Period
to 24 January 2022

The following table provides summary statistics for contract job vacancies advertised in the East Midlands 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 24 January 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 Midlands
6 months to
24 Jan 2022
Same period 2021 Same period 2020
Rank 73 46 52
Rank change year-on-year -27 +6 +18
Contract jobs citing Data Modelling 28 24 66
As % of all contract jobs advertised in the East Midlands 1.88% 3.06% 3.90%
As % of the Processes & Methodologies category 2.27% 3.77% 4.78%
Number of daily rates quoted 12 11 34
10th Percentile £428 £363 £352
25th Percentile £459 £370 £363
Median daily rate (50th Percentile) £525 £460 £475
Median % change year-on-year +14.13% -3.16% +5.56%
75th Percentile £639 £488 £550
90th Percentile £681 £495 £584
England median daily rate £550 £500 £500
% change year-on-year +10.00% - -
Number of hourly rates quoted 0 2 0
Median hourly rate - £40.50 -
England median hourly rate £32.75 £53.23 £52.50
% change year-on-year -38.47% +1.39% +169.23%

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 Midlands with a requirement for process or methodology skills.

All Process and Methodology Skills
East Midlands
Contract vacancies with a requirement for process or methodology skills 1,233 637 1,380
As % of all contract IT jobs advertised in the East Midlands 82.59% 81.15% 81.61%
Number of daily rates quoted 929 391 768
10th Percentile £210 £213 £238
25th Percentile £345 £319 £313
Median daily rate (50th Percentile) £425 £400 £400
Median % change year-on-year +6.25% - -2.32%
75th Percentile £515 £488 £488
90th Percentile £600 £575 £575
England median daily rate £525 £475 £475
% change year-on-year +10.53% - -
Number of hourly rates quoted 69 25 85
10th Percentile £8.94 £9.21 £11.07
25th Percentile £9.75 £11.07 £11.61
Median hourly rate £15.38 £16.00 £16.20
Median % change year-on-year -3.88% -1.23% +11.72%
75th Percentile £20.00 £43.75 £21.50
90th Percentile £36.60 £47.50 £46.46
England median hourly rate £25.50 £26.72 £20.50
% change year-on-year -4.57% +30.34% -5.79%

Data Modelling
Job Vacancy Trend in the East Midlands

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

Job vacancy trend for Data Modelling in the East Midlands

Data Modelling
Contractor Daily Rate Trend in the East Midlands

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

Daily rate trend for Data Modelling in the East Midlands

Data Modelling
Daily Rate Histogram in the East Midlands

Daily rate distribution for jobs citing Data Modelling in the East Midlands over the 6 months to 24 January 2022.

Daily rate histogram for Data Modelling in the East Midlands

Data Modelling
Contractor Hourly Rate Trend in the East Midlands

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

Hourly rate trend for Data Modelling in the East Midlands

Data Modelling
Contract Job Locations in the East Midlands

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 Midlands region over the 6 months to 24 January 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
Nottinghamshire -17 17 £572 +40.68% 4
Derbyshire +2 8 £538 -
Northamptonshire -23 2 £375 -20.55% 1
Lincolnshire - 1 £500 -
Data Modelling
England

For the 6 months to 24 January 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 Midlands region with a requirement for Data Modelling.

1 14 (50.00%) Social Skills
2 13 (46.43%) Finance
3 12 (42.86%) Agile Software Development
3 12 (42.86%) ETL
3 12 (42.86%) Data Quality
4 9 (32.14%) Data Governance
4 9 (32.14%) Data Analysis
5 8 (28.57%) Business Intelligence
5 8 (28.57%) Microsoft
6 7 (25.00%) Informatica
6 7 (25.00%) SQL
6 7 (25.00%) Data Warehouse
6 7 (25.00%) Scrum
6 7 (25.00%) Master Data Management
7 5 (17.86%) SAP
7 5 (17.86%) Aerospace
7 5 (17.86%) Migration
7 5 (17.86%) BDD
7 5 (17.86%) Continuous Improvement
7 5 (17.86%) Power Platform
7 5 (17.86%) Power BI
7 5 (17.86%) Data Lineage
7 5 (17.86%) Metadata
8 4 (14.29%) Data Enrichment
8 4 (14.29%) Problem-Solving
8 4 (14.29%) Acceptance Criteria
8 4 (14.29%) ShareGate
8 4 (14.29%) Business Performance Management
8 4 (14.29%) Performance Management
8 4 (14.29%) User Stories

