Period
to 21 September 2020

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 21 September 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
England > East Midlands
6 months to
21 Sep 2020
Same period 2019 Same period 2018
Rank 46 81 91
Rank change year-on-year +35 +10 -12
Contract jobs citing Data Modelling 10 41 49
As % of all contract jobs advertised in the East Midlands 1.95% 2.04% 1.78%
As % of the Processes & Methodologies category 2.35% 2.48% 2.16%
Number of daily rates quoted 3 28 34
Median daily rate £360 £445 £400
Median daily rate % change year-on-year -19.10% +11.25% -15.79%
10th Percentile £331 £346 £343
90th Percentile £415 £582 £523
England median daily rate £501 £500 £500
% change year-on-year +0.10% - +2.30%
Number of hourly rates quoted 0 0 0
Median hourly rate - - -
England median hourly rate £35.00 £51.25 £41.25
% change year-on-year -31.71% +24.24% +63.41%

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 425 1,653 2,266
As % of all contract IT jobs advertised in the East Midlands 83.01% 82.40% 82.31%
Number of daily rates quoted 234 965 1,443
Median daily rate £375 £405 £400
Median daily rate % change year-on-year -7.41% +1.25% -
10th Percentile £245 £233 £275
90th Percentile £525 £575 £538
England median daily rate £475 £475 £465
% change year-on-year - +2.15% +3.33%
Number of hourly rates quoted 24 86 94
Median hourly rate £14.97 £14.28 £15.50
Median hourly rate % change year-on-year +4.83% -7.87% +5.08%
10th Percentile £9.96 £10.64 £10.10
90th Percentile £41.43 £46.63 £44.63
Median hourly rate £35.00 £24.70 £21.00
% change year-on-year +41.73% +17.60% -8.70%

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
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 21 September 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
Nottinghamshire +41 5 £375 -30.23% 4
Northamptonshire +20 3 £360 +2.86% 3
Data Modelling
England

For the 6 months to 21 September 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 East Midlands region with a requirement for Data Modelling.

1 8 (80.00%) SQL
2 5 (50.00%) ETL
2 5 (50.00%) AWS
2 5 (50.00%) Analytical Skills
2 5 (50.00%) Logical Data Model
2 5 (50.00%) Physical Data Model
3 4 (40.00%) Analytics
3 4 (40.00%) DevOps
3 4 (40.00%) Agile Software Development
4 3 (30.00%) Data Management
4 3 (30.00%) Credit Risk
4 3 (30.00%) Continuous Integration
4 3 (30.00%) Degree
4 3 (30.00%) Scala
4 3 (30.00%) Hadoop
4 3 (30.00%) Data Quality
4 3 (30.00%) Data Governance
4 3 (30.00%) Python
4 3 (30.00%) Java
4 3 (30.00%) SQL Server
4 3 (30.00%) Apache Spark
5 2 (20.00%) Hadoop YARN
5 2 (20.00%) Spark SQL
5 2 (20.00%) ETL Development
5 2 (20.00%) Impala
5 2 (20.00%) Oracle Database
5 2 (20.00%) Data Reconciliation
5 2 (20.00%) Relational Database
5 2 (20.00%) Jenkins
5 2 (20.00%) Kimball Methodology

