Period
to 23 January 2022

The following table provides summary statistics for contract job vacancies advertised in the East Midlands with a requirement for Physical Data Model skills. Included is a benchmarking guide to the contractor rates offered in vacancies that have cited Physical Data Model over the 6 months to 23 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.

Physical Data Model
England > East Midlands
6 months to
23 Jan 2022
Same period 2021 Same period 2020
Rank 102 65 99
Rank change year-on-year -37 +34 +29
Contract jobs citing Physical Data Model 2 4 4
As % of all contract jobs advertised in the East Midlands 0.13% 0.51% 0.24%
As % of the Processes & Methodologies category 0.16% 0.63% 0.29%
Number of daily rates quoted 0 1 3
10th Percentile - - £440
25th Percentile - - £479
Median daily rate (50th Percentile) - £378 £550
Median % change year-on-year - -31.27% +48.65%
75th Percentile - - £566
90th Percentile - - £575
England median daily rate £591 £550 £484
% change year-on-year +7.45% +13.70% -12.05%

Physical Data Model 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 1,226 640 1,387
As % of all contract IT jobs advertised in the East Midlands 82.56% 81.12% 81.83%
Number of daily rates quoted 924 392 771
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 £513 £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 26 85
10th Percentile £8.94 £9.26 £11.07
25th Percentile £9.75 £11.10 £11.61
Median hourly rate £15.38 £16.22 £16.20
Median % change year-on-year -5.18% +0.12% +11.21%
75th Percentile £20.00 £40.40 £21.50
90th Percentile £36.60 £47.50 £46.46
England median hourly rate £25.50 £26.79 £20.50
% change year-on-year -4.82% +30.68% -5.79%

Physical Data Model
Job Vacancy Trend in the East Midlands

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

Job vacancy trend for Physical Data Model in the East Midlands

Physical Data Model
Contractor Daily Rate Trend in the East Midlands

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

Daily rate trend for Physical Data Model in the East Midlands

Physical Data Model
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 Physical Data Model within the East Midlands region over the 6 months to 23 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
Northamptonshire -13 1 - -
Nottinghamshire -25 1 - -
Physical Data Model
England

For the 6 months to 23 January 2022, IT contractor jobs citing Physical Data Model 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 Physical Data Model.

1 2 (100.00%) Data Modelling
1 2 (100.00%) ETL
1 2 (100.00%) Data Management
1 2 (100.00%) Data Quality
1 2 (100.00%) Logical Data Model
1 2 (100.00%) SQL
1 2 (100.00%) Metadata
2 1 (50.00%) Metadata Repository
2 1 (50.00%) Oracle
2 1 (50.00%) Python
2 1 (50.00%) Java
2 1 (50.00%) Spark SQL
2 1 (50.00%) ETL Development
2 1 (50.00%) Data Lineage
2 1 (50.00%) Data Lake
2 1 (50.00%) Reference Data Management
2 1 (50.00%) Task Automation
2 1 (50.00%) Collaborative Working
2 1 (50.00%) Deployment Automation
2 1 (50.00%) DataOps
2 1 (50.00%) HBase
2 1 (50.00%) Apache ZooKeeper
2 1 (50.00%) Big Data
2 1 (50.00%) Cloudera
2 1 (50.00%) Analytics
2 1 (50.00%) Metadata Management
2 1 (50.00%) Oracle Database
2 1 (50.00%) Data Reconciliation
2 1 (50.00%) Relational Database
2 1 (50.00%) HDFS

Physical Data Model
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 1 (50.00%) Apache Spark
Database & Business Intelligence
1 2 (100.00%) Metadata
2 1 (50.00%) Apache Hive
2 1 (50.00%) Big Data
2 1 (50.00%) Data Lake
2 1 (50.00%) Hadoop
2 1 (50.00%) HBase
2 1 (50.00%) Impala
2 1 (50.00%) Metadata Repository
2 1 (50.00%) Oracle Database
2 1 (50.00%) RDBMS
2 1 (50.00%) Relational Database
2 1 (50.00%) Spark SQL
General
1 1 (50.00%) Analytical Skills
1 1 (50.00%) Pharmaceutical
1 1 (50.00%) Retail
Job Titles
1 1 (50.00%) Ab Initio Developer
1 1 (50.00%) Data Manager
1 1 (50.00%) Developer
Miscellaneous
1 1 (50.00%) Reference Data
Processes & Methodologies
1 2 (100.00%) Data Management
1 2 (100.00%) Data Modelling
1 2 (100.00%) ETL
1 2 (100.00%) Logical Data Model
2 1 (50.00%) BDD
2 1 (50.00%) Collaborative Working
2 1 (50.00%) Continuous Integration
2 1 (50.00%) Data Analysis
2 1 (50.00%) Data Governance
2 1 (50.00%) Data Lineage
2 1 (50.00%) Data Mapping
2 1 (50.00%) Data Protection
2 1 (50.00%) Data Reconciliation
2 1 (50.00%) DataOps
2 1 (50.00%) Deployment Automation
2 1 (50.00%) DevOps
2 1 (50.00%) ETL Development
2 1 (50.00%) Reference Data Management
2 1 (50.00%) Task Automation
2 1 (50.00%) Test Automation
Programming Languages
1 2 (100.00%) SQL
2 1 (50.00%) Java
2 1 (50.00%) Python
2 1 (50.00%) Scala
Quality Assurance & Compliance
1 2 (100.00%) Data Quality
2 1 (50.00%) Sarbanes-Oxley
System Software
1 1 (50.00%) Apache ZooKeeper
1 1 (50.00%) HDFS
Systems Management
1 1 (50.00%) Hadoop YARN
Vendors
1 1 (50.00%) Ab Initio
1 1 (50.00%) Cloudera
1 1 (50.00%) Oracle
1 1 (50.00%) Teradata