Data Modelling
Co-occurring IT Skills in the East Midlands 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 (14.29%) SharePoint
2 1 (3.57%) Apache Spark
2 1 (3.57%) SAS
Applications
1 1 (3.57%) Microsoft Excel
1 1 (3.57%) Microsoft Office
1 1 (3.57%) Microsoft PowerPoint
1 1 (3.57%) MS Visio
Business Applications
1 1 (3.57%) Sparx Enterprise Architect
Cloud Services
1 5 (17.86%) Power Platform
2 4 (14.29%) Microsoft 365
2 4 (14.29%) OneDrive
2 4 (14.29%) ShareGate
3 3 (10.71%) Azure
4 2 (7.14%) AWS
4 2 (7.14%) Fivetran
4 2 (7.14%) GCP
4 2 (7.14%) Snowflake
5 1 (3.57%) Google Analytics
Database & Business Intelligence
1 7 (25.00%) Data Warehouse
2 5 (17.86%) Metadata
2 5 (17.86%) Power BI
3 3 (10.71%) Data Lake
3 3 (10.71%) RDBMS
3 3 (10.71%) Relational Database
3 3 (10.71%) SQL Server
3 3 (10.71%) SQL Server Analysis Services
3 3 (10.71%) Star Schema
4 2 (7.14%) Enterprise Data Warehouse
4 2 (7.14%) NoSQL
4 2 (7.14%) PowerCenter
4 2 (7.14%) SQL Server Integration Services
4 2 (7.14%) SQL Server Reporting Services
5 1 (3.57%) Big Data
5 1 (3.57%) HBase
5 1 (3.57%) Impala
5 1 (3.57%) Oracle Database
5 1 (3.57%) SAS EBI
5 1 (3.57%) Spark SQL
General
1 14 (50.00%) Social Skills
2 13 (46.43%) Finance
3 5 (17.86%) Aerospace
4 3 (10.71%) Presentation Skills
5 2 (7.14%) Analytical Skills
5 2 (7.14%) Marketing
6 1 (3.57%) Documentation Skills
6 1 (3.57%) Pharmaceutical
6 1 (3.57%) Retail
Job Titles
1 6 (21.43%) Analyst
1 6 (21.43%) Architect
2 5 (17.86%) Data Architect
2 5 (17.86%) Data Manager
3 4 (14.29%) Business Analyst
3 4 (14.29%) Consultant
3 4 (14.29%) Data Governance Analyst
3 4 (14.29%) Data Governance Manager
3 4 (14.29%) Governance Manager
3 4 (14.29%) Senior Manager
4 3 (10.71%) Finance Business Analyst
4 3 (10.71%) Financial Analyst
4 3 (10.71%) Financial Business Analyst
4 3 (10.71%) Financial Services Business Analyst
4 3 (10.71%) Informatica Consultant
4 3 (10.71%) Senior Analyst
4 3 (10.71%) Senior Business Analyst
4 3 (10.71%) Service Analyst
5 2 (7.14%) ERP Architect
5 2 (7.14%) Senior Financial Analyst
Miscellaneous
1 4 (14.29%) Public Cloud
1 4 (14.29%) User Experience
2 2 (7.14%) Self-Motivation
3 1 (3.57%) Data Protection Act
3 1 (3.57%) Legacy Systems
3 1 (3.57%) Management Information System
3 1 (3.57%) Reference Data
3 1 (3.57%) Taxonomies
Processes & Methodologies
1 12 (42.86%) Agile Software Development
1 12 (42.86%) ETL
2 9 (32.14%) Data Analysis
2 9 (32.14%) Data Governance
3 8 (28.57%) Business Intelligence
4 7 (25.00%) Master Data Management
4 7 (25.00%) Scrum
5 5 (17.86%) BDD
5 5 (17.86%) Continuous Improvement
5 5 (17.86%) Data Lineage
5 5 (17.86%) Migration
6 4 (14.29%) Acceptance Criteria
6 4 (14.29%) Business Analysis
6 4 (14.29%) Business Performance Management
6 4 (14.29%) Data Enrichment
6 4 (14.29%) Metadata Management
6 4 (14.29%) Performance Management
6 4 (14.29%) Stakeholder Management
6 4 (14.29%) User Stories
6 4 (14.29%) Validation
Programming Languages
1 7 (25.00%) SQL
2 3 (10.71%) Python
3 2 (7.14%) Bash
3 2 (7.14%) Korn
3 2 (7.14%) PowerShell
4 1 (3.57%) Data Analysis Expressions (DAX)
4 1 (3.57%) Java
4 1 (3.57%) Scala
4 1 (3.57%) VB
4 1 (3.57%) VBA
4 1 (3.57%) VBScript
Qualifications
1 3 (10.71%) SC Cleared
1 3 (10.71%) Security Cleared
2 1 (3.57%) PMI Certification
2 1 (3.57%) PMP
Quality Assurance & Compliance
1 12 (42.86%) Data Quality
2 3 (10.71%) QA
3 1 (3.57%) Sarbanes-Oxley
System Software
1 1 (3.57%) Apache ZooKeeper
1 1 (3.57%) HDFS
Systems Management
1 1 (3.57%) Hadoop YARN
Vendors
1 8 (28.57%) Microsoft
2 7 (25.00%) Informatica
3 5 (17.86%) SAP
4 2 (7.14%) Oracle
5 1 (3.57%) Ab Initio
5 1 (3.57%) BiZZdesign
5 1 (3.57%) Cloudera
5 1 (3.57%) Google
5 1 (3.57%) Sparx
5 1 (3.57%) Teradata