Period
to 25 September 2021

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 25 September 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 Midlands
6 months to
25 Sep 2021
Same period 2020 Same period 2019
Rank 60 50 82
Rank change year-on-year -10 +32 +14
Contract jobs citing Data Modelling 35 10 42
As % of all contract jobs advertised in the East Midlands 2.62% 1.89% 2.09%
As % of the Processes & Methodologies category 3.19% 2.26% 2.51%
Number of daily rates quoted 16 3 27
10th Percentile £405 £331 £345
25th Percentile £411 £340 £413
Median daily rate (50th Percentile) £488 £360 £450
Median % change year-on-year +35.42% -20.00% +12.50%
75th Percentile £522 £377 £550
90th Percentile £581 £377 £582
England median daily rate £525 £500 £500
% change year-on-year +5.00% - -

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 1,098 443 1,671
As % of all contract IT jobs advertised in the East Midlands 82.31% 83.74% 83.01%
Number of daily rates quoted 778 273 996
10th Percentile £209 £222 £232
25th Percentile £320 £310 £320
Median daily rate (50th Percentile) £413 £375 £400
Median % change year-on-year +10.00% -6.31% +0.06%
75th Percentile £515 £450 £500
90th Percentile £594 £529 £575
England median daily rate £513 £475 £475
% change year-on-year +7.84% +0.05% +2.70%
Number of hourly rates quoted 64 21 82
10th Percentile £9.00 £11.00 £10.59
25th Percentile £10.50 £11.61 £11.24
Median hourly rate £14.78 £13.50 £14.27
Median % change year-on-year +9.48% -5.40% -7.94%
75th Percentile £24.25 £21.85 £23.62
90th Percentile £47.63 £43.75 £46.49
England median hourly rate £24.27 £26.00 £22.97
% change year-on-year -6.65% +13.22% +17.77%

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 25 September 2021.

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 25 September 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
Nottinghamshire -10 15 £488 +39.29% 6
Derbyshire - 12 £525 - 1
Northamptonshire -7 3 £500 +35.50% 1
Lincolnshire - 1 £500 - 3
Data Modelling
England

For the 6 months to 25 September 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 Midlands region with a requirement for Data Modelling.

1 18 (51.43%) Data Quality
2 16 (45.71%) SQL
3 15 (42.86%) Business Intelligence
3 15 (42.86%) Finance
4 14 (40.00%) ETL
5 13 (37.14%) Agile Software Development
6 12 (34.29%) SAP
6 12 (34.29%) Analytical Skills
7 10 (28.57%) Power Platform
8 9 (25.71%) Power BI
8 9 (25.71%) Oracle
8 9 (25.71%) Data Management
9 8 (22.86%) ETL Development
10 7 (20.00%) Data Governance
10 7 (20.00%) Aerospace
10 7 (20.00%) Migration
10 7 (20.00%) ERP
11 6 (17.14%) Management Information System
11 6 (17.14%) Business Analysis
11 6 (17.14%) Marketing
11 6 (17.14%) Continuous Improvement
11 6 (17.14%) Social Skills
12 5 (14.29%) Metadata
12 5 (14.29%) Data Lake
12 5 (14.29%) BDD
12 5 (14.29%) Analytics
12 5 (14.29%) User Stories
12 5 (14.29%) DevOps
12 5 (14.29%) Apache Spark
12 5 (14.29%) Data Migration

