th Percentile) £478 £425 £463
Median % change year-on-year +12.35% -8.11% -7.50%
75th Percentile £738 £518 £584
90th Percentile - £558 £600
England median daily rate £575 £525 £500
% change year-on-year +9.52% +5.00% -
Number of hourly rates quoted 0 4 0
Median hourly rate - £19.93 -
England median hourly rate £60.50 £22.89 £50.00
% change year-on-year +164.31% -54.22% +30.72%

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 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 2,098 1,648 1,685
As % of all contract IT jobs advertised in the East of England 83.69% 85.21% 83.21%
Number of daily rates quoted 1,267 923 1,040
10th Percentile £212 £158 £250
25th Percentile £363 £296 £362
Median daily rate (50th Percentile) £475 £425 £450
Median % change year-on-year +11.76% -5.56% -
75th Percentile £588 £526 £525
90th Percentile £675 £600 £600
England median daily rate £550 £500 £480
% change year-on-year +10.00% +4.17% +1.05%
Number of hourly rates quoted 295 202 86
10th Percentile £13.25 £12.25 £13.00
25th Percentile £15.25 £13.25 £15.00
Median hourly rate £24.00 £18.44 £22.82
Median % change year-on-year +30.17% -19.20% +30.40%
75th Percentile £53.75 £35.00 £48.38
90th Percentile £60.00 £50.45 £59.38
England median hourly rate £27.73 £24.29 £22.61
% change year-on-year +14.19% +7.41% -1.70%

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 27 June 2022.

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 27 June 2022. 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
Jobs
Hertfordshire 0 17 £725 +75.76% 17
Bedfordshire 0 14 £420 -11.11% 1
Essex -3 13 £428 +99.07% 1
Cambridgeshire -23 11 £415 -16.16% 12
Suffolk -7 3 £550 +41.94%
Norfolk - 2 £725 - 2
Data Modelling
England

For the 6 months to 27 June 2022, 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 26 (43.33%) SQL
1 26 (43.33%) Azure
1 26 (43.33%) Analytics
2 25 (41.67%) JIRA
3 24 (40.00%) Agile
4 23 (38.33%) Business Intelligence
5 22 (36.67%) Power BI
5 22 (36.67%) Power Platform
6 21 (35.00%) Data Analytics
7 19 (31.67%) Jenkins
7 19 (31.67%) GCP
7 19 (31.67%) Python
7 19 (31.67%) AWS
8 18 (30.00%) Data Warehouse
9 17 (28.33%) Data Science
10 16 (26.67%) Data Engineering
10 16 (26.67%) DevOps
10 16 (26.67%) Apache Spark
10 16 (26.67%) Confluence
11 15 (25.00%) ETL
11 15 (25.00%) CI/CD
12 14 (23.33%) Microsoft
12 14 (23.33%) Visualisation
12 14 (23.33%) QA
12 14 (23.33%) Kafka
13 13 (21.67%) User Stories
13 13 (21.67%) SAS
14 12 (20.00%) BusinessObjects
14 12 (20.00%) Informatica
14 12 (20.00%) Unix