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 3 (30.00%) Apache Spark
2 1 (10.00%) Apache
Applications
1 1 (10.00%) Microsoft Excel
Cloud Services
1 5 (50.00%) AWS
2 2 (20.00%) Azure
3 1 (10.00%) Power Platform
Communications & Networking
1 1 (10.00%) Kerberos
Database & Business Intelligence
1 3 (30.00%) Hadoop
1 3 (30.00%) SQL Server
2 2 (20.00%) Apache Hive
2 2 (20.00%) Big Data
2 2 (20.00%) Data Lake
2 2 (20.00%) Data Warehouse
2 2 (20.00%) HBase
2 2 (20.00%) Impala
2 2 (20.00%) Oracle Database
2 2 (20.00%) RDBMS
2 2 (20.00%) Relational Database
2 2 (20.00%) Spark SQL
3 1 (10.00%) Amazon RDS
3 1 (10.00%) Enterprise Data Warehouse
3 1 (10.00%) MySQL
3 1 (10.00%) NoSQL
3 1 (10.00%) OLAP
3 1 (10.00%) OLAP Cube
3 1 (10.00%) Power BI
3 1 (10.00%) Snowflake Schema
Development Applications
1 2 (20.00%) Git (software)
1 2 (20.00%) Jenkins
2 1 (10.00%) Liquibase
2 1 (10.00%) Sonatype Nexus
General
1 2 (20.00%) Banking
1 2 (20.00%) Finance
1 2 (20.00%) Pharmaceutical
2 1 (10.00%) Games
2 1 (10.00%) Marketing
2 1 (10.00%) Public Sector
Job Titles
1 3 (30.00%) Developer
2 2 (20.00%) Ab Initio Developer
2 2 (20.00%) Analyst
2 2 (20.00%) Designer
2 2 (20.00%) ETL Developer
3 1 (10.00%) Architect
3 1 (10.00%) Data Analyst
3 1 (10.00%) Data Architect
3 1 (10.00%) Data Engineer
3 1 (10.00%) Data Modeller
3 1 (10.00%) DBA
3 1 (10.00%) DevOps Engineer
3 1 (10.00%) ETL Analyst
3 1 (10.00%) SQL Analyst
3 1 (10.00%) SQL DBA
3 1 (10.00%) SSIS Analyst
3 1 (10.00%) Technical Analyst
Libraries, Frameworks & Software Standards
1 1 (10.00%) Elastic Stack
1 1 (10.00%) Node.js
1 1 (10.00%) NumPy
1 1 (10.00%) Pandas
Miscellaneous
1 5 (50.00%) Analytical Skills
2 3 (30.00%) Credit Risk
3 1 (10.00%) Public Cloud
3 1 (10.00%) Self-Motivation
Operating Systems
1 1 (10.00%) Linux
1 1 (10.00%) Unix
Processes & Methodologies
1 5 (50.00%) ETL
1 5 (50.00%) Logical Data Model
1 5 (50.00%) Physical Data Model
2 4 (40.00%) Agile Software Development
2 4 (40.00%) Analytics
2 4 (40.00%) DevOps
3 3 (30.00%) Continuous Integration
3 3 (30.00%) Data Governance
3 3 (30.00%) Data Management
4 2 (20.00%) BDD
4 2 (20.00%) Computer Science
4 2 (20.00%) Data Architecture
4 2 (20.00%) Data Reconciliation
4 2 (20.00%) Deployment Automation
4 2 (20.00%) ETL Development
4 2 (20.00%) GAP Analysis
4 2 (20.00%) Problem-Solving
4 2 (20.00%) Stakeholder Management
4 2 (20.00%) Task Automation
4 2 (20.00%) Test Automation
Programming Languages
1 8 (80.00%) SQL
2 3 (30.00%) Java
2 3 (30.00%) Python
2 3 (30.00%) Scala
3 1 (10.00%) JavaScript
3 1 (10.00%) PL/SQL
3 1 (10.00%) R
3 1 (10.00%) Ruby
Qualifications
1 3 (30.00%) Degree
2 2 (20.00%) Computer Science Degree
Quality Assurance & Compliance
1 3 (30.00%) Data Quality
2 2 (20.00%) Sarbanes-Oxley
System Software
1 2 (20.00%) Apache ZooKeeper
1 2 (20.00%) HDFS
2 1 (10.00%) Apache Flume
2 1 (10.00%) Docker
Systems Management
1 2 (20.00%) Hadoop YARN
2 1 (10.00%) Kubernetes
2 1 (10.00%) Opscode Chef
Vendors
1 2 (20.00%) Ab Initio
1 2 (20.00%) Cloudera
1 2 (20.00%) Oracle
1 2 (20.00%) Teradata