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 5 (14.29%) Apache Spark
2 2 (5.71%) Apache
3 1 (2.86%) Apache Solr
3 1 (2.86%) Apache Synapse
3 1 (2.86%) Elasticsearch
3 1 (2.86%) SAS
Applications
1 1 (2.86%) Microsoft Excel
1 1 (2.86%) Microsoft Office
1 1 (2.86%) Microsoft PowerPoint
1 1 (2.86%) MS Visio
Business Applications
1 4 (11.43%) Oracle EBS
2 2 (5.71%) Oracle Payroll
3 1 (2.86%) Dynamics CRM
3 1 (2.86%) SAP S/4HANA
Cloud Services
1 10 (28.57%) Power Platform
2 4 (11.43%) Azure
3 3 (8.57%) Azure Synapse Analytics
4 2 (5.71%) Dynamics 365
4 2 (5.71%) SaaS
5 1 (2.86%) AWS
5 1 (2.86%) Azure Active Directory
5 1 (2.86%) Azure Cosmos DB
5 1 (2.86%) Azure Data Factory
5 1 (2.86%) Azure Functions
5 1 (2.86%) Azure Logic Apps
5 1 (2.86%) Azure Machine Learning
5 1 (2.86%) Azure Storage
5 1 (2.86%) Fivetran
5 1 (2.86%) Google Analytics
5 1 (2.86%) Microsoft 365
5 1 (2.86%) PaaS
5 1 (2.86%) Serverless
5 1 (2.86%) Snowflake
Database & Business Intelligence
1 9 (25.71%) Power BI
2 5 (14.29%) Data Lake
2 5 (14.29%) Data Warehouse
2 5 (14.29%) Metadata
3 4 (11.43%) Hadoop
3 4 (11.43%) Oracle BI Publisher
3 4 (11.43%) RDBMS
3 4 (11.43%) Relational Database
4 3 (8.57%) Apache Hive
4 3 (8.57%) Big Data
4 3 (8.57%) HBase
4 3 (8.57%) Impala
4 3 (8.57%) Metadata Repository
4 3 (8.57%) Oracle Database
4 3 (8.57%) SAP BW
4 3 (8.57%) Spark SQL
5 2 (5.71%) Azure SQL Data Warehouse
5 2 (5.71%) NoSQL
5 2 (5.71%) SQL Server
5 2 (5.71%) SQL Server Analysis Services
Development Applications
1 1 (2.86%) JIRA
General
1 15 (42.86%) Finance
2 12 (34.29%) Analytical Skills
3 7 (20.00%) Aerospace
4 6 (17.14%) Marketing
4 6 (17.14%) Social Skills
5 4 (11.43%) Electronics
5 4 (11.43%) Manufacturing
5 4 (11.43%) Public Sector
5 4 (11.43%) Telecoms
6 3 (8.57%) Retail
7 2 (5.71%) Banking
7 2 (5.71%) Presentation Skills
8 1 (2.86%) Documentation Skills
8 1 (2.86%) Financial Institution
8 1 (2.86%) Investment Banking
8 1 (2.86%) Law
8 1 (2.86%) Pharmaceutical
8 1 (2.86%) Retail Banking
Job Titles
1 9 (25.71%) Developer
2 8 (22.86%) Analyst
3 7 (20.00%) Business Analyst
4 6 (17.14%) Architect
5 5 (14.29%) Data Manager
6 4 (11.43%) Consultant
6 4 (11.43%) Data Migration Developer
6 4 (11.43%) Oracle Developer
7 3 (8.57%) Ab Initio Developer
7 3 (8.57%) Data Architect
7 3 (8.57%) Data Business Analyst
7 3 (8.57%) Solutions Architect
8 2 (5.71%) Business Intelligence Developer
8 2 (5.71%) Data Analyst
8 2 (5.71%) Data Governance Analyst
8 2 (5.71%) Data Governance Manager
8 2 (5.71%) Delivery Manager
8 2 (5.71%) Informatica Consultant
8 2 (5.71%) Product Manager
8 2 (5.71%) SAP Business Analyst
Libraries, Frameworks & Software Standards
1 4 (11.43%) Oracle Fusion
2 1 (2.86%) BAPI
2 1 (2.86%) JWT
2 1 (2.86%) Kafka
2 1 (2.86%) OAuth
2 1 (2.86%) OpenID
2 1 (2.86%) SAP Smart Forms
2 1 (2.86%) Web Dynpro
Miscellaneous
1 6 (17.14%) Management Information System
2 3 (8.57%) Reference Data
2 3 (8.57%) Self-Motivation
3 2 (5.71%) Legacy Systems
4 1 (2.86%) Algorithms
4 1 (2.86%) BYOD
4 1 (2.86%) Data Structures
Operating Systems
1 2 (5.71%) Unix
2 1 (2.86%) Linux
Processes & Methodologies
1 15 (42.86%) Business Intelligence
2 14 (40.00%) ETL
3 13 (37.14%) Agile Software Development
4 9 (25.71%) Data Management
5 8 (22.86%) ETL Development
6 7 (20.00%) Data Governance
6 7 (20.00%) ERP
6 7 (20.00%) Migration
7 6 (17.14%) Business Analysis
7 6 (17.14%) Continuous Improvement
8 5 (14.29%) Analytics
8 5 (14.29%) BDD
8 5 (14.29%) Data Analysis
8 5 (14.29%) Data Migration
8 5 (14.29%) DevOps
8 5 (14.29%) User Stories
8 5 (14.29%) Validation
9 4 (11.43%) GAP Analysis
9 4 (11.43%) Logical Data Model
9 4 (11.43%) Scrum
Programming Languages
1 16 (45.71%) SQL
2 4 (11.43%) Java
2 4 (11.43%) PL/SQL
3 3 (8.57%) Python
3 3 (8.57%) Scala
4 2 (5.71%) Data Analysis Expressions (DAX)
5 1 (2.86%) ABAP
5 1 (2.86%) C#
5 1 (2.86%) SAPscript
5 1 (2.86%) T-SQL
Qualifications
1 3 (8.57%) Degree
2 2 (5.71%) SC Cleared
2 2 (5.71%) Security Cleared
3 1 (2.86%) PMI Certification
3 1 (2.86%) PMP
Quality Assurance & Compliance
1 18 (51.43%) Data Quality
2 4 (11.43%) QA
3 3 (8.57%) Sarbanes-Oxley
4 1 (2.86%) SLA
System Software
1 3 (8.57%) Apache ZooKeeper
1 3 (8.57%) HDFS
2 1 (2.86%) Active Directory
Systems Management
1 3 (8.57%) Hadoop YARN
2 1 (2.86%) HP ALM
2 1 (2.86%) Opscode Chef
2 1 (2.86%) Puppet
2 1 (2.86%) Terraform
Vendors
1 12 (34.29%) SAP
2 9 (25.71%) Oracle
3 5 (14.29%) Informatica
3 5 (14.29%) Microsoft
4 3 (8.57%) Ab Initio
4 3 (8.57%) Alteryx
4 3 (8.57%) Cloudera
4 3 (8.57%) Teradata
5 2 (5.71%) Databricks
6 1 (2.86%) BiZZdesign
6 1 (2.86%) Google
6 1 (2.86%) Remedy
6 1 (2.86%) ServiceNow