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 16 (26.67%) Apache Spark
1 16 (26.67%) Confluence
2 13 (21.67%) SAS
3 5 (8.33%) Jupyter
4 3 (5.00%) Apache
5 2 (3.33%) Apache Airflow
Applications
1 1 (1.67%) Microsoft Office
1 1 (1.67%) SPSS
Business Applications
1 3 (5.00%) SAP S/4HANA
1 3 (5.00%) Sparx Enterprise Architect
Cloud Services
1 26 (43.33%) Azure
2 22 (36.67%) Power Platform
3 19 (31.67%) AWS
3 19 (31.67%) GCP
4 11 (18.33%) Tricentis Tosca
5 7 (11.67%) Amazon SageMaker
5 7 (11.67%) Azure DevOps
5 7 (11.67%) Slack
5 7 (11.67%) Snowflake
6 5 (8.33%) Amazon EMR
6 5 (8.33%) AWS Lambda
6 5 (8.33%) Serverless
7 4 (6.67%) Azure Data Factory
7 4 (6.67%) Collibra
8 2 (3.33%) Amazon Kinesis
8 2 (3.33%) Azure Synapse Analytics
9 1 (1.67%) Azure Machine Learning
9 1 (1.67%) dbt
9 1 (1.67%) Power Automate
Communications & Networking
1 1 (1.67%) Internet
Database & Business Intelligence
1 22 (36.67%) Power BI
2 18 (30.00%) Data Warehouse
3 12 (20.00%) Amazon RDS
3 12 (20.00%) Amazon Redshift
3 12 (20.00%) BusinessObjects
3 12 (20.00%) MySQL
3 12 (20.00%) Pentaho
4 11 (18.33%) Impala
5 8 (13.33%) Parquet
5 8 (13.33%) Tableau
6 7 (11.67%) Elasticsearch
7 6 (10.00%) Data Lake
7 6 (10.00%) NoSQL
7 6 (10.00%) Relational Database
7 6 (10.00%) Triplestore
8 4 (6.67%) QlikView
8 4 (6.67%) SQL Server
9 3 (5.00%) Big Data
9 3 (5.00%) SQL Server Integration Services
9 3 (5.00%) SQL Server Reporting Services
Development Applications
1 25 (41.67%) JIRA
2 19 (31.67%) Jenkins
3 12 (20.00%) Bitbucket
3 12 (20.00%) GitLab
4 11 (18.33%) Zephyr
5 7 (11.67%) CircleCI
6 2 (3.33%) Git (software)
6 2 (3.33%) MLflow
6 2 (3.33%) RStudio
6 2 (3.33%) SQL Server Management Studio (SSMS)
7 1 (1.67%) Bugzilla
7 1 (1.67%) Gerrit
General
1 11 (18.33%) Analytical Skills
2 10 (16.67%) Social Skills
3 7 (11.67%) Publishing
4 5 (8.33%) Pharmaceutical
4 5 (8.33%) Public Sector
5 2 (3.33%) Finance
5 2 (3.33%) French Language
5 2 (3.33%) Influencing Skills
5 2 (3.33%) Law
6 1 (1.67%) Billing
6 1 (1.67%) Manufacturing
Job Titles
1 24 (40.00%) Analyst
2 9 (15.00%) Business Analyst
2 9 (15.00%) QA Analyst
2 9 (15.00%) QA Test Analyst
2 9 (15.00%) Test Analyst
3 7 (11.67%) Data Engineer
3 7 (11.67%) DataOps Engineer
3 7 (11.67%) DevOps Engineer
3 7 (11.67%) Senior DevOps
3 7 (11.67%) Senior DevOps Engineer
4 5 (8.33%) Data Analyst
4 5 (8.33%) Data Scientist
5 4 (6.67%) Developer
5 4 (6.67%) Operations Engineer
5 4 (6.67%) Senior Data Engineer
6 3 (5.00%) Architect
6 3 (5.00%) QA Leader
6 3 (5.00%) SAP PS Team Leader
6 3 (5.00%) Senior Operations Engineer
6 3 (5.00%) Test Leader
Libraries, Frameworks & Software Standards
1 14 (23.33%) Kafka
2 7 (11.67%) JWT
2 7 (11.67%) OAuth
2 7 (11.67%) OAuth2
2 7 (11.67%) Shiny
3 5 (8.33%) NLTK
3 5 (8.33%) NumPy
3 5 (8.33%) Pandas
3 5 (8.33%) SciPy
3 5 (8.33%) TensorFlow
4 2 (3.33%) Django
4 2 (3.33%) Flask
4 2 (3.33%) RabbitMQ
4 2 (3.33%) Spark Streaming
4 2 (3.33%) Spring
5 1 (1.67%) HTML
5 1 (1.67%) R2RML
5 1 (1.67%) XML
Miscellaneous
1 7 (11.67%) Cloud Native
2 3 (5.00%) Data Structures
3 2 (3.33%) Reference Data
4 1 (1.67%) Algorithms
4 1 (1.67%) Data Centre
4 1 (1.67%) Data Protection Act
4 1 (1.67%) Hybrid Cloud
4 1 (1.67%) IoT
4 1 (1.67%) Management Information System
4 1 (1.67%) NHS
4 1 (1.67%) Semantic Web
4 1 (1.67%) Smartphone
4 1 (1.67%) Taxonomies
4 1 (1.67%) User Experience
Operating Systems
1 12 (20.00%) Unix
Processes & Methodologies
1 26 (43.33%) Analytics
2 24 (40.00%) Agile
3 23 (38.33%) Business Intelligence
4 21 (35.00%) Data Analytics
5 17 (28.33%) Data Science
6 16 (26.67%) Data Engineering
6 16 (26.67%) DevOps
7 15 (25.00%) CI/CD
7 15 (25.00%) ETL
8 14 (23.33%) Visualisation
9 13 (21.67%) User Stories
10 12 (20.00%) Data Virtualisation
10 12 (20.00%) Migration
10 12 (20.00%) Stakeholder Management
11 11 (18.33%) Data Management
11 11 (18.33%) Data Migration
11 11 (18.33%) Data Visualisation
11 11 (18.33%) Test Automation
11 11 (18.33%) Test Scripting
11 11 (18.33%) Use Case
Programming Languages
1 26 (43.33%) SQL
2 19 (31.67%) Python
3 12 (20.00%) PL/SQL
4 11 (18.33%) R
5 8 (13.33%) Scala
6 7 (11.67%) C++
6 7 (11.67%) Go
7 4 (6.67%) T-SQL
8 1 (1.67%) MATLAB
Qualifications
1 12 (20.00%) ISTQB
1 12 (20.00%) ISTQB Foundation Certification
2 7 (11.67%) PhD
3 6 (10.00%) Degree
4 4 (6.67%) Security Cleared
5 3 (5.00%) SC Cleared
6 1 (1.67%) AWS Certification
6 1 (1.67%) Master's Degree
Quality Assurance & Compliance
1 14 (23.33%) QA
2 3 (5.00%) Data Quality
3 2 (3.33%) GDPR
4 1 (1.67%) DICOM
4 1 (1.67%) HL7
Systems Management
1 12 (20.00%) Ansible
2 9 (15.00%) Kubernetes
3 2 (3.33%) Control-M
Vendors
1 14 (23.33%) Microsoft
2 12 (20.00%) Informatica
2 12 (20.00%) Oracle
2 12 (20.00%) Talend
3 3 (5.00%) SAP
3 3 (5.00%) Sparx
4 2 (3.33%) Databricks
4 2 (3.33%) MapR
5 1 (1.67%) Atlassian
5 1 (1.67%) Cognos
5 1 (1.67%) InterSystems
5 1 (1.67%) Perforce
5 1 (1.67%) Workday