Period
to 15 October 2021

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 15 October 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.

Physical Data Model
England > East Midlands
6 months to
15 Oct 2021
Same period 2020 Same period 2019
Rank 95 57 115
Rank change year-on-year -38 +58 +27
Contract jobs citing Physical Data Model 4 5 2
As % of all contract jobs advertised in the East Midlands 0.28% 0.84% 0.11%
As % of the Processes & Methodologies category 0.34% 0.98% 0.13%
Number of daily rates quoted 2 1 2
10th Percentile £511 " £427
25th Percentile £528 " £448
Median daily rate (50th Percentile) £563 £378 £489
Median % change year-on-year +48.81% -22.66% +26.95%
75th Percentile £603 " £523
90th Percentile £624 " £539
England median daily rate £600 £550 £488
% change year-on-year +9.09% +12.82% -11.36%

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 1,194 512 1,552
As % of all contract IT jobs advertised in the East Midlands 82.74% 85.76% 82.42%
Number of daily rates quoted 855 320 904
10th Percentile £213 £212 £232
25th Percentile £325 £309 £320
Median daily rate (50th Percentile) £425 £380 £413
Median % change year-on-year +11.99% -8.00% +3.13%
75th Percentile £516 £475 £500
90th Percentile £591 £528 £575
England median daily rate £520 £475 £475
% change year-on-year +9.47% - +2.15%
Number of hourly rates quoted 63 23 83
10th Percentile £9.00 £9.81 £10.62
25th Percentile £10.50 £11.12 £11.24
Median hourly rate £15.00 £13.50 £14.28
Median % change year-on-year +11.11% -5.46% -7.87%
75th Percentile £24.42 £23.40 £24.50
90th Percentile £50.95 £43.75 £46.70
England median hourly rate £24.18 £25.67 £22.50
% change year-on-year -5.81% +14.07% +12.50%

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 15 October 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
Northamptonshire -6 2 £500 +32.28% 1
Nottinghamshire -25 2 £625 -
Physical Data Model
England

For the 6 months to 15 October 2021, 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 4 (100.00%) Data Modelling
1 4 (100.00%) Data Management
1 4 (100.00%) Data Quality
1 4 (100.00%) Logical Data Model
1 4 (100.00%) Metadata
2 3 (75.00%) Data Governance
2 3 (75.00%) ETL
2 3 (75.00%) SQL
3 2 (50.00%) Oracle
3 2 (50.00%) Python
3 2 (50.00%) RDBMS
3 2 (50.00%) Sarbanes-Oxley
3 2 (50.00%) Agile Software Development
3 2 (50.00%) Quality Management
3 2 (50.00%) GAP Analysis
3 2 (50.00%) Stakeholder Management
3 2 (50.00%) Ab Initio
3 2 (50.00%) Teradata
3 2 (50.00%) HBase
3 2 (50.00%) Apache ZooKeeper
3 2 (50.00%) Big Data
3 2 (50.00%) Cloudera
3 2 (50.00%) Analytics
3 2 (50.00%) Metadata Management
3 2 (50.00%) Oracle Database
3 2 (50.00%) Data Reconciliation
3 2 (50.00%) Relational Database
3 2 (50.00%) HDFS
3 2 (50.00%) DevOps
3 2 (50.00%) Impala

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 2 (50.00%) Apache Spark
Database & Business Intelligence
1 4 (100.00%) Metadata
2 2 (50.00%) Apache Hive
2 2 (50.00%) Big Data
2 2 (50.00%) Data Lake
2 2 (50.00%) Hadoop
2 2 (50.00%) HBase
2 2 (50.00%) Impala
2 2 (50.00%) Metadata Repository
2 2 (50.00%) Oracle Database
2 2 (50.00%) RDBMS
2 2 (50.00%) Relational Database
2 2 (50.00%) Spark SQL
General
1 2 (50.00%) Analytical Skills
2 1 (25.00%) Banking
2 1 (25.00%) Pharmaceutical
2 1 (25.00%) Retail
Job Titles
1 2 (50.00%) Ab Initio Developer
1 2 (50.00%) Developer
2 1 (25.00%) Architect
2 1 (25.00%) Data Architect
2 1 (25.00%) Data Manager
Miscellaneous
1 2 (50.00%) Reference Data
Processes & Methodologies
1 4 (100.00%) Data Management
1 4 (100.00%) Data Modelling
1 4 (100.00%) Logical Data Model
2 3 (75.00%) Data Governance
2 3 (75.00%) ETL
3 2 (50.00%) Agile Software Development
3 2 (50.00%) Analytics
3 2 (50.00%) BDD
3 2 (50.00%) Continuous Integration
3 2 (50.00%) Data Protection
3 2 (50.00%) Data Reconciliation
3 2 (50.00%) DevOps
3 2 (50.00%) ETL Development
3 2 (50.00%) GAP Analysis
3 2 (50.00%) Metadata Management
3 2 (50.00%) Quality Management
3 2 (50.00%) Reference Data Management
3 2 (50.00%) Stakeholder Management
3 2 (50.00%) Task Automation
3 2 (50.00%) Test Automation
Programming Languages
1 3 (75.00%) SQL
2 2 (50.00%) Java
2 2 (50.00%) Python
2 2 (50.00%) Scala
Quality Assurance & Compliance
1 4 (100.00%) Data Quality
2 2 (50.00%) Sarbanes-Oxley
System Software
1 2 (50.00%) Apache ZooKeeper
1 2 (50.00%) HDFS
Systems Management
1 2 (50.00%) Hadoop YARN
Vendors
1 2 (50.00%) Ab Initio
1 2 (50.00%) Cloudera
1 2 (50.00%) Oracle
1 2 (50.00%) Teradata